diff --git a/pages/fev_bench.py b/pages/fev_bench.py
index e21c1c0cedf4f1ad2a210e88429f03fe3d180a85..093a1c450c267a1c44bde4dd4a85e7ee970062df 100644
--- a/pages/fev_bench.py
+++ b/pages/fev_bench.py
@@ -5,8 +5,6 @@ sys.path.append(str(Path(__file__).parent))
 
 import pandas as pd
 import streamlit as st
-from streamlit.elements.lib.column_types import ColumnConfig
-
 from src.strings import (
     CITATION_FEV,
     CITATION_HEADER,
@@ -31,22 +29,34 @@ from src.utils import (
     get_metric_description,
     validate_model_metadata,
 )
+from streamlit.elements.lib.column_types import ColumnConfig
 
-st.set_page_config(layout="wide", page_title="fev leaderboard", page_icon=":material/trophy:")
+st.set_page_config(
+    layout="wide", page_title="fev leaderboard", page_icon=":material/trophy:"
+)
 
 TITLE = "<h1 style='text-align: center; font-size: 350%;'>fev-bench</h1>"
 SORT_COL = "win_rate"
 AVAILABLE_METRICS = ["SQL", "MASE", "WQL", "WAPE"]
 
 # Group type options
-GROUP_TYPES = ["Full (100 tasks)", "Mini (20 tasks)", "By frequency", "By domain", "By task type"]
+GROUP_TYPES = [
+    "Full (100 tasks)",
+    "Mini (20 tasks)",
+    "By frequency",
+    "By domain",
+    "By task type",
+]
 FREQUENCY_OPTIONS = list(FREQUENCY_GROUPS.keys())
 DOMAIN_OPTIONS = list(DOMAIN_GROUPS.keys())
 TASK_TYPE_OPTIONS = list(TASK_TYPE_GROUPS.keys())
 
-def get_subset_description(group_type: str, subgroup: str | None, num_tasks: int) -> str:
+
+def get_subset_description(
+    group_type: str, subgroup: str | None, num_tasks: int, metric_name: str
+) -> str:
     """Generate a description of the current subset."""
-    base = f"Results for various forecasting models on **{num_tasks} tasks**"
+    base = f"Results for various forecasting models, measured using the **{metric_name}** metric, on **{num_tasks} tasks**"
     if group_type == "Full (100 tasks)":
         subset_desc = "from the full **fev-bench** benchmark"
     elif group_type == "Mini (20 tasks)":
@@ -58,7 +68,7 @@ def get_subset_description(group_type: str, subgroup: str | None, num_tasks: int
     else:  # By domain
         subset_desc = f"from the **{subgroup}** domain"
     paper_link = "[fev-bench: A Realistic Benchmark for Time Series Forecasting](https://arxiv.org/abs/2509.26468)"
-    return f"{base} {subset_desc}, as described in the paper {paper_link}."
+    return f"{base} {subset_desc}, as described in {paper_link}."
 
 
 # Mapping from UI selections to table directory names
@@ -94,7 +104,9 @@ def get_pairwise(metric_name: str, group_dir: str) -> pd.DataFrame:
 
 
 @st.cache_data()
-def get_pivot_table(metric_name: str) -> tuple[pd.DataFrame, pd.DataFrame, pd.DataFrame]:
+def get_pivot_table(
+    metric_name: str,
+) -> tuple[pd.DataFrame, pd.DataFrame, pd.DataFrame]:
     pivot_df = pd.read_csv(f"tables/pivot_{metric_name}.csv")
     baseline_imputed = pd.read_csv(f"tables/pivot_{metric_name}_baseline_imputed.csv")
     leakage_imputed = pd.read_csv(f"tables/pivot_{metric_name}_leakage_imputed.csv")
@@ -117,7 +129,9 @@ with st.sidebar:
     # Determine the directory to load tables from
     if selected_group_type in ["Full (100 tasks)", "Mini (20 tasks)"]:
         group_dir = GROUP_DIR_MAPPING[selected_group_type]
-        task_list = ALL_TASKS if selected_group_type == "Full (100 tasks)" else MINI_TASKS
+        task_list = (
+            ALL_TASKS if selected_group_type == "Full (100 tasks)" else MINI_TASKS
+        )
     else:
         group_dir = GROUP_DIR_MAPPING[selected_subgroup]
         if selected_group_type == "By frequency":
@@ -131,7 +145,9 @@ with st.sidebar:
 
     st.divider()
 
-    selected_metric = st.selectbox("Evaluation Metric", options=AVAILABLE_METRICS, format_func=format_metric_name)
+    selected_metric = st.selectbox(
+        "Evaluation Metric", options=AVAILABLE_METRICS, format_func=format_metric_name
+    )
     st.caption(get_metric_description(selected_metric))
 
 cols = st.columns(spec=[0.025, 0.95, 0.025])
@@ -139,15 +155,24 @@ cols = st.columns(spec=[0.025, 0.95, 0.025])
 with cols[1] as main_container:
     st.markdown(TITLE, unsafe_allow_html=True)
 
-    metric_df = get_leaderboard(selected_metric, group_dir).sort_values(by=SORT_COL, ascending=False)
+    metric_df = get_leaderboard(selected_metric, group_dir).sort_values(
+        by=SORT_COL, ascending=False
+    )
     metric_df = filter_hidden_models(metric_df, "model_name")
     validate_model_metadata(metric_df["model_name"])
 
     pairwise_df = get_pairwise(selected_metric, group_dir)
-    pairwise_df = filter_hidden_models(filter_hidden_models(pairwise_df, "model_1"), "model_2")
+    pairwise_df = filter_hidden_models(
+        filter_hidden_models(pairwise_df, "model_1"), "model_2"
+    )
 
     st.markdown("## :material/trophy: Leaderboard", unsafe_allow_html=True)
-    st.markdown(get_subset_description(selected_group_type, selected_subgroup, len(task_list)), unsafe_allow_html=True)
+    st.markdown(
+        get_subset_description(
+            selected_group_type, selected_subgroup, len(task_list), selected_metric
+        ),
+        unsafe_allow_html=True,
+    )
     df_styled = format_leaderboard(metric_df)
     st.dataframe(
         df_styled,
@@ -155,11 +180,21 @@ with cols[1] as main_container:
         hide_index=True,
         column_config={
             "model_name": ColumnConfig(label="Model Name", alignment="left"),
-            "win_rate": st.column_config.NumberColumn(label="Avg. win rate (%)", format="%.1f"),
-            "skill_score": st.column_config.NumberColumn(label="Skill score (%)", format="%.1f"),
-            "median_inference_time_s_per100": st.column_config.NumberColumn(label="Median runtime (s / 100 series)", format="%.1f"),
-            "training_corpus_overlap": st.column_config.NumberColumn(label="Leakage (%)", format="%d"),
-            "num_failures": st.column_config.NumberColumn(label="Failed tasks (%)", format="%.0f"),
+            "win_rate": st.column_config.NumberColumn(
+                label="Avg. win rate (%)", format="%.1f"
+            ),
+            "skill_score": st.column_config.NumberColumn(
+                label="Skill score (%)", format="%.1f"
+            ),
+            "median_inference_time_s_per100": st.column_config.NumberColumn(
+                label="Median runtime (s / 100 series)", format="%.1f"
+            ),
+            "training_corpus_overlap": st.column_config.NumberColumn(
+                label="Leakage (%)", format="%d"
+            ),
+            "num_failures": st.column_config.NumberColumn(
+                label="Failed tasks (%)", format="%.0f"
+            ),
             "zero_shot": ColumnConfig(label="Zero-shot", alignment="center"),
             "org": ColumnConfig(label="Organization", alignment="left"),
             "link": st.column_config.LinkColumn(label="Link", display_text="🔗"),
@@ -174,22 +209,30 @@ with cols[1] as main_container:
 
     with chart_col_1:
         st.altair_chart(
-            construct_pairwise_chart(pairwise_df, col="win_rate", metric_name=selected_metric),
+            construct_pairwise_chart(
+                pairwise_df, col="win_rate", metric_name=selected_metric
+            ),
             use_container_width=True,
         )
 
     with chart_col_2:
         st.altair_chart(
-            construct_pairwise_chart(pairwise_df, col="skill_score", metric_name=selected_metric),
+            construct_pairwise_chart(
+                pairwise_df, col="skill_score", metric_name=selected_metric
+            ),
             use_container_width=True,
         )
 
     with st.expander("See details"):
         st.markdown(PAIRWISE_BENCHMARK_DETAILS, unsafe_allow_html=True)
 
-    st.markdown("## :material/table_chart: Results for individual tasks", unsafe_allow_html=True)
+    st.markdown(
+        "## :material/table_chart: Results for individual tasks", unsafe_allow_html=True
+    )
     with st.expander("Show detailed results"):
-        st.markdown(get_pivot_legend("Seasonal Naive", "Chronos-Bolt"), unsafe_allow_html=True)
+        st.markdown(
+            get_pivot_legend("Seasonal Naive", "Chronos-Bolt"), unsafe_allow_html=True
+        )
         pivot_df, baseline_imputed, leakage_imputed = get_pivot_table(selected_metric)
         pivot_df = pivot_df.set_index("Task name")
         baseline_imputed = baseline_imputed.set_index("Task name")
diff --git a/src/strings.py b/src/strings.py
index 07c7b5c1d47c0f6e6b017375b4893325c838455e..37d7c07e9c24b30837f8ae0ee7869194327210ab 100644
--- a/src/strings.py
+++ b/src/strings.py
@@ -42,7 +42,7 @@ Task definitions and the detailed results are available on [GitHub](https://gith
 """
 
 FEV_BENCHMARK_BASIC_INFO = f"""
-Results for various forecasting models on 100 tasks of the **fev-bench** benchmark, as described in the paper [fev-bench: A Realistic Benchmark for Time Series Forecasting](https://arxiv.org/abs/2509.26468). {LEGEND}
+Results for various forecasting models on 100 tasks of the **fev-bench** benchmark, as described in [fev-bench: A Realistic Benchmark for Time Series Forecasting](https://arxiv.org/abs/2509.26468). {LEGEND}
 """
 
 FEV_BENCHMARK_DETAILS = f"""
diff --git a/src/utils.py b/src/utils.py
index 8b3af87aa8313ad206f795d56bc873ef94b25b8b..4befb9119d61d878c003dd8e28051a535e05e928 100644
--- a/src/utils.py
+++ b/src/utils.py
@@ -52,6 +52,7 @@ MODEL_CONFIG = {
     "toto-2.0-22m": ("Datadog/Toto-2.0-22m", "Datadog", True, "pretrained"),
     # Other Models
     "tirex": ("NX-AI/TiRex", "NX-AI", True, "pretrained"),
+    "tirex-2": ("NX-AI/TiRex-2-fevbench", "NX-AI", True, "pretrained"),
     "tabpfn-ts": ("Prior-Labs/TabPFN-v2-reg", "Prior Labs", True, "pretrained"),
     "tabpfn-ts-3": ("Prior-Labs/TabPFN-2.5-reg", "Prior Labs", True, "pretrained"),
     "sundial-base": ("thuml/sundial-base-128m", "Tsinghua University", True, "pretrained"),
diff --git a/tables/domain_cloud/leaderboard_MASE.csv b/tables/domain_cloud/leaderboard_MASE.csv
index 7832bf0162c1ad07ef33807c73e94189cfefc647..e0893f6edeaef9a9fd0c8098047b5e340bfbe733 100644
--- a/tables/domain_cloud/leaderboard_MASE.csv
+++ b/tables/domain_cloud/leaderboard_MASE.csv
@@ -1,28 +1,29 @@
 model_name,win_rate,skill_score,median_training_time_s_per100,median_inference_time_s_per100,training_corpus_overlap,num_failures
-Toto-2.0-2.5B,96.15384615384616,47.105140103596796,0.0,5.064579399732653,0.0,0.0
-Toto-2.0-1B,95.38461538461539,47.049179559947774,0.0,2.3743196950416188,0.0,0.0
-Toto-2.0-313m,92.3076923076923,46.485472580621256,0.0,0.9745701860666667,0.0,0.0
-Toto-2.0-22m,84.03846153846153,43.92623198246986,0.0,0.13920661274489796,0.0,0.0
-Toto-1.0,78.46153846153847,41.88927928450025,0.0,45.854219394249995,0.0,0.0
-Chronos-2,75.76923076923077,42.51579967639686,0.0,1.1862588189,0.0,0.0
-Toto-2.0-4m,73.07692307692307,40.931171483779714,0.0,0.09261558033545919,0.0,0.0
-TimesFM-2.5,70.57692307692308,40.26605676264323,0.0,6.434508300230608,0.0,0.0
-TiRex,65.96153846153847,38.09940061802194,0.0,0.20884203875396826,0.0,0.0
-Moirai-2.0,53.46153846153846,35.5798994200739,0.0,0.35171731723214283,0.1,0.0
-FlowState,52.88461538461537,30.68598311802213,0.0,12.472611368300264,0.0,0.0
-TabPFN-TS-3,52.11538461538462,34.02528132692776,0.0,431.5150328579276,0.0,0.0
-PatchTST,50.0,34.304846616783294,1068.4652680383783,0.7892402496428571,0.0,0.0
-Sundial-Base,49.61538461538462,34.444932595485724,0.0,7.874095355196429,0.0,0.0
-TFT,49.51923076923076,34.39379489295074,1003.5120332510221,1.1076982505700976,0.0,0.0
-Chronos-Bolt,47.69230769230769,30.890375949929528,0.0,0.21284866287857143,0.0,0.0
-TabPFN-TS,45.19230769230769,31.182648441489537,0.0,285.2805137923404,0.0,0.0
-CatBoost,41.730769230769226,28.99041616417205,123.37088255733154,0.43462186795918367,0.0,0.0
-DeepAR,37.5,25.641579380120593,1590.4637105111146,1.558186748969388,0.0,0.0
-LightGBM,30.961538461538456,21.217567102831968,7.053590123430682,0.3469036807346939,0.0,0.0
-Stat. Ensemble,24.71153846153846,12.457381191619765,0.0,140.07917045413043,0.0,5.0
-AutoARIMA,22.01923076923077,13.156560456056853,0.0,18.324502920714288,0.0,5.0
-AutoTheta,16.153846153846153,6.832233363582574,0.0,4.0546638315458425,0.0,0.0
-AutoETS,16.057692307692307,9.008132945543156,0.0,2.9907604154761906,0.0,15.0
-Naive,13.076923076923078,-25.50199781747715,0.0,0.43933051720441596,0.0,0.0
-Seasonal Naive,10.576923076923077,0.0,0.0,0.5176203110585994,0.0,0.0
-Drift,5.0,-32.85429098273796,0.0,0.4190869192562794,0.0,0.0
+Toto-2.0-2.5B,96.11111111111113,47.105140103596796,0.0,5.064579399732653,0.0,0.0
+Toto-2.0-1B,95.37037037037037,47.049179559947774,0.0,2.3743196950416188,0.0,0.0
+Toto-2.0-313m,92.4074074074074,46.485472580621256,0.0,0.9745701860666667,0.0,0.0
+Toto-2.0-22m,84.25925925925925,43.92623198246986,0.0,0.13920661274489796,0.0,0.0
+Toto-1.0,78.70370370370371,41.88927928450025,0.0,45.854219394249995,0.0,0.0
+Chronos-2,75.55555555555556,42.51579967639686,0.0,1.1862588189,0.0,0.0
+Toto-2.0-4m,73.51851851851853,40.931171483779714,0.0,0.09261558033545919,0.0,0.0
+TimesFM-2.5,69.44444444444444,40.26605676264323,0.0,6.434508300230608,0.0,0.0
+TiRex-2,67.96296296296298,39.65417127595432,0.0,0.19312244271691675,0.0,0.0
+TiRex,64.81481481481481,38.09940061802194,0.0,0.20884203875396826,0.0,0.0
+Moirai-2.0,52.03703703703704,35.5798994200739,0.0,0.35171731723214283,0.1,0.0
+FlowState,51.66666666666666,30.68598311802213,0.0,12.472611368300264,0.0,0.0
+TabPFN-TS-3,50.74074074074074,34.02528132692776,0.0,431.5150328579276,0.0,0.0
+PatchTST,48.51851851851852,34.304846616783294,1068.4652680383783,0.7892402496428571,0.0,0.0
+TFT,48.425925925925924,34.39379489295074,1003.5120332510221,1.1076982505700976,0.0,0.0
+Sundial-Base,48.14814814814816,34.444932595485724,0.0,7.874095355196429,0.0,0.0
+Chronos-Bolt,46.11111111111111,30.890375949929528,0.0,0.21284866287857143,0.0,0.0
+TabPFN-TS,44.25925925925926,31.182648441489537,0.0,285.2805137923404,0.0,0.0
+CatBoost,40.74074074074074,28.99041616417205,123.37088255733154,0.43462186795918367,0.0,0.0
+DeepAR,36.48148148148148,25.641579380120593,1590.4637105111146,1.558186748969388,0.0,0.0
+LightGBM,30.185185185185183,21.217567102831968,7.053590123430682,0.3469036807346939,0.0,0.0
+Stat. Ensemble,23.98148148148148,12.457381191619765,0.0,140.07917045413043,0.0,5.0
+AutoARIMA,21.38888888888889,13.156560456056853,0.0,18.324502920714288,0.0,5.0
+AutoETS,15.64814814814815,9.008132945543156,0.0,2.9907604154761906,0.0,15.0
+AutoTheta,15.555555555555555,6.832233363582574,0.0,4.0546638315458425,0.0,0.0
+Naive,12.77777777777778,-25.50199781747715,0.0,0.43933051720441596,0.0,0.0
+Seasonal Naive,10.37037037037037,0.0,0.0,0.5176203110585994,0.0,0.0
+Drift,4.814814814814815,-32.85429098273796,0.0,0.4190869192562794,0.0,0.0
diff --git a/tables/domain_cloud/leaderboard_SQL.csv b/tables/domain_cloud/leaderboard_SQL.csv
index 221a98cb0547545256a77fc694f47c6a73681474..f8ac7ac7cc03fb1d695818716227ac4ec08f93dc 100644
--- a/tables/domain_cloud/leaderboard_SQL.csv
+++ b/tables/domain_cloud/leaderboard_SQL.csv
@@ -1,28 +1,29 @@
 model_name,win_rate,skill_score,median_training_time_s_per100,median_inference_time_s_per100,training_corpus_overlap,num_failures
-Toto-2.0-2.5B,96.92307692307693,66.67609437659667,0.0,5.064579399732653,0.0,0.0
-Toto-2.0-1B,95.57692307692308,66.67229326421315,0.0,2.3743196950416188,0.0,0.0
-Toto-2.0-313m,92.6923076923077,66.42835118245338,0.0,0.9745701860666667,0.0,0.0
-Toto-2.0-22m,85.38461538461539,64.64905946685398,0.0,0.13920661274489796,0.0,0.0
-Toto-1.0,78.46153846153844,63.05875031595707,0.0,45.854219394249995,0.0,0.0
-Chronos-2,76.92307692307693,63.92789670076326,0.0,1.1862588189,0.0,0.0
-Toto-2.0-4m,74.8076923076923,62.51740509789393,0.0,0.09261558033545919,0.0,0.0
-TimesFM-2.5,70.76923076923077,61.98663035039822,0.0,6.434508300230608,0.0,0.0
-TiRex,67.6923076923077,60.871565834690514,0.0,0.20884203875396826,0.0,0.0
-TabPFN-TS-3,59.23076923076924,59.42246884042356,0.0,431.5150328579276,0.0,0.0
-Moirai-2.0,56.15384615384615,58.416109773202194,0.0,0.35171731723214283,0.1,0.0
-FlowState,55.00000000000001,55.917373913965896,0.0,12.472611368300264,0.0,0.0
-PatchTST,51.05769230769231,56.65838528437654,1068.4652680383783,0.7892402496428571,0.0,0.0
-TFT,49.807692307692314,56.101100728840805,1003.5120332510221,1.1076982505700976,0.0,0.0
-Chronos-Bolt,46.92307692307692,54.85929046462743,0.0,0.21284866287857143,0.0,0.0
-Sundial-Base,46.73076923076923,56.64773521043558,0.0,7.874095355196429,0.0,0.0
-TabPFN-TS,44.80769230769231,54.882167458139385,0.0,285.2805137923404,0.0,0.0
-DeepAR,40.09615384615385,50.20430422932948,1590.4637105111146,1.558186748969388,0.0,0.0
-CatBoost,33.07692307692308,46.25315473529981,123.37088255733154,0.43462186795918367,0.0,0.0
-LightGBM,26.73076923076923,40.369919076130486,7.053590123430682,0.3469036807346939,0.0,0.0
-AutoARIMA,26.05769230769231,34.1099179045811,0.0,18.324502920714288,0.0,5.0
-Stat. Ensemble,23.365384615384613,21.741616773476768,0.0,140.07917045413043,0.0,5.0
-AutoETS,16.634615384615387,-26.853793282334813,0.0,2.9907604154761906,0.0,15.0
-AutoTheta,12.307692307692308,-2.114517117703918,0.0,4.0546638315458425,0.0,0.0
-Seasonal Naive,12.211538461538462,0.0,0.0,0.5176203110585994,0.0,0.0
-Naive,8.26923076923077,-102.14853947002402,0.0,0.43933051720441596,0.0,0.0
-Drift,2.3076923076923084,-110.24318719846286,0.0,0.4190869192562794,0.0,0.0
+Toto-2.0-2.5B,97.03703703703704,66.67609437659667,0.0,5.064579399732653,0.0,0.0
+Toto-2.0-1B,95.55555555555557,66.67229326421315,0.0,2.3743196950416188,0.0,0.0
+Toto-2.0-313m,92.77777777777779,66.42835118245338,0.0,0.9745701860666667,0.0,0.0
+Toto-2.0-22m,85.74074074074073,64.64905946685398,0.0,0.13920661274489796,0.0,0.0
+Toto-1.0,78.70370370370368,63.05875031595707,0.0,45.854219394249995,0.0,0.0
+Chronos-2,76.4814814814815,63.92789670076326,0.0,1.1862588189,0.0,0.0
+Toto-2.0-4m,75.0,62.51740509789393,0.0,0.09261558033545919,0.0,0.0
+TiRex-2,70.74074074074075,61.657338261486025,0.0,0.19312244271691675,0.0,0.0
+TimesFM-2.5,69.81481481481482,61.98663035039822,0.0,6.434508300230608,0.0,0.0
+TiRex,66.48148148148148,60.871565834690514,0.0,0.20884203875396826,0.0,0.0
+TabPFN-TS-3,57.59259259259261,59.42246884042356,0.0,431.5150328579276,0.0,0.0
+Moirai-2.0,54.44444444444445,58.416109773202194,0.0,0.35171731723214283,0.1,0.0
+FlowState,53.51851851851852,55.917373913965896,0.0,12.472611368300264,0.0,0.0
+PatchTST,49.351851851851855,56.65838528437654,1068.4652680383783,0.7892402496428571,0.0,0.0
+TFT,48.51851851851852,56.101100728840805,1003.5120332510221,1.1076982505700976,0.0,0.0
+Sundial-Base,45.37037037037038,56.64773521043558,0.0,7.874095355196429,0.0,0.0
+Chronos-Bolt,45.370370370370374,54.85929046462743,0.0,0.21284866287857143,0.0,0.0
+TabPFN-TS,43.7037037037037,54.882167458139385,0.0,285.2805137923404,0.0,0.0
+DeepAR,38.7962962962963,50.20430422932948,1590.4637105111146,1.558186748969388,0.0,0.0
+CatBoost,31.85185185185186,46.25315473529981,123.37088255733154,0.43462186795918367,0.0,0.0
+LightGBM,25.740740740740737,40.369919076130486,7.053590123430682,0.3469036807346939,0.0,0.0
+AutoARIMA,25.092592592592595,34.1099179045811,0.0,18.324502920714288,0.0,5.0
+Stat. Ensemble,22.499999999999996,21.741616773476768,0.0,140.07917045413043,0.0,5.0
+AutoETS,16.01851851851852,-26.853793282334813,0.0,2.9907604154761906,0.0,15.0
+AutoTheta,11.851851851851853,-2.114517117703918,0.0,4.0546638315458425,0.0,0.0
+Seasonal Naive,11.759259259259258,0.0,0.0,0.5176203110585994,0.0,0.0
+Naive,7.962962962962965,-102.14853947002402,0.0,0.43933051720441596,0.0,0.0
+Drift,2.2222222222222228,-110.24318719846286,0.0,0.4190869192562794,0.0,0.0
diff --git a/tables/domain_cloud/leaderboard_WAPE.csv b/tables/domain_cloud/leaderboard_WAPE.csv
index 66595fdff2d70fc39a0408bb395768e2bac5c341..e47928a954b28319468b42e40ec54efb22d36c5f 100644
--- a/tables/domain_cloud/leaderboard_WAPE.csv
+++ b/tables/domain_cloud/leaderboard_WAPE.csv
@@ -1,28 +1,29 @@
 model_name,win_rate,skill_score,median_training_time_s_per100,median_inference_time_s_per100,training_corpus_overlap,num_failures
-Toto-2.0-2.5B,96.92307692307693,53.71035361627254,0.0,5.064579399732653,0.0,0.0
-Toto-2.0-1B,95.19230769230768,53.096830919470946,0.0,2.3743196950416188,0.0,0.0
-Toto-2.0-313m,92.88461538461537,52.69411150627982,0.0,0.9745701860666667,0.0,0.0
-Toto-2.0-22m,85.57692307692307,50.191472774349634,0.0,0.13920661274489796,0.0,0.0
-Chronos-2,77.8846153846154,50.57276323971893,0.0,1.1862588189,0.0,0.0
-Toto-1.0,77.50000000000001,47.09252281338565,0.0,45.854219394249995,0.0,0.0
-Toto-2.0-4m,72.88461538461539,47.10219495180865,0.0,0.09261558033545919,0.0,0.0
-TimesFM-2.5,69.42307692307695,46.24771958720855,0.0,6.434508300230608,0.0,0.0
-TiRex,65.00000000000001,44.520635260445665,0.0,0.20884203875396826,0.0,0.0
-TabPFN-TS-3,58.269230769230774,46.210313482546184,0.0,431.5150328579276,0.0,0.0
-FlowState,57.30769230769231,44.39308253523333,0.0,12.472611368300264,0.0,0.0
-Moirai-2.0,54.807692307692314,42.79254856807111,0.0,0.35171731723214283,0.1,0.0
-TabPFN-TS,51.53846153846155,42.304181829008726,0.0,285.2805137923404,0.0,0.0
-PatchTST,50.76923076923078,42.75818805959519,1068.4652680383783,0.7892402496428571,0.0,0.0
-Sundial-Base,49.23076923076924,41.966358434053696,0.0,7.874095355196429,0.0,0.0
-Chronos-Bolt,48.84615384615385,39.89366883509092,0.0,0.21284866287857143,0.0,0.0
-TFT,46.44230769230769,37.9920627846737,1003.5120332510221,1.1076982505700976,0.0,0.0
-CatBoost,38.26923076923077,34.58752644878078,123.37088255733154,0.43462186795918367,0.0,0.0
-DeepAR,37.3076923076923,31.125782577257844,1590.4637105111146,1.558186748969388,0.0,0.0
-LightGBM,30.0,27.03716130150796,7.053590123430682,0.3469036807346939,0.0,0.0
-Stat. Ensemble,22.01923076923077,17.59542897915567,0.0,140.07917045413043,0.0,5.0
-AutoARIMA,19.134615384615383,16.5309827995087,0.0,18.324502920714288,0.0,5.0
-AutoETS,14.711538461538462,5.6618608202705705,0.0,2.9907604154761906,0.0,15.0
-AutoTheta,13.26923076923077,12.660865320459136,0.0,4.0546638315458425,0.0,0.0
-Naive,12.5,4.49837321934039,0.0,0.43933051720441596,0.0,0.0
-Seasonal Naive,7.6923076923076925,0.0,0.0,0.5176203110585994,0.0,0.0
-Drift,4.615384615384617,-1.7537853153904326,0.0,0.4190869192562794,0.0,0.0
+Toto-2.0-2.5B,97.03703703703704,53.71035361627254,0.0,5.064579399732653,0.0,0.0
+Toto-2.0-1B,95.37037037037038,53.096830919470946,0.0,2.3743196950416188,0.0,0.0
+Toto-2.0-313m,93.14814814814815,52.69411150627982,0.0,0.9745701860666667,0.0,0.0
+Toto-2.0-22m,85.92592592592592,50.191472774349634,0.0,0.13920661274489796,0.0,0.0
+Chronos-2,78.14814814814817,50.57276323971893,0.0,1.1862588189,0.0,0.0
+Toto-1.0,77.5925925925926,47.09252281338565,0.0,45.854219394249995,0.0,0.0
+Toto-2.0-4m,72.96296296296298,47.10219495180865,0.0,0.09261558033545919,0.0,0.0
+TiRex-2,68.33333333333333,46.55373683052376,0.0,0.19312244271691675,0.0,0.0
+TimesFM-2.5,68.14814814814817,46.24771958720855,0.0,6.434508300230608,0.0,0.0
+TiRex,63.888888888888886,44.520635260445665,0.0,0.20884203875396826,0.0,0.0
+TabPFN-TS-3,56.85185185185186,46.210313482546184,0.0,431.5150328579276,0.0,0.0
+FlowState,56.11111111111112,44.39308253523333,0.0,12.472611368300264,0.0,0.0
+Moirai-2.0,53.51851851851852,42.79254856807111,0.0,0.35171731723214283,0.1,0.0
+TabPFN-TS,50.37037037037037,42.304181829008726,0.0,285.2805137923404,0.0,0.0
+PatchTST,49.07407407407408,42.75818805959519,1068.4652680383783,0.7892402496428571,0.0,0.0
+Sundial-Base,47.5925925925926,41.966358434053696,0.0,7.874095355196429,0.0,0.0
+Chronos-Bolt,47.22222222222222,39.89366883509092,0.0,0.21284866287857143,0.0,0.0
+TFT,45.46296296296297,37.9920627846737,1003.5120332510221,1.1076982505700976,0.0,0.0
+CatBoost,37.03703703703704,34.58752644878078,123.37088255733154,0.43462186795918367,0.0,0.0
+DeepAR,36.11111111111111,31.125782577257844,1590.4637105111146,1.558186748969388,0.0,0.0
+LightGBM,29.074074074074076,27.03716130150796,7.053590123430682,0.3469036807346939,0.0,0.0
+Stat. Ensemble,21.38888888888889,17.59542897915567,0.0,140.07917045413043,0.0,5.0
+AutoARIMA,18.425925925925924,16.5309827995087,0.0,18.324502920714288,0.0,5.0
+AutoETS,14.351851851851851,5.6618608202705705,0.0,2.9907604154761906,0.0,15.0
+AutoTheta,12.77777777777778,12.660865320459136,0.0,4.0546638315458425,0.0,0.0
+Naive,12.222222222222221,4.49837321934039,0.0,0.43933051720441596,0.0,0.0
+Seasonal Naive,7.4074074074074066,0.0,0.0,0.5176203110585994,0.0,0.0
+Drift,4.4444444444444455,-1.7537853153904326,0.0,0.4190869192562794,0.0,0.0
diff --git a/tables/domain_cloud/leaderboard_WQL.csv b/tables/domain_cloud/leaderboard_WQL.csv
index a7398fe13f1cf8ef8011603a3286f3530686caf8..93e6faa143e873cad0ccf9bb0c6dcd5e77695564 100644
--- a/tables/domain_cloud/leaderboard_WQL.csv
+++ b/tables/domain_cloud/leaderboard_WQL.csv
@@ -1,28 +1,29 @@
 model_name,win_rate,skill_score,median_training_time_s_per100,median_inference_time_s_per100,training_corpus_overlap,num_failures
-Toto-2.0-2.5B,97.88461538461539,69.03469555605878,0.0,5.064579399732653,0.0,0.0
-Toto-2.0-1B,95.57692307692308,68.75529346896873,0.0,2.3743196950416188,0.0,0.0
-Toto-2.0-313m,92.3076923076923,68.41066967488192,0.0,0.9745701860666667,0.0,0.0
-Toto-2.0-22m,85.57692307692307,66.78327813931047,0.0,0.13920661274489796,0.0,0.0
-Chronos-2,78.65384615384616,66.94397676250325,0.0,1.1862588189,0.0,0.0
-Toto-1.0,76.15384615384617,64.46135334372015,0.0,45.854219394249995,0.0,0.0
-Toto-2.0-4m,74.23076923076923,64.42603072886158,0.0,0.09261558033545919,0.0,0.0
-TimesFM-2.5,69.03846153846153,63.7537487246866,0.0,6.434508300230608,0.0,0.0
-TiRex,67.5,62.74382048246822,0.0,0.20884203875396826,0.0,0.0
-TabPFN-TS-3,63.07692307692309,64.3601359782909,0.0,431.5150328579276,0.0,0.0
-FlowState,59.80769230769231,62.649468493586056,0.0,12.472611368300264,0.0,0.0
-Moirai-2.0,57.30769230769231,61.08750954950368,0.0,0.35171731723214283,0.1,0.0
-PatchTST,52.211538461538474,59.71037333425973,1068.4652680383783,0.7892402496428571,0.0,0.0
-TFT,49.03846153846153,55.556509382143545,1003.5120332510221,1.1076982505700976,0.0,0.0
-TabPFN-TS,47.5,58.432181218600874,0.0,285.2805137923404,0.0,0.0
-Chronos-Bolt,46.92307692307692,58.15816295699815,0.0,0.21284866287857143,0.0,0.0
-Sundial-Base,45.38461538461539,59.21372871831863,0.0,7.874095355196429,0.0,0.0
-DeepAR,39.71153846153846,50.79429174981283,1590.4637105111146,1.558186748969388,0.0,0.0
-CatBoost,32.69230769230769,46.843426009989976,123.37088255733154,0.43462186795918367,0.0,0.0
-LightGBM,27.500000000000004,40.70772252024998,7.053590123430682,0.3469036807346939,0.0,0.0
-AutoARIMA,24.134615384615383,34.821696297938075,0.0,18.324502920714288,0.0,5.0
-Stat. Ensemble,20.865384615384613,22.34504540092107,0.0,140.07917045413043,0.0,5.0
-AutoETS,13.942307692307693,-39.995047645386684,0.0,2.9907604154761906,0.0,15.0
-AutoTheta,11.923076923076922,7.361982676335321,0.0,4.0546638315458425,0.0,0.0
-Seasonal Naive,11.057692307692307,0.0,0.0,0.5176203110585994,0.0,0.0
-Naive,7.500000000000001,-64.9788901369484,0.0,0.43933051720441596,0.0,0.0
-Drift,2.5,-71.7471743825873,0.0,0.4190869192562794,0.0,0.0
+Toto-2.0-2.5B,97.96296296296296,69.03469555605878,0.0,5.064579399732653,0.0,0.0
+Toto-2.0-1B,95.74074074074075,68.75529346896873,0.0,2.3743196950416188,0.0,0.0
+Toto-2.0-313m,92.5925925925926,68.41066967488192,0.0,0.9745701860666667,0.0,0.0
+Toto-2.0-22m,86.11111111111111,66.78327813931047,0.0,0.13920661274489796,0.0,0.0
+Chronos-2,78.70370370370372,66.94397676250325,0.0,1.1862588189,0.0,0.0
+Toto-1.0,76.2962962962963,64.46135334372015,0.0,45.854219394249995,0.0,0.0
+Toto-2.0-4m,73.88888888888887,64.42603072886158,0.0,0.09261558033545919,0.0,0.0
+TiRex-2,70.37037037037037,63.99709672683953,0.0,0.19312244271691675,0.0,0.0
+TimesFM-2.5,67.77777777777779,63.7537487246866,0.0,6.434508300230608,0.0,0.0
+TiRex,66.29629629629629,62.74382048246822,0.0,0.20884203875396826,0.0,0.0
+TabPFN-TS-3,61.66666666666669,64.3601359782909,0.0,431.5150328579276,0.0,0.0
+FlowState,58.518518518518526,62.649468493586056,0.0,12.472611368300264,0.0,0.0
+Moirai-2.0,55.37037037037037,61.08750954950368,0.0,0.35171731723214283,0.1,0.0
+PatchTST,50.64814814814817,59.71037333425973,1068.4652680383783,0.7892402496428571,0.0,0.0
+TFT,47.77777777777778,55.556509382143545,1003.5120332510221,1.1076982505700976,0.0,0.0
+TabPFN-TS,46.2962962962963,58.432181218600874,0.0,285.2805137923404,0.0,0.0
+Chronos-Bolt,45.18518518518518,58.15816295699815,0.0,0.21284866287857143,0.0,0.0
+Sundial-Base,43.88888888888889,59.21372871831863,0.0,7.874095355196429,0.0,0.0
+DeepAR,38.425925925925924,50.79429174981283,1590.4637105111146,1.558186748969388,0.0,0.0
+CatBoost,31.48148148148148,46.843426009989976,123.37088255733154,0.43462186795918367,0.0,0.0
+LightGBM,26.481481481481485,40.70772252024998,7.053590123430682,0.3469036807346939,0.0,0.0
+AutoARIMA,23.240740740740744,34.821696297938075,0.0,18.324502920714288,0.0,5.0
+Stat. Ensemble,20.09259259259259,22.34504540092107,0.0,140.07917045413043,0.0,5.0
+AutoETS,13.425925925925927,-39.995047645386684,0.0,2.9907604154761906,0.0,15.0
+AutoTheta,11.48148148148148,7.361982676335321,0.0,4.0546638315458425,0.0,0.0
+Seasonal Naive,10.648148148148149,0.0,0.0,0.5176203110585994,0.0,0.0
+Naive,7.222222222222223,-64.9788901369484,0.0,0.43933051720441596,0.0,0.0
+Drift,2.407407407407407,-71.7471743825873,0.0,0.4190869192562794,0.0,0.0
diff --git a/tables/domain_cloud/pairwise_MASE.csv b/tables/domain_cloud/pairwise_MASE.csv
index b05c68cf80b9b9d7c2c4380d31895db8349378b4..1467b11fb3a5e654be23694dc81fe09cd978cdf5 100644
--- a/tables/domain_cloud/pairwise_MASE.csv
+++ b/tables/domain_cloud/pairwise_MASE.csv
@@ -6,6 +6,7 @@ Toto-2.0-2.5B,Toto-2.0-22m,1.0,1.0,1.0,0.057,0.031,0.088
 Toto-2.0-2.5B,Toto-1.0,0.95,0.85,1.0,0.09,0.05,0.136
 Toto-2.0-2.5B,Chronos-2,0.95,0.85,1.0,0.08,0.048,0.124
 Toto-2.0-2.5B,Toto-2.0-4m,1.0,1.0,1.0,0.105,0.061,0.155
+Toto-2.0-2.5B,TiRex-2,0.95,0.85,1.0,0.123,0.077,0.173
 Toto-2.0-2.5B,TimesFM-2.5,0.95,0.85,1.0,0.114,0.07,0.181
 Toto-2.0-2.5B,TiRex,1.0,1.0,1.0,0.145,0.082,0.223
 Toto-2.0-2.5B,FlowState,0.9,0.75,1.0,0.237,0.125,0.356
@@ -13,7 +14,6 @@ Toto-2.0-2.5B,Moirai-2.0,1.0,1.0,1.0,0.179,0.114,0.268
 Toto-2.0-2.5B,TabPFN-TS-3,0.95,0.85,1.0,0.198,0.107,0.308
 Toto-2.0-2.5B,TFT,1.0,1.0,1.0,0.194,0.136,0.259
 Toto-2.0-2.5B,PatchTST,0.95,0.85,1.0,0.195,0.12,0.276
-Toto-2.0-2.5B,Sundial-Base,0.95,0.85,1.0,0.193,0.121,0.274
 Toto-2.0-2.5B,Chronos-Bolt,1.0,1.0,1.0,0.235,0.163,0.308
 Toto-2.0-2.5B,Seasonal Naive,1.0,1.0,1.0,0.471,0.37,0.587
 Toto-2.0-1B,Toto-2.0-2.5B,0.4,0.2,0.6,-0.001,-0.012,0.011
@@ -23,6 +23,7 @@ Toto-2.0-1B,Toto-2.0-22m,1.0,1.0,1.0,0.056,0.028,0.092
 Toto-2.0-1B,Toto-1.0,1.0,1.0,1.0,0.089,0.051,0.132
 Toto-2.0-1B,Chronos-2,0.95,0.85,1.0,0.079,0.042,0.127
 Toto-2.0-1B,Toto-2.0-4m,1.0,1.0,1.0,0.104,0.06,0.157
+Toto-2.0-1B,TiRex-2,0.95,0.85,1.0,0.123,0.077,0.175
 Toto-2.0-1B,TimesFM-2.5,0.9,0.75,1.0,0.114,0.068,0.183
 Toto-2.0-1B,TiRex,1.0,1.0,1.0,0.145,0.084,0.223
 Toto-2.0-1B,FlowState,0.9,0.75,1.0,0.236,0.115,0.36
@@ -30,7 +31,6 @@ Toto-2.0-1B,Moirai-2.0,1.0,1.0,1.0,0.178,0.112,0.271
 Toto-2.0-1B,TabPFN-TS-3,0.95,0.85,1.0,0.197,0.101,0.318
 Toto-2.0-1B,TFT,1.0,1.0,1.0,0.193,0.137,0.254
 Toto-2.0-1B,PatchTST,0.95,0.85,1.0,0.194,0.117,0.277
-Toto-2.0-1B,Sundial-Base,0.95,0.85,1.0,0.192,0.113,0.275
 Toto-2.0-1B,Chronos-Bolt,1.0,1.0,1.0,0.234,0.16,0.311
 Toto-2.0-1B,Seasonal Naive,1.0,1.0,1.0,0.47,0.372,0.586
 Toto-2.0-313m,Toto-2.0-2.5B,0.2,0.05,0.4,-0.012,-0.024,-0.002
@@ -40,6 +40,7 @@ Toto-2.0-313m,Toto-2.0-22m,1.0,1.0,1.0,0.046,0.025,0.076
 Toto-2.0-313m,Toto-1.0,0.95,0.85,1.0,0.079,0.045,0.121
 Toto-2.0-313m,Chronos-2,0.95,0.85,1.0,0.069,0.033,0.115
 Toto-2.0-313m,Toto-2.0-4m,1.0,1.0,1.0,0.094,0.056,0.144
+Toto-2.0-313m,TiRex-2,0.95,0.85,1.0,0.113,0.073,0.158
 Toto-2.0-313m,TimesFM-2.5,0.95,0.85,1.0,0.104,0.058,0.173
 Toto-2.0-313m,TiRex,1.0,1.0,1.0,0.135,0.076,0.212
 Toto-2.0-313m,FlowState,0.9,0.75,1.0,0.228,0.113,0.349
@@ -47,7 +48,6 @@ Toto-2.0-313m,Moirai-2.0,1.0,1.0,1.0,0.169,0.107,0.26
 Toto-2.0-313m,TabPFN-TS-3,0.95,0.85,1.0,0.189,0.093,0.302
 Toto-2.0-313m,TFT,1.0,1.0,1.0,0.184,0.131,0.249
 Toto-2.0-313m,PatchTST,0.95,0.85,1.0,0.185,0.105,0.268
-Toto-2.0-313m,Sundial-Base,0.95,0.85,1.0,0.184,0.104,0.266
 Toto-2.0-313m,Chronos-Bolt,1.0,1.0,1.0,0.226,0.157,0.3
 Toto-2.0-313m,Seasonal Naive,1.0,1.0,1.0,0.465,0.364,0.583
 Toto-2.0-22m,Toto-2.0-2.5B,0.0,0.0,0.0,-0.06,-0.096,-0.032
@@ -57,6 +57,7 @@ Toto-2.0-22m,Toto-2.0-22m,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-2.0-22m,Toto-1.0,0.75,0.55,0.9,0.035,0.012,0.064
 Toto-2.0-22m,Chronos-2,0.85,0.7,1.0,0.025,-0.013,0.052
 Toto-2.0-22m,Toto-2.0-4m,1.0,1.0,1.0,0.051,0.03,0.076
+Toto-2.0-22m,TiRex-2,0.9,0.75,1.0,0.071,0.046,0.096
 Toto-2.0-22m,TimesFM-2.5,0.85,0.699,1.0,0.061,0.016,0.111
 Toto-2.0-22m,TiRex,0.85,0.7,1.0,0.094,0.047,0.149
 Toto-2.0-22m,FlowState,0.9,0.75,1.0,0.191,0.077,0.306
@@ -64,7 +65,6 @@ Toto-2.0-22m,Moirai-2.0,1.0,1.0,1.0,0.13,0.081,0.2
 Toto-2.0-22m,TabPFN-TS-3,0.95,0.85,1.0,0.15,0.058,0.249
 Toto-2.0-22m,TFT,1.0,1.0,1.0,0.145,0.093,0.21
 Toto-2.0-22m,PatchTST,0.9,0.75,1.0,0.146,0.069,0.221
-Toto-2.0-22m,Sundial-Base,0.95,0.85,1.0,0.145,0.073,0.217
 Toto-2.0-22m,Chronos-Bolt,1.0,1.0,1.0,0.189,0.128,0.252
 Toto-2.0-22m,Seasonal Naive,1.0,1.0,1.0,0.439,0.34,0.551
 Toto-1.0,Toto-2.0-2.5B,0.05,0.0,0.15,-0.099,-0.157,-0.052
@@ -74,6 +74,7 @@ Toto-1.0,Toto-2.0-22m,0.25,0.1,0.45,-0.036,-0.068,-0.012
 Toto-1.0,Toto-1.0,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-1.0,Chronos-2,0.65,0.45,0.85,-0.011,-0.063,0.027
 Toto-1.0,Toto-2.0-4m,0.7,0.45,0.9,0.016,-0.007,0.04
+Toto-1.0,TiRex-2,0.85,0.7,1.0,0.037,0.014,0.059
 Toto-1.0,TimesFM-2.5,0.7,0.5,0.9,0.027,-0.02,0.072
 Toto-1.0,TiRex,0.8,0.6,0.95,0.061,0.027,0.114
 Toto-1.0,FlowState,0.85,0.7,1.0,0.162,0.041,0.286
@@ -81,7 +82,6 @@ Toto-1.0,Moirai-2.0,0.95,0.85,1.0,0.098,0.052,0.164
 Toto-1.0,TabPFN-TS-3,0.95,0.85,1.0,0.119,0.024,0.226
 Toto-1.0,TFT,0.9,0.75,1.0,0.114,0.071,0.159
 Toto-1.0,PatchTST,0.9,0.75,1.0,0.115,0.034,0.185
-Toto-1.0,Sundial-Base,0.9,0.75,1.0,0.114,0.037,0.182
 Toto-1.0,Chronos-Bolt,0.9,0.75,1.0,0.159,0.094,0.224
 Toto-1.0,Seasonal Naive,1.0,1.0,1.0,0.419,0.323,0.528
 Chronos-2,Toto-2.0-2.5B,0.05,0.0,0.15,-0.087,-0.141,-0.05
@@ -91,6 +91,7 @@ Chronos-2,Toto-2.0-22m,0.15,0.0,0.3,-0.025,-0.055,0.013
 Chronos-2,Toto-1.0,0.35,0.15,0.55,0.011,-0.028,0.059
 Chronos-2,Chronos-2,0.5,0.5,0.5,0.0,0.0,0.0
 Chronos-2,Toto-2.0-4m,0.6,0.35,0.8,0.027,-0.006,0.067
+Chronos-2,TiRex-2,0.7,0.5,0.9,0.047,0.011,0.093
 Chronos-2,TimesFM-2.5,0.7,0.5,0.9,0.038,0.009,0.071
 Chronos-2,TiRex,0.75,0.55,0.95,0.071,0.022,0.128
 Chronos-2,FlowState,0.8,0.6,0.95,0.171,0.067,0.29
@@ -98,7 +99,6 @@ Chronos-2,Moirai-2.0,1.0,1.0,1.0,0.108,0.053,0.168
 Chronos-2,TabPFN-TS-3,0.8,0.6,0.95,0.129,0.052,0.222
 Chronos-2,TFT,0.85,0.699,1.0,0.124,0.065,0.193
 Chronos-2,PatchTST,0.9,0.75,1.0,0.125,0.065,0.189
-Chronos-2,Sundial-Base,0.9,0.75,1.0,0.123,0.07,0.182
 Chronos-2,Chronos-Bolt,0.95,0.85,1.0,0.168,0.101,0.231
 Chronos-2,Seasonal Naive,1.0,1.0,1.0,0.425,0.331,0.534
 Toto-2.0-4m,Toto-2.0-2.5B,0.0,0.0,0.0,-0.117,-0.184,-0.065
@@ -108,6 +108,7 @@ Toto-2.0-4m,Toto-2.0-22m,0.0,0.0,0.0,-0.053,-0.083,-0.031
 Toto-2.0-4m,Toto-1.0,0.3,0.1,0.55,-0.016,-0.042,0.007
 Toto-2.0-4m,Chronos-2,0.4,0.2,0.65,-0.028,-0.072,0.006
 Toto-2.0-4m,Toto-2.0-4m,0.5,0.5,0.5,0.0,0.0,0.0
+Toto-2.0-4m,TiRex-2,0.85,0.65,1.0,0.021,0.008,0.034
 Toto-2.0-4m,TimesFM-2.5,0.65,0.4,0.85,0.011,-0.032,0.048
 Toto-2.0-4m,TiRex,0.75,0.55,0.9,0.046,0.017,0.083
 Toto-2.0-4m,FlowState,0.85,0.699,1.0,0.148,0.032,0.269
@@ -115,9 +116,25 @@ Toto-2.0-4m,Moirai-2.0,1.0,1.0,1.0,0.083,0.05,0.134
 Toto-2.0-4m,TabPFN-TS-3,0.9,0.75,1.0,0.105,0.014,0.197
 Toto-2.0-4m,TFT,0.9,0.75,1.0,0.1,0.046,0.16
 Toto-2.0-4m,PatchTST,0.85,0.699,1.0,0.101,0.019,0.165
-Toto-2.0-4m,Sundial-Base,0.95,0.85,1.0,0.099,0.025,0.157
 Toto-2.0-4m,Chronos-Bolt,1.0,1.0,1.0,0.145,0.092,0.201
 Toto-2.0-4m,Seasonal Naive,0.95,0.85,1.0,0.409,0.315,0.516
+TiRex-2,Toto-2.0-2.5B,0.05,0.0,0.15,-0.141,-0.209,-0.084
+TiRex-2,Toto-2.0-1B,0.05,0.0,0.15,-0.14,-0.212,-0.083
+TiRex-2,Toto-2.0-313m,0.05,0.0,0.15,-0.128,-0.188,-0.078
+TiRex-2,Toto-2.0-22m,0.1,0.0,0.25,-0.076,-0.106,-0.049
+TiRex-2,Toto-1.0,0.15,0.0,0.3,-0.038,-0.063,-0.014
+TiRex-2,Chronos-2,0.3,0.1,0.5,-0.05,-0.103,-0.011
+TiRex-2,Toto-2.0-4m,0.15,0.0,0.35,-0.022,-0.035,-0.008
+TiRex-2,TiRex-2,0.5,0.5,0.5,0.0,0.0,0.0
+TiRex-2,TimesFM-2.5,0.6,0.4,0.8,-0.01,-0.061,0.036
+TiRex-2,TiRex,0.65,0.45,0.85,0.025,-0.006,0.072
+TiRex-2,FlowState,0.8,0.6,0.95,0.129,0.009,0.25
+TiRex-2,Moirai-2.0,0.85,0.7,1.0,0.063,0.027,0.121
+TiRex-2,TabPFN-TS-3,0.85,0.7,1.0,0.085,-0.01,0.184
+TiRex-2,TFT,0.8,0.6,0.95,0.08,0.03,0.141
+TiRex-2,PatchTST,0.9,0.75,1.0,0.081,-0.011,0.149
+TiRex-2,Chronos-Bolt,0.95,0.85,1.0,0.127,0.072,0.184
+TiRex-2,Seasonal Naive,0.95,0.85,1.0,0.397,0.293,0.51
 TimesFM-2.5,Toto-2.0-2.5B,0.05,0.0,0.15,-0.129,-0.22,-0.075
 TimesFM-2.5,Toto-2.0-1B,0.1,0.0,0.25,-0.128,-0.224,-0.073
 TimesFM-2.5,Toto-2.0-313m,0.05,0.0,0.15,-0.116,-0.209,-0.061
@@ -125,6 +142,7 @@ TimesFM-2.5,Toto-2.0-22m,0.15,0.0,0.301,-0.065,-0.125,-0.016
 TimesFM-2.5,Toto-1.0,0.3,0.1,0.5,-0.028,-0.078,0.02
 TimesFM-2.5,Chronos-2,0.3,0.1,0.5,-0.039,-0.077,-0.009
 TimesFM-2.5,Toto-2.0-4m,0.35,0.15,0.6,-0.011,-0.05,0.031
+TimesFM-2.5,TiRex-2,0.4,0.2,0.6,0.01,-0.037,0.058
 TimesFM-2.5,TimesFM-2.5,0.5,0.5,0.5,0.0,0.0,0.0
 TimesFM-2.5,TiRex,0.65,0.45,0.85,0.035,-0.0,0.077
 TimesFM-2.5,FlowState,0.7,0.5,0.9,0.138,0.03,0.267
@@ -132,7 +150,6 @@ TimesFM-2.5,Moirai-2.0,0.9,0.75,1.0,0.073,0.035,0.115
 TimesFM-2.5,TabPFN-TS-3,0.75,0.55,0.95,0.095,0.024,0.186
 TimesFM-2.5,TFT,0.8,0.6,0.95,0.09,0.017,0.163
 TimesFM-2.5,PatchTST,0.8,0.649,0.95,0.091,0.037,0.142
-TimesFM-2.5,Sundial-Base,0.85,0.7,1.0,0.089,0.041,0.137
 TimesFM-2.5,Chronos-Bolt,0.85,0.65,1.0,0.136,0.068,0.199
 TimesFM-2.5,Seasonal Naive,1.0,1.0,1.0,0.403,0.318,0.501
 TiRex,Toto-2.0-2.5B,0.0,0.0,0.0,-0.17,-0.287,-0.09
@@ -142,6 +159,7 @@ TiRex,Toto-2.0-22m,0.15,0.0,0.3,-0.104,-0.176,-0.05
 TiRex,Toto-1.0,0.2,0.05,0.4,-0.065,-0.129,-0.028
 TiRex,Chronos-2,0.25,0.05,0.45,-0.077,-0.146,-0.022
 TiRex,Toto-2.0-4m,0.25,0.1,0.45,-0.048,-0.091,-0.017
+TiRex,TiRex-2,0.35,0.15,0.55,-0.026,-0.077,0.006
 TiRex,TimesFM-2.5,0.35,0.15,0.55,-0.036,-0.083,0.0
 TiRex,TiRex,0.5,0.5,0.5,0.0,0.0,0.0
 TiRex,FlowState,0.65,0.45,0.85,0.107,-0.02,0.236
@@ -149,7 +167,6 @@ TiRex,Moirai-2.0,0.8,0.6,0.95,0.039,0.014,0.065
 TiRex,TabPFN-TS-3,0.85,0.7,1.0,0.062,-0.03,0.149
 TiRex,TFT,0.8,0.6,0.95,0.056,-0.02,0.121
 TiRex,PatchTST,0.85,0.7,1.0,0.058,-0.029,0.118
-TiRex,Sundial-Base,0.85,0.7,1.0,0.056,-0.026,0.115
 TiRex,Chronos-Bolt,0.75,0.55,0.9,0.104,0.038,0.166
 TiRex,Seasonal Naive,1.0,1.0,1.0,0.381,0.295,0.476
 FlowState,Toto-2.0-2.5B,0.1,0.0,0.25,-0.31,-0.554,-0.142
@@ -159,6 +176,7 @@ FlowState,Toto-2.0-22m,0.1,0.0,0.25,-0.236,-0.442,-0.084
 FlowState,Toto-1.0,0.15,0.0,0.3,-0.193,-0.401,-0.043
 FlowState,Chronos-2,0.2,0.05,0.4,-0.206,-0.408,-0.072
 FlowState,Toto-2.0-4m,0.15,0.0,0.301,-0.173,-0.368,-0.033
+FlowState,TiRex-2,0.2,0.05,0.4,-0.149,-0.333,-0.009
 FlowState,TimesFM-2.5,0.3,0.1,0.5,-0.16,-0.363,-0.031
 FlowState,TiRex,0.35,0.15,0.55,-0.12,-0.308,0.02
 FlowState,FlowState,0.5,0.5,0.5,0.0,0.0,0.0
@@ -166,7 +184,6 @@ FlowState,Moirai-2.0,0.4,0.2,0.6,-0.076,-0.251,0.058
 FlowState,TabPFN-TS-3,0.5,0.3,0.7,-0.051,-0.155,0.045
 FlowState,TFT,0.55,0.3,0.75,-0.057,-0.249,0.076
 FlowState,PatchTST,0.5,0.3,0.7,-0.055,-0.227,0.056
-FlowState,Sundial-Base,0.5,0.25,0.7,-0.057,-0.195,0.034
 FlowState,Chronos-Bolt,0.5,0.3,0.7,-0.003,-0.136,0.112
 FlowState,Seasonal Naive,0.9,0.75,1.0,0.307,0.147,0.442
 Moirai-2.0,Toto-2.0-2.5B,0.0,0.0,0.0,-0.218,-0.367,-0.129
@@ -176,6 +193,7 @@ Moirai-2.0,Toto-2.0-22m,0.0,0.0,0.0,-0.149,-0.25,-0.088
 Moirai-2.0,Toto-1.0,0.05,0.0,0.15,-0.109,-0.196,-0.055
 Moirai-2.0,Chronos-2,0.0,0.0,0.0,-0.121,-0.202,-0.056
 Moirai-2.0,Toto-2.0-4m,0.0,0.0,0.0,-0.091,-0.155,-0.052
+Moirai-2.0,TiRex-2,0.15,0.0,0.3,-0.068,-0.137,-0.027
 Moirai-2.0,TimesFM-2.5,0.1,0.0,0.25,-0.078,-0.13,-0.036
 Moirai-2.0,TiRex,0.2,0.05,0.4,-0.041,-0.07,-0.015
 Moirai-2.0,FlowState,0.6,0.4,0.8,0.071,-0.062,0.201
@@ -183,7 +201,6 @@ Moirai-2.0,Moirai-2.0,0.5,0.5,0.5,0.0,0.0,0.0
 Moirai-2.0,TabPFN-TS-3,0.65,0.45,0.85,0.024,-0.061,0.104
 Moirai-2.0,TFT,0.5,0.3,0.7,0.018,-0.08,0.104
 Moirai-2.0,PatchTST,0.6,0.4,0.8,0.019,-0.064,0.081
-Moirai-2.0,Sundial-Base,0.8,0.6,0.95,0.017,-0.056,0.065
 Moirai-2.0,Chronos-Bolt,0.65,0.425,0.825,0.068,-0.002,0.135
 Moirai-2.0,Seasonal Naive,0.95,0.85,1.0,0.356,0.268,0.451
 TabPFN-TS-3,Toto-2.0-2.5B,0.05,0.0,0.15,-0.247,-0.446,-0.12
@@ -193,6 +210,7 @@ TabPFN-TS-3,Toto-2.0-22m,0.05,0.0,0.15,-0.177,-0.331,-0.061
 TabPFN-TS-3,Toto-1.0,0.05,0.0,0.15,-0.135,-0.291,-0.025
 TabPFN-TS-3,Chronos-2,0.2,0.05,0.4,-0.148,-0.286,-0.055
 TabPFN-TS-3,Toto-2.0-4m,0.1,0.0,0.25,-0.117,-0.245,-0.014
+TabPFN-TS-3,TiRex-2,0.15,0.0,0.3,-0.093,-0.225,0.01
 TabPFN-TS-3,TimesFM-2.5,0.25,0.05,0.45,-0.104,-0.229,-0.025
 TabPFN-TS-3,TiRex,0.15,0.0,0.3,-0.066,-0.176,0.03
 TabPFN-TS-3,FlowState,0.5,0.3,0.7,0.048,-0.047,0.134
@@ -200,7 +218,6 @@ TabPFN-TS-3,Moirai-2.0,0.35,0.15,0.55,-0.024,-0.116,0.057
 TabPFN-TS-3,TabPFN-TS-3,0.5,0.5,0.5,0.0,0.0,0.0
 TabPFN-TS-3,TFT,0.6,0.4,0.8,-0.006,-0.164,0.102
 TabPFN-TS-3,PatchTST,0.45,0.25,0.65,-0.004,-0.118,0.077
-TabPFN-TS-3,Sundial-Base,0.55,0.35,0.75,-0.006,-0.078,0.047
 TabPFN-TS-3,Chronos-Bolt,0.45,0.25,0.65,0.045,-0.057,0.144
 TabPFN-TS-3,Seasonal Naive,0.95,0.85,1.0,0.34,0.224,0.444
 TFT,Toto-2.0-2.5B,0.0,0.0,0.0,-0.24,-0.35,-0.157
@@ -210,6 +227,7 @@ TFT,Toto-2.0-22m,0.0,0.0,0.0,-0.17,-0.266,-0.102
 TFT,Toto-1.0,0.1,0.0,0.25,-0.129,-0.188,-0.076
 TFT,Chronos-2,0.15,0.0,0.301,-0.141,-0.239,-0.069
 TFT,Toto-2.0-4m,0.1,0.0,0.25,-0.111,-0.191,-0.048
+TFT,TiRex-2,0.2,0.05,0.4,-0.087,-0.164,-0.03
 TFT,TimesFM-2.5,0.2,0.05,0.4,-0.098,-0.194,-0.017
 TFT,TiRex,0.2,0.05,0.4,-0.06,-0.138,0.02
 TFT,FlowState,0.45,0.25,0.7,0.053,-0.082,0.2
@@ -217,7 +235,6 @@ TFT,Moirai-2.0,0.5,0.3,0.7,-0.018,-0.117,0.074
 TFT,TabPFN-TS-3,0.4,0.2,0.6,0.006,-0.113,0.141
 TFT,TFT,0.5,0.5,0.5,0.0,0.0,0.0
 TFT,PatchTST,0.575,0.375,0.8,0.001,-0.11,0.092
-TFT,Sundial-Base,0.5,0.3,0.7,-0.001,-0.1,0.085
 TFT,Chronos-Bolt,0.55,0.35,0.75,0.051,-0.051,0.135
 TFT,Seasonal Naive,0.925,0.824,1.0,0.344,0.234,0.473
 PatchTST,Toto-2.0-2.5B,0.05,0.0,0.15,-0.242,-0.381,-0.137
@@ -227,6 +244,7 @@ PatchTST,Toto-2.0-22m,0.1,0.0,0.25,-0.172,-0.283,-0.074
 PatchTST,Toto-1.0,0.1,0.0,0.25,-0.131,-0.227,-0.035
 PatchTST,Chronos-2,0.1,0.0,0.25,-0.143,-0.234,-0.07
 PatchTST,Toto-2.0-4m,0.15,0.0,0.301,-0.112,-0.197,-0.02
+PatchTST,TiRex-2,0.1,0.0,0.25,-0.089,-0.174,0.01
 PatchTST,TimesFM-2.5,0.2,0.05,0.351,-0.1,-0.166,-0.038
 PatchTST,TiRex,0.15,0.0,0.3,-0.061,-0.134,0.028
 PatchTST,FlowState,0.5,0.3,0.7,0.052,-0.059,0.185
@@ -234,26 +252,8 @@ PatchTST,Moirai-2.0,0.4,0.2,0.6,-0.02,-0.089,0.06
 PatchTST,TabPFN-TS-3,0.55,0.35,0.75,0.004,-0.084,0.105
 PatchTST,TFT,0.425,0.2,0.625,-0.001,-0.101,0.099
 PatchTST,PatchTST,0.5,0.5,0.5,0.0,0.0,0.0
-PatchTST,Sundial-Base,0.45,0.25,0.65,-0.002,-0.049,0.046
 PatchTST,Chronos-Bolt,0.45,0.2,0.65,0.049,-0.039,0.137
 PatchTST,Seasonal Naive,0.9,0.775,1.0,0.343,0.237,0.456
-Sundial-Base,Toto-2.0-2.5B,0.05,0.0,0.15,-0.239,-0.378,-0.138
-Sundial-Base,Toto-2.0-1B,0.05,0.0,0.15,-0.238,-0.378,-0.128
-Sundial-Base,Toto-2.0-313m,0.05,0.0,0.15,-0.225,-0.362,-0.117
-Sundial-Base,Toto-2.0-22m,0.05,0.0,0.15,-0.169,-0.277,-0.079
-Sundial-Base,Toto-1.0,0.1,0.0,0.25,-0.128,-0.223,-0.038
-Sundial-Base,Chronos-2,0.1,0.0,0.25,-0.14,-0.222,-0.075
-Sundial-Base,Toto-2.0-4m,0.05,0.0,0.15,-0.11,-0.186,-0.025
-Sundial-Base,TimesFM-2.5,0.15,0.0,0.3,-0.097,-0.159,-0.043
-Sundial-Base,TiRex,0.15,0.0,0.3,-0.059,-0.129,0.025
-Sundial-Base,FlowState,0.5,0.3,0.75,0.054,-0.035,0.163
-Sundial-Base,Moirai-2.0,0.2,0.05,0.4,-0.018,-0.069,0.053
-Sundial-Base,TabPFN-TS-3,0.45,0.25,0.65,0.006,-0.049,0.073
-Sundial-Base,TFT,0.5,0.3,0.7,0.001,-0.093,0.091
-Sundial-Base,PatchTST,0.55,0.35,0.75,0.002,-0.049,0.047
-Sundial-Base,Sundial-Base,0.5,0.5,0.5,0.0,0.0,0.0
-Sundial-Base,Chronos-Bolt,0.5,0.25,0.7,0.051,-0.023,0.126
-Sundial-Base,Seasonal Naive,0.95,0.85,1.0,0.344,0.246,0.453
 Chronos-Bolt,Toto-2.0-2.5B,0.0,0.0,0.0,-0.307,-0.445,-0.194
 Chronos-Bolt,Toto-2.0-1B,0.0,0.0,0.0,-0.305,-0.452,-0.191
 Chronos-Bolt,Toto-2.0-313m,0.0,0.0,0.0,-0.291,-0.429,-0.186
@@ -261,6 +261,7 @@ Chronos-Bolt,Toto-2.0-22m,0.0,0.0,0.0,-0.232,-0.336,-0.147
 Chronos-Bolt,Toto-1.0,0.1,0.0,0.25,-0.189,-0.288,-0.104
 Chronos-Bolt,Chronos-2,0.05,0.0,0.15,-0.202,-0.3,-0.112
 Chronos-Bolt,Toto-2.0-4m,0.0,0.0,0.0,-0.17,-0.252,-0.101
+Chronos-Bolt,TiRex-2,0.05,0.0,0.15,-0.145,-0.225,-0.077
 Chronos-Bolt,TimesFM-2.5,0.15,0.0,0.35,-0.157,-0.248,-0.073
 Chronos-Bolt,TiRex,0.25,0.1,0.45,-0.116,-0.198,-0.039
 Chronos-Bolt,FlowState,0.5,0.3,0.7,0.003,-0.127,0.12
@@ -268,7 +269,6 @@ Chronos-Bolt,Moirai-2.0,0.35,0.175,0.575,-0.073,-0.156,0.002
 Chronos-Bolt,TabPFN-TS-3,0.55,0.35,0.75,-0.048,-0.169,0.054
 Chronos-Bolt,TFT,0.45,0.25,0.65,-0.053,-0.156,0.049
 Chronos-Bolt,PatchTST,0.55,0.35,0.8,-0.052,-0.159,0.037
-Chronos-Bolt,Sundial-Base,0.5,0.3,0.75,-0.054,-0.144,0.022
 Chronos-Bolt,Chronos-Bolt,0.5,0.5,0.5,0.0,0.0,0.0
 Chronos-Bolt,Seasonal Naive,0.85,0.7,1.0,0.309,0.185,0.434
 Seasonal Naive,Toto-2.0-2.5B,0.0,0.0,0.0,-0.891,-1.422,-0.588
@@ -278,6 +278,7 @@ Seasonal Naive,Toto-2.0-22m,0.0,0.0,0.0,-0.783,-1.229,-0.515
 Seasonal Naive,Toto-1.0,0.0,0.0,0.0,-0.721,-1.121,-0.477
 Seasonal Naive,Chronos-2,0.0,0.0,0.0,-0.74,-1.148,-0.496
 Seasonal Naive,Toto-2.0-4m,0.05,0.0,0.15,-0.693,-1.065,-0.459
+Seasonal Naive,TiRex-2,0.05,0.0,0.15,-0.657,-1.043,-0.414
 Seasonal Naive,TimesFM-2.5,0.0,0.0,0.0,-0.674,-1.003,-0.466
 Seasonal Naive,TiRex,0.0,0.0,0.0,-0.615,-0.909,-0.418
 Seasonal Naive,FlowState,0.1,0.0,0.25,-0.443,-0.793,-0.172
@@ -285,6 +286,5 @@ Seasonal Naive,Moirai-2.0,0.05,0.0,0.15,-0.552,-0.822,-0.365
 Seasonal Naive,TabPFN-TS-3,0.05,0.0,0.15,-0.516,-0.797,-0.289
 Seasonal Naive,TFT,0.075,0.0,0.176,-0.524,-0.897,-0.305
 Seasonal Naive,PatchTST,0.1,0.0,0.225,-0.522,-0.838,-0.31
-Seasonal Naive,Sundial-Base,0.05,0.0,0.15,-0.525,-0.83,-0.326
 Seasonal Naive,Chronos-Bolt,0.15,0.0,0.3,-0.447,-0.766,-0.228
 Seasonal Naive,Seasonal Naive,0.5,0.5,0.5,0.0,0.0,0.0
diff --git a/tables/domain_cloud/pairwise_SQL.csv b/tables/domain_cloud/pairwise_SQL.csv
index 27d38898c1fbc1a8dc1bba06e46eff68612cb25f..d48dbfc829b964dd5289e688d8fc6ea5d6d2f52a 100644
--- a/tables/domain_cloud/pairwise_SQL.csv
+++ b/tables/domain_cloud/pairwise_SQL.csv
@@ -6,13 +6,14 @@ Toto-2.0-2.5B,Toto-2.0-22m,1.0,1.0,1.0,0.057,0.035,0.084
 Toto-2.0-2.5B,Toto-1.0,1.0,1.0,1.0,0.098,0.06,0.139
 Toto-2.0-2.5B,Chronos-2,0.95,0.85,1.0,0.076,0.052,0.104
 Toto-2.0-2.5B,Toto-2.0-4m,1.0,1.0,1.0,0.111,0.069,0.154
+Toto-2.0-2.5B,TiRex-2,1.0,1.0,1.0,0.131,0.084,0.178
 Toto-2.0-2.5B,TimesFM-2.5,1.0,1.0,1.0,0.123,0.081,0.177
 Toto-2.0-2.5B,TiRex,1.0,1.0,1.0,0.148,0.088,0.214
 Toto-2.0-2.5B,TabPFN-TS-3,0.95,0.85,1.0,0.179,0.107,0.265
 Toto-2.0-2.5B,FlowState,0.9,0.75,1.0,0.244,0.135,0.358
 Toto-2.0-2.5B,Moirai-2.0,1.0,1.0,1.0,0.199,0.13,0.271
-Toto-2.0-2.5B,PatchTST,0.95,0.85,1.0,0.231,0.156,0.306
 Toto-2.0-2.5B,TFT,1.0,1.0,1.0,0.241,0.165,0.317
+Toto-2.0-2.5B,PatchTST,0.95,0.85,1.0,0.231,0.156,0.306
 Toto-2.0-2.5B,Chronos-Bolt,1.0,1.0,1.0,0.262,0.194,0.323
 Toto-2.0-2.5B,Seasonal Naive,1.0,1.0,1.0,0.667,0.566,0.758
 Toto-2.0-1B,Toto-2.0-2.5B,0.3,0.149,0.5,-0.0,-0.012,0.014
@@ -22,13 +23,14 @@ Toto-2.0-1B,Toto-2.0-22m,1.0,1.0,1.0,0.057,0.031,0.089
 Toto-2.0-1B,Toto-1.0,1.0,1.0,1.0,0.098,0.058,0.137
 Toto-2.0-1B,Chronos-2,0.95,0.85,1.0,0.076,0.045,0.113
 Toto-2.0-1B,Toto-2.0-4m,1.0,1.0,1.0,0.111,0.067,0.159
+Toto-2.0-1B,TiRex-2,0.95,0.85,1.0,0.131,0.083,0.181
 Toto-2.0-1B,TimesFM-2.5,1.0,1.0,1.0,0.123,0.079,0.184
 Toto-2.0-1B,TiRex,1.0,1.0,1.0,0.148,0.088,0.217
 Toto-2.0-1B,TabPFN-TS-3,0.95,0.85,1.0,0.179,0.102,0.272
 Toto-2.0-1B,FlowState,0.95,0.85,1.0,0.244,0.129,0.364
 Toto-2.0-1B,Moirai-2.0,1.0,1.0,1.0,0.199,0.129,0.277
-Toto-2.0-1B,PatchTST,0.95,0.85,1.0,0.231,0.149,0.311
 Toto-2.0-1B,TFT,1.0,1.0,1.0,0.241,0.163,0.314
+Toto-2.0-1B,PatchTST,0.95,0.85,1.0,0.231,0.149,0.311
 Toto-2.0-1B,Chronos-Bolt,1.0,1.0,1.0,0.262,0.192,0.328
 Toto-2.0-1B,Seasonal Naive,1.0,1.0,1.0,0.667,0.566,0.759
 Toto-2.0-313m,Toto-2.0-2.5B,0.2,0.05,0.4,-0.007,-0.021,0.005
@@ -38,13 +40,14 @@ Toto-2.0-313m,Toto-2.0-22m,1.0,1.0,1.0,0.05,0.03,0.076
 Toto-2.0-313m,Toto-1.0,1.0,1.0,1.0,0.091,0.055,0.129
 Toto-2.0-313m,Chronos-2,0.95,0.85,1.0,0.069,0.038,0.106
 Toto-2.0-313m,Toto-2.0-4m,1.0,1.0,1.0,0.104,0.064,0.149
+Toto-2.0-313m,TiRex-2,0.95,0.85,1.0,0.124,0.08,0.171
 Toto-2.0-313m,TimesFM-2.5,0.95,0.85,1.0,0.117,0.072,0.179
 Toto-2.0-313m,TiRex,1.0,1.0,1.0,0.142,0.084,0.212
 Toto-2.0-313m,TabPFN-TS-3,0.95,0.85,1.0,0.173,0.093,0.266
 Toto-2.0-313m,FlowState,0.95,0.85,1.0,0.238,0.125,0.356
 Toto-2.0-313m,Moirai-2.0,1.0,1.0,1.0,0.193,0.124,0.271
-Toto-2.0-313m,PatchTST,0.95,0.85,1.0,0.225,0.146,0.305
 Toto-2.0-313m,TFT,1.0,1.0,1.0,0.235,0.16,0.307
+Toto-2.0-313m,PatchTST,0.95,0.85,1.0,0.225,0.146,0.305
 Toto-2.0-313m,Chronos-Bolt,1.0,1.0,1.0,0.256,0.19,0.318
 Toto-2.0-313m,Seasonal Naive,1.0,1.0,1.0,0.664,0.561,0.758
 Toto-2.0-22m,Toto-2.0-2.5B,0.0,0.0,0.0,-0.061,-0.091,-0.036
@@ -54,13 +57,14 @@ Toto-2.0-22m,Toto-2.0-22m,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-2.0-22m,Toto-1.0,0.85,0.7,1.0,0.043,0.02,0.071
 Toto-2.0-22m,Chronos-2,0.85,0.7,1.0,0.02,-0.019,0.047
 Toto-2.0-22m,Toto-2.0-4m,1.0,1.0,1.0,0.057,0.034,0.082
+Toto-2.0-22m,TiRex-2,0.95,0.85,1.0,0.078,0.049,0.106
 Toto-2.0-22m,TimesFM-2.5,0.85,0.699,1.0,0.07,0.023,0.119
 Toto-2.0-22m,TiRex,0.95,0.85,1.0,0.097,0.053,0.149
 Toto-2.0-22m,TabPFN-TS-3,0.95,0.85,1.0,0.129,0.048,0.211
 Toto-2.0-22m,FlowState,0.9,0.75,1.0,0.198,0.085,0.312
 Toto-2.0-22m,Moirai-2.0,1.0,1.0,1.0,0.15,0.094,0.211
-Toto-2.0-22m,PatchTST,0.95,0.85,1.0,0.184,0.101,0.256
 Toto-2.0-22m,TFT,1.0,1.0,1.0,0.195,0.126,0.267
+Toto-2.0-22m,PatchTST,0.95,0.85,1.0,0.184,0.101,0.256
 Toto-2.0-22m,Chronos-Bolt,1.0,1.0,1.0,0.217,0.158,0.27
 Toto-2.0-22m,Seasonal Naive,1.0,1.0,1.0,0.646,0.539,0.743
 Toto-1.0,Toto-2.0-2.5B,0.0,0.0,0.0,-0.109,-0.162,-0.064
@@ -70,13 +74,14 @@ Toto-1.0,Toto-2.0-22m,0.15,0.0,0.3,-0.045,-0.076,-0.02
 Toto-1.0,Toto-1.0,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-1.0,Chronos-2,0.6,0.4,0.8,-0.024,-0.08,0.018
 Toto-1.0,Toto-2.0-4m,0.7,0.5,0.9,0.014,-0.008,0.036
+Toto-1.0,TiRex-2,0.85,0.7,1.0,0.037,0.012,0.06
 Toto-1.0,TimesFM-2.5,0.75,0.55,0.95,0.028,-0.025,0.076
 Toto-1.0,TiRex,0.8,0.6,0.95,0.056,0.022,0.104
 Toto-1.0,TabPFN-TS-3,0.95,0.85,1.0,0.09,0.005,0.175
 Toto-1.0,FlowState,0.85,0.7,1.0,0.162,0.04,0.284
 Toto-1.0,Moirai-2.0,0.95,0.85,1.0,0.112,0.064,0.169
-Toto-1.0,PatchTST,0.9,0.75,1.0,0.148,0.055,0.221
 Toto-1.0,TFT,0.95,0.85,1.0,0.158,0.096,0.217
+Toto-1.0,PatchTST,0.9,0.75,1.0,0.148,0.055,0.221
 Toto-1.0,Chronos-Bolt,0.95,0.85,1.0,0.182,0.124,0.236
 Toto-1.0,Seasonal Naive,1.0,1.0,1.0,0.631,0.52,0.73
 Chronos-2,Toto-2.0-2.5B,0.05,0.0,0.15,-0.082,-0.116,-0.055
@@ -86,13 +91,14 @@ Chronos-2,Toto-2.0-22m,0.15,0.0,0.3,-0.02,-0.049,0.019
 Chronos-2,Toto-1.0,0.4,0.2,0.6,0.024,-0.018,0.074
 Chronos-2,Chronos-2,0.5,0.5,0.5,0.0,0.0,0.0
 Chronos-2,Toto-2.0-4m,0.6,0.35,0.8,0.038,0.001,0.085
+Chronos-2,TiRex-2,0.65,0.4,0.85,0.059,0.017,0.111
 Chronos-2,TimesFM-2.5,0.75,0.55,0.9,0.051,0.017,0.09
 Chronos-2,TiRex,0.75,0.55,0.9,0.078,0.024,0.139
 Chronos-2,TabPFN-TS-3,0.85,0.7,1.0,0.111,0.053,0.183
 Chronos-2,FlowState,0.85,0.65,1.0,0.182,0.078,0.296
 Chronos-2,Moirai-2.0,1.0,1.0,1.0,0.133,0.069,0.2
-Chronos-2,PatchTST,0.85,0.7,1.0,0.168,0.103,0.231
 Chronos-2,TFT,0.9,0.75,1.0,0.178,0.097,0.258
+Chronos-2,PatchTST,0.85,0.7,1.0,0.168,0.103,0.231
 Chronos-2,Chronos-Bolt,1.0,1.0,1.0,0.201,0.134,0.261
 Chronos-2,Seasonal Naive,1.0,1.0,1.0,0.639,0.533,0.735
 Toto-2.0-4m,Toto-2.0-2.5B,0.0,0.0,0.0,-0.125,-0.182,-0.074
@@ -102,15 +108,33 @@ Toto-2.0-4m,Toto-2.0-22m,0.0,0.0,0.0,-0.06,-0.089,-0.035
 Toto-2.0-4m,Toto-1.0,0.3,0.1,0.5,-0.015,-0.037,0.008
 Toto-2.0-4m,Chronos-2,0.4,0.2,0.65,-0.039,-0.093,-0.001
 Toto-2.0-4m,Toto-2.0-4m,0.5,0.5,0.5,0.0,0.0,0.0
+Toto-2.0-4m,TiRex-2,0.8,0.6,0.95,0.022,0.009,0.035
 Toto-2.0-4m,TimesFM-2.5,0.65,0.4,0.85,0.014,-0.039,0.056
 Toto-2.0-4m,TiRex,0.75,0.55,0.9,0.042,0.015,0.077
 Toto-2.0-4m,TabPFN-TS-3,0.85,0.7,1.0,0.076,-0.009,0.147
 Toto-2.0-4m,FlowState,0.9,0.75,1.0,0.15,0.028,0.27
 Toto-2.0-4m,Moirai-2.0,1.0,1.0,1.0,0.099,0.061,0.145
-Toto-2.0-4m,PatchTST,0.9,0.75,1.0,0.135,0.047,0.204
 Toto-2.0-4m,TFT,0.9,0.75,1.0,0.146,0.077,0.211
+Toto-2.0-4m,PatchTST,0.9,0.75,1.0,0.135,0.047,0.204
 Toto-2.0-4m,Chronos-Bolt,1.0,1.0,1.0,0.17,0.12,0.218
 Toto-2.0-4m,Seasonal Naive,1.0,1.0,1.0,0.625,0.515,0.726
+TiRex-2,Toto-2.0-2.5B,0.0,0.0,0.0,-0.151,-0.216,-0.092
+TiRex-2,Toto-2.0-1B,0.05,0.0,0.15,-0.15,-0.22,-0.09
+TiRex-2,Toto-2.0-313m,0.05,0.0,0.15,-0.142,-0.206,-0.087
+TiRex-2,Toto-2.0-22m,0.05,0.0,0.15,-0.085,-0.119,-0.051
+TiRex-2,Toto-1.0,0.15,0.0,0.3,-0.038,-0.064,-0.012
+TiRex-2,Chronos-2,0.35,0.15,0.6,-0.063,-0.125,-0.017
+TiRex-2,Toto-2.0-4m,0.2,0.05,0.4,-0.023,-0.037,-0.009
+TiRex-2,TiRex-2,0.5,0.5,0.5,0.0,0.0,0.0
+TiRex-2,TimesFM-2.5,0.55,0.349,0.75,-0.009,-0.07,0.04
+TiRex-2,TiRex,0.65,0.45,0.85,0.02,-0.01,0.064
+TiRex-2,TabPFN-TS-3,0.85,0.7,1.0,0.055,-0.036,0.135
+TiRex-2,FlowState,0.85,0.699,1.0,0.13,0.007,0.247
+TiRex-2,Moirai-2.0,0.9,0.75,1.0,0.078,0.043,0.128
+TiRex-2,TFT,0.85,0.7,0.95,0.127,0.064,0.19
+TiRex-2,PatchTST,0.95,0.85,1.0,0.115,0.021,0.184
+TiRex-2,Chronos-Bolt,0.95,0.85,1.0,0.151,0.106,0.197
+TiRex-2,Seasonal Naive,1.0,1.0,1.0,0.617,0.505,0.72
 TimesFM-2.5,Toto-2.0-2.5B,0.0,0.0,0.0,-0.141,-0.216,-0.088
 TimesFM-2.5,Toto-2.0-1B,0.0,0.0,0.0,-0.141,-0.226,-0.086
 TimesFM-2.5,Toto-2.0-313m,0.05,0.0,0.15,-0.132,-0.218,-0.078
@@ -118,13 +142,14 @@ TimesFM-2.5,Toto-2.0-22m,0.15,0.0,0.301,-0.075,-0.136,-0.024
 TimesFM-2.5,Toto-1.0,0.25,0.05,0.45,-0.029,-0.082,0.024
 TimesFM-2.5,Chronos-2,0.25,0.1,0.45,-0.054,-0.099,-0.017
 TimesFM-2.5,Toto-2.0-4m,0.35,0.15,0.6,-0.014,-0.059,0.038
+TimesFM-2.5,TiRex-2,0.45,0.25,0.651,0.009,-0.041,0.065
 TimesFM-2.5,TimesFM-2.5,0.5,0.5,0.5,0.0,0.0,0.0
 TimesFM-2.5,TiRex,0.6,0.4,0.8,0.028,-0.014,0.08
 TimesFM-2.5,TabPFN-TS-3,0.75,0.55,0.95,0.063,0.005,0.129
 TimesFM-2.5,FlowState,0.85,0.7,1.0,0.138,0.034,0.263
 TimesFM-2.5,Moirai-2.0,0.9,0.75,1.0,0.086,0.038,0.143
-TimesFM-2.5,PatchTST,0.8,0.649,0.95,0.123,0.058,0.187
 TimesFM-2.5,TFT,0.8,0.6,0.95,0.134,0.04,0.217
+TimesFM-2.5,PatchTST,0.8,0.649,0.95,0.123,0.058,0.187
 TimesFM-2.5,Chronos-Bolt,0.9,0.75,1.0,0.158,0.095,0.217
 TimesFM-2.5,Seasonal Naive,1.0,1.0,1.0,0.62,0.519,0.713
 TiRex,Toto-2.0-2.5B,0.0,0.0,0.0,-0.174,-0.273,-0.097
@@ -134,13 +159,14 @@ TiRex,Toto-2.0-22m,0.05,0.0,0.15,-0.107,-0.176,-0.056
 TiRex,Toto-1.0,0.2,0.05,0.4,-0.059,-0.116,-0.023
 TiRex,Chronos-2,0.25,0.1,0.45,-0.085,-0.162,-0.025
 TiRex,Toto-2.0-4m,0.25,0.1,0.45,-0.044,-0.083,-0.015
+TiRex,TiRex-2,0.35,0.15,0.55,-0.02,-0.068,0.01
 TiRex,TimesFM-2.5,0.4,0.2,0.6,-0.029,-0.086,0.013
 TiRex,TiRex,0.5,0.5,0.5,0.0,0.0,0.0
 TiRex,TabPFN-TS-3,0.8,0.6,0.95,0.036,-0.056,0.102
 TiRex,FlowState,0.7,0.5,0.9,0.112,-0.021,0.241
 TiRex,Moirai-2.0,0.85,0.7,1.0,0.059,0.03,0.09
-TiRex,PatchTST,0.8,0.6,0.95,0.097,-0.003,0.171
 TiRex,TFT,0.8,0.6,0.95,0.109,0.017,0.181
+TiRex,PatchTST,0.8,0.6,0.95,0.097,-0.003,0.171
 TiRex,Chronos-Bolt,0.9,0.75,1.0,0.133,0.073,0.186
 TiRex,Seasonal Naive,1.0,1.0,1.0,0.609,0.499,0.709
 TabPFN-TS-3,Toto-2.0-2.5B,0.05,0.0,0.15,-0.218,-0.361,-0.12
@@ -150,13 +176,14 @@ TabPFN-TS-3,Toto-2.0-22m,0.05,0.0,0.15,-0.148,-0.267,-0.05
 TabPFN-TS-3,Toto-1.0,0.05,0.0,0.15,-0.098,-0.212,-0.005
 TabPFN-TS-3,Chronos-2,0.15,0.0,0.3,-0.125,-0.223,-0.057
 TabPFN-TS-3,Toto-2.0-4m,0.15,0.0,0.3,-0.083,-0.172,0.009
+TabPFN-TS-3,TiRex-2,0.15,0.0,0.3,-0.058,-0.156,0.035
 TabPFN-TS-3,TimesFM-2.5,0.25,0.05,0.45,-0.067,-0.148,-0.006
 TabPFN-TS-3,TiRex,0.2,0.05,0.4,-0.037,-0.113,0.053
 TabPFN-TS-3,TabPFN-TS-3,0.5,0.5,0.5,0.0,0.0,0.0
 TabPFN-TS-3,FlowState,0.5,0.3,0.7,0.08,-0.032,0.187
 TabPFN-TS-3,Moirai-2.0,0.45,0.25,0.65,0.024,-0.037,0.104
-TabPFN-TS-3,PatchTST,0.7,0.5,0.9,0.064,-0.012,0.126
 TabPFN-TS-3,TFT,0.7,0.5,0.9,0.076,-0.051,0.174
+TabPFN-TS-3,PatchTST,0.7,0.5,0.9,0.064,-0.012,0.126
 TabPFN-TS-3,Chronos-Bolt,0.65,0.4,0.85,0.101,0.008,0.193
 TabPFN-TS-3,Seasonal Naive,1.0,1.0,1.0,0.594,0.486,0.694
 FlowState,Toto-2.0-2.5B,0.1,0.0,0.25,-0.323,-0.558,-0.156
@@ -166,13 +193,14 @@ FlowState,Toto-2.0-22m,0.1,0.0,0.25,-0.247,-0.453,-0.093
 FlowState,Toto-1.0,0.15,0.0,0.3,-0.193,-0.397,-0.041
 FlowState,Chronos-2,0.15,0.0,0.35,-0.222,-0.421,-0.084
 FlowState,Toto-2.0-4m,0.1,0.0,0.25,-0.176,-0.37,-0.029
+FlowState,TiRex-2,0.15,0.0,0.301,-0.15,-0.328,-0.007
 FlowState,TimesFM-2.5,0.15,0.0,0.3,-0.16,-0.356,-0.035
 FlowState,TiRex,0.3,0.1,0.5,-0.127,-0.318,0.02
 FlowState,TabPFN-TS-3,0.5,0.3,0.7,-0.086,-0.23,0.031
 FlowState,FlowState,0.5,0.5,0.5,0.0,0.0,0.0
 FlowState,Moirai-2.0,0.4,0.2,0.6,-0.06,-0.225,0.076
-FlowState,PatchTST,0.5,0.3,0.7,-0.017,-0.152,0.083
 FlowState,TFT,0.55,0.3,0.75,-0.004,-0.165,0.115
+FlowState,PatchTST,0.5,0.3,0.7,-0.017,-0.152,0.083
 FlowState,Chronos-Bolt,0.55,0.35,0.75,0.023,-0.108,0.139
 FlowState,Seasonal Naive,0.95,0.85,1.0,0.559,0.424,0.672
 Moirai-2.0,Toto-2.0-2.5B,0.0,0.0,0.0,-0.248,-0.371,-0.15
@@ -182,31 +210,16 @@ Moirai-2.0,Toto-2.0-22m,0.0,0.0,0.0,-0.176,-0.267,-0.104
 Moirai-2.0,Toto-1.0,0.05,0.0,0.15,-0.126,-0.203,-0.068
 Moirai-2.0,Chronos-2,0.0,0.0,0.0,-0.153,-0.249,-0.074
 Moirai-2.0,Toto-2.0-4m,0.0,0.0,0.0,-0.109,-0.169,-0.065
+Moirai-2.0,TiRex-2,0.1,0.0,0.25,-0.085,-0.146,-0.045
 Moirai-2.0,TimesFM-2.5,0.1,0.0,0.25,-0.094,-0.167,-0.039
 Moirai-2.0,TiRex,0.15,0.0,0.3,-0.063,-0.099,-0.03
 Moirai-2.0,TabPFN-TS-3,0.55,0.35,0.75,-0.025,-0.116,0.035
 Moirai-2.0,FlowState,0.6,0.4,0.8,0.057,-0.083,0.184
 Moirai-2.0,Moirai-2.0,0.5,0.5,0.5,0.0,0.0,0.0
-Moirai-2.0,PatchTST,0.65,0.45,0.85,0.041,-0.065,0.115
 Moirai-2.0,TFT,0.65,0.4,0.85,0.053,-0.052,0.142
+Moirai-2.0,PatchTST,0.65,0.45,0.85,0.041,-0.065,0.115
 Moirai-2.0,Chronos-Bolt,0.8,0.6,0.95,0.079,0.017,0.14
 Moirai-2.0,Seasonal Naive,1.0,1.0,1.0,0.584,0.469,0.689
-PatchTST,Toto-2.0-2.5B,0.05,0.0,0.15,-0.301,-0.442,-0.186
-PatchTST,Toto-2.0-1B,0.05,0.0,0.15,-0.3,-0.452,-0.175
-PatchTST,Toto-2.0-313m,0.05,0.0,0.15,-0.291,-0.438,-0.17
-PatchTST,Toto-2.0-22m,0.05,0.0,0.15,-0.226,-0.344,-0.113
-PatchTST,Toto-1.0,0.1,0.0,0.25,-0.173,-0.284,-0.058
-PatchTST,Chronos-2,0.15,0.0,0.3,-0.202,-0.3,-0.115
-PatchTST,Toto-2.0-4m,0.1,0.0,0.25,-0.156,-0.256,-0.049
-PatchTST,TimesFM-2.5,0.2,0.05,0.351,-0.14,-0.23,-0.061
-PatchTST,TiRex,0.2,0.05,0.4,-0.108,-0.207,0.003
-PatchTST,TabPFN-TS-3,0.3,0.1,0.5,-0.068,-0.144,0.012
-PatchTST,FlowState,0.5,0.3,0.7,0.017,-0.09,0.132
-PatchTST,Moirai-2.0,0.35,0.15,0.55,-0.042,-0.129,0.061
-PatchTST,PatchTST,0.5,0.5,0.5,0.0,0.0,0.0
-PatchTST,TFT,0.425,0.2,0.625,0.013,-0.082,0.119
-PatchTST,Chronos-Bolt,0.4,0.2,0.6,0.04,-0.034,0.126
-PatchTST,Seasonal Naive,0.9,0.75,1.0,0.567,0.435,0.68
 TFT,Toto-2.0-2.5B,0.0,0.0,0.0,-0.317,-0.464,-0.198
 TFT,Toto-2.0-1B,0.0,0.0,0.0,-0.317,-0.457,-0.195
 TFT,Toto-2.0-313m,0.0,0.0,0.0,-0.308,-0.444,-0.191
@@ -214,15 +227,33 @@ TFT,Toto-2.0-22m,0.0,0.0,0.0,-0.242,-0.363,-0.144
 TFT,Toto-1.0,0.05,0.0,0.15,-0.188,-0.277,-0.106
 TFT,Chronos-2,0.1,0.0,0.25,-0.217,-0.348,-0.107
 TFT,Toto-2.0-4m,0.1,0.0,0.25,-0.171,-0.267,-0.084
+TFT,TiRex-2,0.15,0.05,0.3,-0.145,-0.235,-0.068
 TFT,TimesFM-2.5,0.2,0.05,0.4,-0.155,-0.277,-0.042
 TFT,TiRex,0.2,0.05,0.4,-0.122,-0.221,-0.018
 TFT,TabPFN-TS-3,0.3,0.1,0.5,-0.082,-0.21,0.049
 TFT,FlowState,0.45,0.25,0.7,0.004,-0.13,0.142
 TFT,Moirai-2.0,0.35,0.15,0.6,-0.056,-0.166,0.049
-TFT,PatchTST,0.575,0.375,0.8,-0.013,-0.135,0.076
 TFT,TFT,0.5,0.5,0.5,0.0,0.0,0.0
+TFT,PatchTST,0.575,0.375,0.8,-0.013,-0.135,0.076
 TFT,Chronos-Bolt,0.6,0.4,0.8,0.028,-0.073,0.104
 TFT,Seasonal Naive,0.9,0.75,1.0,0.561,0.416,0.683
+PatchTST,Toto-2.0-2.5B,0.05,0.0,0.15,-0.301,-0.442,-0.186
+PatchTST,Toto-2.0-1B,0.05,0.0,0.15,-0.3,-0.452,-0.175
+PatchTST,Toto-2.0-313m,0.05,0.0,0.15,-0.291,-0.438,-0.17
+PatchTST,Toto-2.0-22m,0.05,0.0,0.15,-0.226,-0.344,-0.113
+PatchTST,Toto-1.0,0.1,0.0,0.25,-0.173,-0.284,-0.058
+PatchTST,Chronos-2,0.15,0.0,0.3,-0.202,-0.3,-0.115
+PatchTST,Toto-2.0-4m,0.1,0.0,0.25,-0.156,-0.256,-0.049
+PatchTST,TiRex-2,0.05,0.0,0.15,-0.13,-0.226,-0.022
+PatchTST,TimesFM-2.5,0.2,0.05,0.351,-0.14,-0.23,-0.061
+PatchTST,TiRex,0.2,0.05,0.4,-0.108,-0.207,0.003
+PatchTST,TabPFN-TS-3,0.3,0.1,0.5,-0.068,-0.144,0.012
+PatchTST,FlowState,0.5,0.3,0.7,0.017,-0.09,0.132
+PatchTST,Moirai-2.0,0.35,0.15,0.55,-0.042,-0.129,0.061
+PatchTST,TFT,0.425,0.2,0.625,0.013,-0.082,0.119
+PatchTST,PatchTST,0.5,0.5,0.5,0.0,0.0,0.0
+PatchTST,Chronos-Bolt,0.4,0.2,0.6,0.04,-0.034,0.126
+PatchTST,Seasonal Naive,0.9,0.75,1.0,0.567,0.435,0.68
 Chronos-Bolt,Toto-2.0-2.5B,0.0,0.0,0.0,-0.355,-0.477,-0.24
 Chronos-Bolt,Toto-2.0-1B,0.0,0.0,0.0,-0.354,-0.487,-0.237
 Chronos-Bolt,Toto-2.0-313m,0.0,0.0,0.0,-0.345,-0.466,-0.235
@@ -230,13 +261,14 @@ Chronos-Bolt,Toto-2.0-22m,0.0,0.0,0.0,-0.277,-0.37,-0.188
 Chronos-Bolt,Toto-1.0,0.05,0.0,0.15,-0.222,-0.31,-0.141
 Chronos-Bolt,Chronos-2,0.0,0.0,0.0,-0.251,-0.352,-0.155
 Chronos-Bolt,Toto-2.0-4m,0.0,0.0,0.0,-0.204,-0.279,-0.137
+Chronos-Bolt,TiRex-2,0.05,0.0,0.15,-0.177,-0.246,-0.119
 Chronos-Bolt,TimesFM-2.5,0.1,0.0,0.25,-0.187,-0.277,-0.105
 Chronos-Bolt,TiRex,0.1,0.0,0.25,-0.154,-0.229,-0.079
 Chronos-Bolt,TabPFN-TS-3,0.35,0.15,0.6,-0.112,-0.239,-0.008
 Chronos-Bolt,FlowState,0.45,0.25,0.65,-0.024,-0.161,0.097
 Chronos-Bolt,Moirai-2.0,0.2,0.05,0.4,-0.086,-0.162,-0.017
-Chronos-Bolt,PatchTST,0.6,0.4,0.8,-0.042,-0.144,0.033
 Chronos-Bolt,TFT,0.4,0.2,0.6,-0.028,-0.116,0.068
+Chronos-Bolt,PatchTST,0.6,0.4,0.8,-0.042,-0.144,0.033
 Chronos-Bolt,Chronos-Bolt,0.5,0.5,0.5,0.0,0.0,0.0
 Chronos-Bolt,Seasonal Naive,0.9,0.75,1.0,0.549,0.413,0.67
 Seasonal Naive,Toto-2.0-2.5B,0.0,0.0,0.0,-2.001,-3.137,-1.304
@@ -246,12 +278,13 @@ Seasonal Naive,Toto-2.0-22m,0.0,0.0,0.0,-1.829,-2.894,-1.168
 Seasonal Naive,Toto-1.0,0.0,0.0,0.0,-1.707,-2.709,-1.085
 Seasonal Naive,Chronos-2,0.0,0.0,0.0,-1.772,-2.77,-1.139
 Seasonal Naive,Toto-2.0-4m,0.0,0.0,0.0,-1.668,-2.646,-1.063
+Seasonal Naive,TiRex-2,0.0,0.0,0.0,-1.608,-2.568,-1.019
 Seasonal Naive,TimesFM-2.5,0.0,0.0,0.0,-1.631,-2.486,-1.077
 Seasonal Naive,TiRex,0.0,0.0,0.0,-1.556,-2.437,-0.997
 Seasonal Naive,TabPFN-TS-3,0.0,0.0,0.0,-1.464,-2.271,-0.947
 Seasonal Naive,FlowState,0.05,0.0,0.15,-1.268,-2.052,-0.736
 Seasonal Naive,Moirai-2.0,0.0,0.0,0.0,-1.405,-2.214,-0.883
-Seasonal Naive,PatchTST,0.1,0.0,0.25,-1.307,-2.121,-0.769
 Seasonal Naive,TFT,0.1,0.0,0.25,-1.278,-2.153,-0.713
+Seasonal Naive,PatchTST,0.1,0.0,0.25,-1.307,-2.121,-0.769
 Seasonal Naive,Chronos-Bolt,0.1,0.0,0.25,-1.215,-2.027,-0.704
 Seasonal Naive,Seasonal Naive,0.5,0.5,0.5,0.0,0.0,0.0
diff --git a/tables/domain_cloud/pairwise_WAPE.csv b/tables/domain_cloud/pairwise_WAPE.csv
index c38f3d7a0bdb2febdd0a414fa461a0940fab47c0..2c2d5d676d1b203beeb28345cfd89157a6b730f4 100644
--- a/tables/domain_cloud/pairwise_WAPE.csv
+++ b/tables/domain_cloud/pairwise_WAPE.csv
@@ -6,14 +6,14 @@ Toto-2.0-2.5B,Toto-2.0-22m,1.0,1.0,1.0,0.071,0.029,0.124
 Toto-2.0-2.5B,Chronos-2,0.9,0.75,1.0,0.063,0.023,0.11
 Toto-2.0-2.5B,Toto-1.0,1.0,1.0,1.0,0.125,0.053,0.213
 Toto-2.0-2.5B,Toto-2.0-4m,1.0,1.0,1.0,0.125,0.066,0.193
+Toto-2.0-2.5B,TiRex-2,1.0,1.0,1.0,0.134,0.073,0.209
 Toto-2.0-2.5B,TimesFM-2.5,0.95,0.85,1.0,0.139,0.086,0.203
 Toto-2.0-2.5B,TiRex,1.0,1.0,1.0,0.166,0.087,0.257
 Toto-2.0-2.5B,FlowState,0.95,0.85,1.0,0.168,0.079,0.256
 Toto-2.0-2.5B,TabPFN-TS-3,0.95,0.85,1.0,0.139,0.049,0.245
-Toto-2.0-2.5B,Moirai-2.0,1.0,1.0,1.0,0.191,0.114,0.276
 Toto-2.0-2.5B,TabPFN-TS,1.0,1.0,1.0,0.198,0.141,0.267
+Toto-2.0-2.5B,Moirai-2.0,1.0,1.0,1.0,0.191,0.114,0.276
 Toto-2.0-2.5B,PatchTST,0.95,0.85,1.0,0.191,0.095,0.279
-Toto-2.0-2.5B,Sundial-Base,1.0,1.0,1.0,0.202,0.143,0.273
 Toto-2.0-2.5B,Chronos-Bolt,1.0,1.0,1.0,0.23,0.156,0.302
 Toto-2.0-2.5B,Seasonal Naive,1.0,1.0,1.0,0.537,0.421,0.654
 Toto-2.0-1B,Toto-2.0-2.5B,0.35,0.15,0.6,-0.013,-0.034,0.0
@@ -23,14 +23,14 @@ Toto-2.0-1B,Toto-2.0-22m,1.0,1.0,1.0,0.058,0.025,0.099
 Toto-2.0-1B,Chronos-2,0.9,0.75,1.0,0.051,-0.006,0.103
 Toto-2.0-1B,Toto-1.0,1.0,1.0,1.0,0.113,0.051,0.188
 Toto-2.0-1B,Toto-2.0-4m,1.0,1.0,1.0,0.113,0.062,0.171
+Toto-2.0-1B,TiRex-2,1.0,1.0,1.0,0.122,0.069,0.184
 Toto-2.0-1B,TimesFM-2.5,1.0,1.0,1.0,0.127,0.081,0.191
 Toto-2.0-1B,TiRex,1.0,1.0,1.0,0.155,0.082,0.239
 Toto-2.0-1B,FlowState,0.95,0.85,1.0,0.157,0.056,0.251
 Toto-2.0-1B,TabPFN-TS-3,0.95,0.85,1.0,0.128,0.019,0.239
-Toto-2.0-1B,Moirai-2.0,1.0,1.0,1.0,0.18,0.109,0.265
 Toto-2.0-1B,TabPFN-TS,1.0,1.0,1.0,0.187,0.136,0.254
+Toto-2.0-1B,Moirai-2.0,1.0,1.0,1.0,0.18,0.109,0.265
 Toto-2.0-1B,PatchTST,0.95,0.85,1.0,0.181,0.07,0.275
-Toto-2.0-1B,Sundial-Base,0.95,0.85,1.0,0.192,0.13,0.263
 Toto-2.0-1B,Chronos-Bolt,1.0,1.0,1.0,0.22,0.152,0.285
 Toto-2.0-1B,Seasonal Naive,1.0,1.0,1.0,0.531,0.419,0.647
 Toto-2.0-313m,Toto-2.0-2.5B,0.15,0.0,0.35,-0.022,-0.054,-0.003
@@ -40,14 +40,14 @@ Toto-2.0-313m,Toto-2.0-22m,1.0,1.0,1.0,0.05,0.024,0.082
 Toto-2.0-313m,Chronos-2,0.9,0.75,1.0,0.043,-0.025,0.097
 Toto-2.0-313m,Toto-1.0,1.0,1.0,1.0,0.106,0.048,0.177
 Toto-2.0-313m,Toto-2.0-4m,1.0,1.0,1.0,0.106,0.06,0.159
+Toto-2.0-313m,TiRex-2,1.0,1.0,1.0,0.115,0.068,0.169
 Toto-2.0-313m,TimesFM-2.5,1.0,1.0,1.0,0.12,0.076,0.18
 Toto-2.0-313m,TiRex,1.0,1.0,1.0,0.147,0.08,0.229
 Toto-2.0-313m,FlowState,0.95,0.85,1.0,0.149,0.038,0.248
 Toto-2.0-313m,TabPFN-TS-3,0.95,0.85,1.0,0.121,-0.004,0.231
-Toto-2.0-313m,Moirai-2.0,1.0,1.0,1.0,0.173,0.108,0.251
 Toto-2.0-313m,TabPFN-TS,1.0,1.0,1.0,0.18,0.131,0.245
+Toto-2.0-313m,Moirai-2.0,1.0,1.0,1.0,0.173,0.108,0.251
 Toto-2.0-313m,PatchTST,0.95,0.85,1.0,0.174,0.052,0.27
-Toto-2.0-313m,Sundial-Base,0.95,0.85,1.0,0.185,0.12,0.257
 Toto-2.0-313m,Chronos-Bolt,1.0,1.0,1.0,0.213,0.151,0.275
 Toto-2.0-313m,Seasonal Naive,1.0,1.0,1.0,0.527,0.414,0.642
 Toto-2.0-22m,Toto-2.0-2.5B,0.0,0.0,0.0,-0.076,-0.142,-0.03
@@ -57,14 +57,14 @@ Toto-2.0-22m,Toto-2.0-22m,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-2.0-22m,Chronos-2,0.8,0.6,0.95,-0.008,-0.096,0.044
 Toto-2.0-22m,Toto-1.0,0.9,0.75,1.0,0.059,0.02,0.114
 Toto-2.0-22m,Toto-2.0-4m,1.0,1.0,1.0,0.058,0.034,0.085
+Toto-2.0-22m,TiRex-2,0.95,0.85,1.0,0.068,0.042,0.099
 Toto-2.0-22m,TimesFM-2.5,0.9,0.75,1.0,0.073,0.036,0.118
 Toto-2.0-22m,TiRex,0.95,0.85,1.0,0.102,0.053,0.16
 Toto-2.0-22m,FlowState,0.95,0.85,1.0,0.104,-0.035,0.209
 Toto-2.0-22m,TabPFN-TS-3,0.95,0.85,1.0,0.074,-0.075,0.178
-Toto-2.0-22m,Moirai-2.0,1.0,1.0,1.0,0.129,0.081,0.192
 Toto-2.0-22m,TabPFN-TS,0.9,0.75,1.0,0.137,0.098,0.186
+Toto-2.0-22m,Moirai-2.0,1.0,1.0,1.0,0.129,0.081,0.192
 Toto-2.0-22m,PatchTST,0.95,0.85,1.0,0.13,-0.014,0.227
-Toto-2.0-22m,Sundial-Base,0.95,0.85,1.0,0.142,0.068,0.206
 Toto-2.0-22m,Chronos-Bolt,1.0,1.0,1.0,0.171,0.122,0.223
 Toto-2.0-22m,Seasonal Naive,1.0,1.0,1.0,0.502,0.392,0.613
 Chronos-2,Toto-2.0-2.5B,0.1,0.0,0.25,-0.068,-0.124,-0.023
@@ -74,14 +74,14 @@ Chronos-2,Toto-2.0-22m,0.2,0.05,0.4,0.008,-0.046,0.087
 Chronos-2,Chronos-2,0.5,0.5,0.5,0.0,0.0,0.0
 Chronos-2,Toto-1.0,0.35,0.15,0.55,0.066,-0.014,0.174
 Chronos-2,Toto-2.0-4m,0.6,0.35,0.8,0.066,0.005,0.155
+Chronos-2,TiRex-2,0.85,0.65,1.0,0.075,0.013,0.169
 Chronos-2,TimesFM-2.5,0.75,0.55,0.9,0.08,0.03,0.14
 Chronos-2,TiRex,0.8,0.6,0.95,0.109,0.032,0.209
 Chronos-2,FlowState,0.8,0.6,0.95,0.111,0.049,0.183
 Chronos-2,TabPFN-TS-3,0.85,0.65,1.0,0.081,0.019,0.155
-Chronos-2,Moirai-2.0,1.0,1.0,1.0,0.136,0.059,0.226
 Chronos-2,TabPFN-TS,0.95,0.85,1.0,0.143,0.087,0.216
+Chronos-2,Moirai-2.0,1.0,1.0,1.0,0.136,0.059,0.226
 Chronos-2,PatchTST,0.85,0.7,1.0,0.137,0.061,0.205
-Chronos-2,Sundial-Base,1.0,1.0,1.0,0.148,0.099,0.198
 Chronos-2,Chronos-Bolt,1.0,1.0,1.0,0.178,0.103,0.259
 Chronos-2,Seasonal Naive,1.0,1.0,1.0,0.506,0.388,0.617
 Toto-1.0,Toto-2.0-2.5B,0.0,0.0,0.0,-0.143,-0.27,-0.056
@@ -91,14 +91,14 @@ Toto-1.0,Toto-2.0-22m,0.1,0.0,0.25,-0.062,-0.128,-0.021
 Toto-1.0,Chronos-2,0.65,0.45,0.85,-0.07,-0.211,0.014
 Toto-1.0,Toto-1.0,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-1.0,Toto-2.0-4m,0.75,0.55,0.95,-0.0,-0.046,0.03
+Toto-1.0,TiRex-2,0.8,0.65,0.95,0.01,-0.05,0.046
 Toto-1.0,TimesFM-2.5,0.8,0.6,0.95,0.016,-0.049,0.069
 Toto-1.0,TiRex,0.75,0.55,0.9,0.046,-0.002,0.1
 Toto-1.0,FlowState,0.8,0.6,0.95,0.049,-0.12,0.172
 Toto-1.0,TabPFN-TS-3,0.85,0.699,1.0,0.016,-0.189,0.136
-Toto-1.0,Moirai-2.0,0.9,0.75,1.0,0.075,0.014,0.139
 Toto-1.0,TabPFN-TS,0.85,0.699,1.0,0.083,0.012,0.143
+Toto-1.0,Moirai-2.0,0.9,0.75,1.0,0.075,0.014,0.139
 Toto-1.0,PatchTST,0.9,0.75,1.0,0.076,-0.112,0.188
-Toto-1.0,Sundial-Base,0.9,0.75,1.0,0.088,-0.012,0.164
 Toto-1.0,Chronos-Bolt,0.95,0.85,1.0,0.12,0.051,0.182
 Toto-1.0,Seasonal Naive,1.0,1.0,1.0,0.471,0.37,0.58
 Toto-2.0-4m,Toto-2.0-2.5B,0.0,0.0,0.0,-0.143,-0.239,-0.07
@@ -108,16 +108,33 @@ Toto-2.0-4m,Toto-2.0-22m,0.0,0.0,0.0,-0.062,-0.093,-0.036
 Toto-2.0-4m,Chronos-2,0.4,0.2,0.65,-0.07,-0.184,-0.005
 Toto-2.0-4m,Toto-1.0,0.25,0.05,0.45,0.0,-0.031,0.044
 Toto-2.0-4m,Toto-2.0-4m,0.5,0.5,0.5,0.0,0.0,0.0
+Toto-2.0-4m,TiRex-2,0.75,0.55,0.9,0.01,-0.012,0.033
 Toto-2.0-4m,TimesFM-2.5,0.7,0.5,0.9,0.016,-0.025,0.049
 Toto-2.0-4m,TiRex,0.75,0.55,0.9,0.047,0.016,0.086
 Toto-2.0-4m,FlowState,0.8,0.6,0.95,0.049,-0.109,0.156
 Toto-2.0-4m,TabPFN-TS-3,0.75,0.55,0.95,0.017,-0.155,0.119
-Toto-2.0-4m,Moirai-2.0,0.9,0.75,1.0,0.075,0.041,0.122
 Toto-2.0-4m,TabPFN-TS,0.7,0.5,0.9,0.083,0.042,0.126
+Toto-2.0-4m,Moirai-2.0,0.9,0.75,1.0,0.075,0.041,0.122
 Toto-2.0-4m,PatchTST,0.9,0.75,1.0,0.076,-0.082,0.173
-Toto-2.0-4m,Sundial-Base,0.95,0.85,1.0,0.088,0.005,0.15
 Toto-2.0-4m,Chronos-Bolt,1.0,1.0,1.0,0.12,0.077,0.168
 Toto-2.0-4m,Seasonal Naive,1.0,1.0,1.0,0.471,0.364,0.579
+TiRex-2,Toto-2.0-2.5B,0.0,0.0,0.0,-0.155,-0.264,-0.079
+TiRex-2,Toto-2.0-1B,0.0,0.0,0.0,-0.14,-0.226,-0.074
+TiRex-2,Toto-2.0-313m,0.0,0.0,0.0,-0.13,-0.204,-0.073
+TiRex-2,Toto-2.0-22m,0.05,0.0,0.15,-0.073,-0.11,-0.044
+TiRex-2,Chronos-2,0.15,0.0,0.35,-0.081,-0.204,-0.013
+TiRex-2,Toto-1.0,0.2,0.05,0.35,-0.01,-0.049,0.047
+TiRex-2,Toto-2.0-4m,0.25,0.1,0.45,-0.01,-0.034,0.012
+TiRex-2,TiRex-2,0.5,0.5,0.5,0.0,0.0,0.0
+TiRex-2,TimesFM-2.5,0.65,0.45,0.85,0.006,-0.055,0.053
+TiRex-2,TiRex,0.65,0.45,0.85,0.037,0.003,0.082
+TiRex-2,FlowState,0.75,0.55,0.95,0.039,-0.135,0.155
+TiRex-2,TabPFN-TS-3,0.8,0.65,0.95,0.006,-0.176,0.12
+TiRex-2,TabPFN-TS,0.8,0.6,0.95,0.074,0.027,0.122
+TiRex-2,Moirai-2.0,0.8,0.6,0.95,0.066,0.026,0.12
+TiRex-2,PatchTST,0.95,0.85,1.0,0.066,-0.107,0.169
+TiRex-2,Chronos-Bolt,0.95,0.85,1.0,0.111,0.066,0.165
+TiRex-2,Seasonal Naive,1.0,1.0,1.0,0.466,0.355,0.579
 TimesFM-2.5,Toto-2.0-2.5B,0.05,0.0,0.15,-0.161,-0.255,-0.094
 TimesFM-2.5,Toto-2.0-1B,0.0,0.0,0.0,-0.146,-0.236,-0.088
 TimesFM-2.5,Toto-2.0-313m,0.0,0.0,0.0,-0.136,-0.22,-0.082
@@ -125,14 +142,14 @@ TimesFM-2.5,Toto-2.0-22m,0.1,0.0,0.25,-0.079,-0.134,-0.037
 TimesFM-2.5,Chronos-2,0.25,0.1,0.45,-0.088,-0.162,-0.031
 TimesFM-2.5,Toto-1.0,0.2,0.05,0.4,-0.016,-0.074,0.047
 TimesFM-2.5,Toto-2.0-4m,0.3,0.1,0.5,-0.016,-0.052,0.025
+TimesFM-2.5,TiRex-2,0.35,0.15,0.55,-0.006,-0.056,0.052
 TimesFM-2.5,TimesFM-2.5,0.5,0.5,0.5,0.0,0.0,0.0
 TimesFM-2.5,TiRex,0.6,0.4,0.8,0.031,-0.009,0.083
 TimesFM-2.5,FlowState,0.8,0.6,0.95,0.033,-0.09,0.123
 TimesFM-2.5,TabPFN-TS-3,0.7,0.5,0.9,0.001,-0.121,0.081
-TimesFM-2.5,Moirai-2.0,0.85,0.65,1.0,0.06,0.024,0.101
 TimesFM-2.5,TabPFN-TS,0.75,0.55,0.95,0.068,0.034,0.105
+TimesFM-2.5,Moirai-2.0,0.85,0.65,1.0,0.06,0.024,0.101
 TimesFM-2.5,PatchTST,0.8,0.649,0.95,0.061,-0.066,0.141
-TimesFM-2.5,Sundial-Base,0.9,0.75,1.0,0.074,0.024,0.112
 TimesFM-2.5,Chronos-Bolt,0.9,0.75,1.0,0.106,0.065,0.148
 TimesFM-2.5,Seasonal Naive,1.0,1.0,1.0,0.462,0.364,0.568
 TiRex,Toto-2.0-2.5B,0.0,0.0,0.0,-0.199,-0.346,-0.095
@@ -142,14 +159,14 @@ TiRex,Toto-2.0-22m,0.05,0.0,0.15,-0.114,-0.191,-0.056
 TiRex,Chronos-2,0.2,0.05,0.4,-0.122,-0.264,-0.033
 TiRex,Toto-1.0,0.25,0.1,0.45,-0.049,-0.111,0.002
 TiRex,Toto-2.0-4m,0.25,0.1,0.45,-0.049,-0.094,-0.016
+TiRex,TiRex-2,0.35,0.15,0.55,-0.038,-0.09,-0.003
 TiRex,TimesFM-2.5,0.4,0.2,0.6,-0.032,-0.091,0.009
 TiRex,TiRex,0.5,0.5,0.5,0.0,0.0,0.0
 TiRex,FlowState,0.6,0.4,0.8,0.002,-0.176,0.116
 TiRex,TabPFN-TS-3,0.75,0.55,0.901,-0.031,-0.219,0.065
-TiRex,Moirai-2.0,0.75,0.55,0.9,0.03,0.004,0.056
 TiRex,TabPFN-TS,0.7,0.5,0.9,0.038,-0.012,0.083
+TiRex,Moirai-2.0,0.75,0.55,0.9,0.03,0.004,0.056
 TiRex,PatchTST,0.75,0.55,0.9,0.031,-0.152,0.138
-TiRex,Sundial-Base,0.85,0.7,0.95,0.044,-0.063,0.112
 TiRex,Chronos-Bolt,0.85,0.65,1.0,0.077,0.03,0.124
 TiRex,Seasonal Naive,1.0,1.0,1.0,0.445,0.35,0.545
 FlowState,Toto-2.0-2.5B,0.05,0.0,0.15,-0.201,-0.344,-0.085
@@ -159,14 +176,14 @@ FlowState,Toto-2.0-22m,0.05,0.0,0.15,-0.116,-0.264,0.034
 FlowState,Chronos-2,0.2,0.05,0.4,-0.125,-0.224,-0.051
 FlowState,Toto-1.0,0.2,0.05,0.4,-0.051,-0.208,0.107
 FlowState,Toto-2.0-4m,0.2,0.05,0.4,-0.051,-0.185,0.099
+FlowState,TiRex-2,0.25,0.05,0.45,-0.04,-0.183,0.119
 FlowState,TimesFM-2.5,0.2,0.05,0.4,-0.035,-0.141,0.083
 FlowState,TiRex,0.4,0.2,0.6,-0.002,-0.131,0.149
 FlowState,FlowState,0.5,0.5,0.5,0.0,0.0,0.0
 FlowState,TabPFN-TS-3,0.5,0.3,0.7,-0.034,-0.124,0.05
-FlowState,Moirai-2.0,0.55,0.35,0.75,0.028,-0.093,0.164
 FlowState,TabPFN-TS,0.55,0.35,0.75,0.036,-0.086,0.162
+FlowState,Moirai-2.0,0.55,0.35,0.75,0.028,-0.093,0.164
 FlowState,PatchTST,0.6,0.4,0.8,0.029,-0.068,0.106
-FlowState,Sundial-Base,0.65,0.45,0.85,0.042,-0.051,0.116
 FlowState,Chronos-Bolt,0.7,0.5,0.851,0.075,-0.004,0.187
 FlowState,Seasonal Naive,1.0,1.0,1.0,0.444,0.326,0.558
 TabPFN-TS-3,Toto-2.0-2.5B,0.05,0.0,0.15,-0.162,-0.325,-0.051
@@ -176,33 +193,16 @@ TabPFN-TS-3,Toto-2.0-22m,0.05,0.0,0.15,-0.08,-0.217,0.07
 TabPFN-TS-3,Chronos-2,0.15,0.0,0.35,-0.088,-0.184,-0.019
 TabPFN-TS-3,Toto-1.0,0.15,0.0,0.301,-0.017,-0.157,0.159
 TabPFN-TS-3,Toto-2.0-4m,0.25,0.05,0.45,-0.017,-0.135,0.134
+TabPFN-TS-3,TiRex-2,0.2,0.05,0.35,-0.006,-0.137,0.15
 TabPFN-TS-3,TimesFM-2.5,0.3,0.1,0.5,-0.001,-0.088,0.108
 TabPFN-TS-3,TiRex,0.25,0.099,0.45,0.03,-0.07,0.179
 TabPFN-TS-3,FlowState,0.5,0.3,0.7,0.033,-0.052,0.11
 TabPFN-TS-3,TabPFN-TS-3,0.5,0.5,0.5,0.0,0.0,0.0
-TabPFN-TS-3,Moirai-2.0,0.5,0.3,0.7,0.06,-0.026,0.187
 TabPFN-TS-3,TabPFN-TS,0.65,0.45,0.85,0.068,-0.013,0.181
+TabPFN-TS-3,Moirai-2.0,0.5,0.3,0.7,0.06,-0.026,0.187
 TabPFN-TS-3,PatchTST,0.5,0.3,0.7,0.06,-0.007,0.116
-TabPFN-TS-3,Sundial-Base,0.7,0.5,0.9,0.073,0.003,0.144
 TabPFN-TS-3,Chronos-Bolt,0.6,0.4,0.8,0.105,-0.001,0.226
 TabPFN-TS-3,Seasonal Naive,1.0,1.0,1.0,0.462,0.342,0.578
-Moirai-2.0,Toto-2.0-2.5B,0.0,0.0,0.0,-0.236,-0.382,-0.129
-Moirai-2.0,Toto-2.0-1B,0.0,0.0,0.0,-0.22,-0.36,-0.122
-Moirai-2.0,Toto-2.0-313m,0.0,0.0,0.0,-0.209,-0.335,-0.121
-Moirai-2.0,Toto-2.0-22m,0.0,0.0,0.0,-0.149,-0.238,-0.089
-Moirai-2.0,Chronos-2,0.0,0.0,0.0,-0.157,-0.292,-0.062
-Moirai-2.0,Toto-1.0,0.1,0.0,0.25,-0.081,-0.162,-0.014
-Moirai-2.0,Toto-2.0-4m,0.1,0.0,0.25,-0.081,-0.139,-0.043
-Moirai-2.0,TimesFM-2.5,0.15,0.0,0.35,-0.064,-0.112,-0.025
-Moirai-2.0,TiRex,0.25,0.1,0.45,-0.031,-0.06,-0.004
-Moirai-2.0,FlowState,0.45,0.25,0.65,-0.029,-0.197,0.085
-Moirai-2.0,TabPFN-TS-3,0.5,0.3,0.7,-0.064,-0.23,0.026
-Moirai-2.0,Moirai-2.0,0.5,0.5,0.5,0.0,0.0,0.0
-Moirai-2.0,TabPFN-TS,0.55,0.35,0.8,0.008,-0.035,0.053
-Moirai-2.0,PatchTST,0.55,0.3,0.75,0.001,-0.174,0.1
-Moirai-2.0,Sundial-Base,0.75,0.55,0.9,0.014,-0.074,0.068
-Moirai-2.0,Chronos-Bolt,0.75,0.55,0.9,0.048,0.003,0.096
-Moirai-2.0,Seasonal Naive,1.0,1.0,1.0,0.428,0.333,0.532
 TabPFN-TS,Toto-2.0-2.5B,0.0,0.0,0.0,-0.246,-0.363,-0.164
 TabPFN-TS,Toto-2.0-1B,0.0,0.0,0.0,-0.23,-0.341,-0.157
 TabPFN-TS,Toto-2.0-313m,0.0,0.0,0.0,-0.22,-0.324,-0.151
@@ -210,16 +210,33 @@ TabPFN-TS,Toto-2.0-22m,0.1,0.0,0.25,-0.158,-0.228,-0.109
 TabPFN-TS,Chronos-2,0.05,0.0,0.15,-0.167,-0.275,-0.095
 TabPFN-TS,Toto-1.0,0.15,0.0,0.301,-0.091,-0.166,-0.012
 TabPFN-TS,Toto-2.0-4m,0.3,0.1,0.5,-0.091,-0.145,-0.043
+TabPFN-TS,TiRex-2,0.2,0.05,0.4,-0.08,-0.139,-0.028
 TabPFN-TS,TimesFM-2.5,0.25,0.05,0.45,-0.073,-0.118,-0.035
 TabPFN-TS,TiRex,0.3,0.1,0.5,-0.04,-0.091,0.012
 TabPFN-TS,FlowState,0.45,0.25,0.65,-0.038,-0.193,0.079
 TabPFN-TS,TabPFN-TS-3,0.35,0.15,0.55,-0.073,-0.221,0.013
-TabPFN-TS,Moirai-2.0,0.45,0.2,0.65,-0.009,-0.056,0.034
 TabPFN-TS,TabPFN-TS,0.5,0.5,0.5,0.0,0.0,0.0
+TabPFN-TS,Moirai-2.0,0.45,0.2,0.65,-0.009,-0.056,0.034
 TabPFN-TS,PatchTST,0.45,0.25,0.65,-0.008,-0.175,0.096
-TabPFN-TS,Sundial-Base,0.45,0.25,0.65,0.006,-0.077,0.073
 TabPFN-TS,Chronos-Bolt,0.55,0.35,0.75,0.04,-0.028,0.105
 TabPFN-TS,Seasonal Naive,1.0,1.0,1.0,0.423,0.304,0.541
+Moirai-2.0,Toto-2.0-2.5B,0.0,0.0,0.0,-0.236,-0.382,-0.129
+Moirai-2.0,Toto-2.0-1B,0.0,0.0,0.0,-0.22,-0.36,-0.122
+Moirai-2.0,Toto-2.0-313m,0.0,0.0,0.0,-0.209,-0.335,-0.121
+Moirai-2.0,Toto-2.0-22m,0.0,0.0,0.0,-0.149,-0.238,-0.089
+Moirai-2.0,Chronos-2,0.0,0.0,0.0,-0.157,-0.292,-0.062
+Moirai-2.0,Toto-1.0,0.1,0.0,0.25,-0.081,-0.162,-0.014
+Moirai-2.0,Toto-2.0-4m,0.1,0.0,0.25,-0.081,-0.139,-0.043
+Moirai-2.0,TiRex-2,0.2,0.05,0.4,-0.07,-0.136,-0.027
+Moirai-2.0,TimesFM-2.5,0.15,0.0,0.35,-0.064,-0.112,-0.025
+Moirai-2.0,TiRex,0.25,0.1,0.45,-0.031,-0.06,-0.004
+Moirai-2.0,FlowState,0.45,0.25,0.65,-0.029,-0.197,0.085
+Moirai-2.0,TabPFN-TS-3,0.5,0.3,0.7,-0.064,-0.23,0.026
+Moirai-2.0,TabPFN-TS,0.55,0.35,0.8,0.008,-0.035,0.053
+Moirai-2.0,Moirai-2.0,0.5,0.5,0.5,0.0,0.0,0.0
+Moirai-2.0,PatchTST,0.55,0.3,0.75,0.001,-0.174,0.1
+Moirai-2.0,Chronos-Bolt,0.75,0.55,0.9,0.048,0.003,0.096
+Moirai-2.0,Seasonal Naive,1.0,1.0,1.0,0.428,0.333,0.532
 PatchTST,Toto-2.0-2.5B,0.05,0.0,0.15,-0.237,-0.387,-0.105
 PatchTST,Toto-2.0-1B,0.05,0.0,0.15,-0.22,-0.379,-0.075
 PatchTST,Toto-2.0-313m,0.05,0.0,0.15,-0.21,-0.37,-0.055
@@ -227,33 +244,16 @@ PatchTST,Toto-2.0-22m,0.05,0.0,0.15,-0.149,-0.294,0.013
 PatchTST,Chronos-2,0.15,0.0,0.3,-0.158,-0.258,-0.065
 PatchTST,Toto-1.0,0.1,0.0,0.25,-0.082,-0.232,0.1
 PatchTST,Toto-2.0-4m,0.1,0.0,0.25,-0.082,-0.209,0.075
+PatchTST,TiRex-2,0.05,0.0,0.15,-0.071,-0.204,0.097
 PatchTST,TimesFM-2.5,0.2,0.05,0.351,-0.065,-0.165,0.062
 PatchTST,TiRex,0.25,0.1,0.45,-0.032,-0.16,0.132
 PatchTST,FlowState,0.4,0.2,0.6,-0.029,-0.118,0.064
 PatchTST,TabPFN-TS-3,0.5,0.3,0.7,-0.064,-0.131,0.007
-PatchTST,Moirai-2.0,0.45,0.25,0.7,-0.001,-0.111,0.148
 PatchTST,TabPFN-TS,0.55,0.35,0.75,0.008,-0.107,0.149
+PatchTST,Moirai-2.0,0.45,0.25,0.7,-0.001,-0.111,0.148
 PatchTST,PatchTST,0.5,0.5,0.5,0.0,0.0,0.0
-PatchTST,Sundial-Base,0.5,0.3,0.7,0.014,-0.05,0.089
 PatchTST,Chronos-Bolt,0.5,0.3,0.7,0.048,-0.064,0.191
 PatchTST,Seasonal Naive,0.9,0.775,1.0,0.428,0.289,0.553
-Sundial-Base,Toto-2.0-2.5B,0.0,0.0,0.0,-0.254,-0.375,-0.167
-Sundial-Base,Toto-2.0-1B,0.05,0.0,0.15,-0.237,-0.356,-0.15
-Sundial-Base,Toto-2.0-313m,0.05,0.0,0.15,-0.227,-0.346,-0.137
-Sundial-Base,Toto-2.0-22m,0.05,0.0,0.15,-0.165,-0.26,-0.073
-Sundial-Base,Chronos-2,0.0,0.0,0.0,-0.174,-0.247,-0.11
-Sundial-Base,Toto-1.0,0.1,0.0,0.25,-0.097,-0.196,0.012
-Sundial-Base,Toto-2.0-4m,0.05,0.0,0.15,-0.097,-0.177,-0.005
-Sundial-Base,TimesFM-2.5,0.1,0.0,0.25,-0.08,-0.126,-0.024
-Sundial-Base,TiRex,0.15,0.05,0.3,-0.046,-0.126,0.059
-Sundial-Base,FlowState,0.35,0.15,0.55,-0.044,-0.131,0.048
-Sundial-Base,TabPFN-TS-3,0.3,0.1,0.5,-0.079,-0.169,-0.003
-Sundial-Base,Moirai-2.0,0.25,0.1,0.45,-0.014,-0.073,0.069
-Sundial-Base,TabPFN-TS,0.55,0.35,0.75,-0.006,-0.078,0.071
-Sundial-Base,PatchTST,0.5,0.3,0.7,-0.014,-0.098,0.047
-Sundial-Base,Sundial-Base,0.5,0.5,0.5,0.0,0.0,0.0
-Sundial-Base,Chronos-Bolt,0.4,0.2,0.6,0.034,-0.029,0.116
-Sundial-Base,Seasonal Naive,1.0,1.0,1.0,0.42,0.312,0.53
 Chronos-Bolt,Toto-2.0-2.5B,0.0,0.0,0.0,-0.298,-0.433,-0.184
 Chronos-Bolt,Toto-2.0-1B,0.0,0.0,0.0,-0.281,-0.399,-0.179
 Chronos-Bolt,Toto-2.0-313m,0.0,0.0,0.0,-0.271,-0.38,-0.178
@@ -261,14 +261,14 @@ Chronos-Bolt,Toto-2.0-22m,0.0,0.0,0.0,-0.207,-0.287,-0.139
 Chronos-Bolt,Chronos-2,0.0,0.0,0.0,-0.216,-0.349,-0.115
 Chronos-Bolt,Toto-1.0,0.05,0.0,0.15,-0.136,-0.223,-0.053
 Chronos-Bolt,Toto-2.0-4m,0.0,0.0,0.0,-0.136,-0.201,-0.083
+Chronos-Bolt,TiRex-2,0.05,0.0,0.15,-0.125,-0.197,-0.071
 Chronos-Bolt,TimesFM-2.5,0.1,0.0,0.25,-0.118,-0.174,-0.069
 Chronos-Bolt,TiRex,0.15,0.0,0.35,-0.083,-0.141,-0.031
 Chronos-Bolt,FlowState,0.3,0.149,0.5,-0.081,-0.231,0.004
 Chronos-Bolt,TabPFN-TS-3,0.4,0.2,0.6,-0.117,-0.293,0.001
-Chronos-Bolt,Moirai-2.0,0.25,0.1,0.45,-0.051,-0.106,-0.003
 Chronos-Bolt,TabPFN-TS,0.45,0.25,0.65,-0.042,-0.117,0.028
+Chronos-Bolt,Moirai-2.0,0.25,0.1,0.45,-0.051,-0.106,-0.003
 Chronos-Bolt,PatchTST,0.5,0.3,0.7,-0.05,-0.235,0.06
-Chronos-Bolt,Sundial-Base,0.6,0.4,0.8,-0.036,-0.131,0.028
 Chronos-Bolt,Chronos-Bolt,0.5,0.5,0.5,0.0,0.0,0.0
 Chronos-Bolt,Seasonal Naive,1.0,1.0,1.0,0.399,0.295,0.512
 Seasonal Naive,Toto-2.0-2.5B,0.0,0.0,0.0,-1.16,-1.888,-0.726
@@ -278,13 +278,13 @@ Seasonal Naive,Toto-2.0-22m,0.0,0.0,0.0,-1.008,-1.587,-0.645
 Seasonal Naive,Chronos-2,0.0,0.0,0.0,-1.023,-1.609,-0.634
 Seasonal Naive,Toto-1.0,0.0,0.0,0.0,-0.89,-1.38,-0.588
 Seasonal Naive,Toto-2.0-4m,0.0,0.0,0.0,-0.89,-1.375,-0.572
+Seasonal Naive,TiRex-2,0.0,0.0,0.0,-0.871,-1.377,-0.55
 Seasonal Naive,TimesFM-2.5,0.0,0.0,0.0,-0.86,-1.313,-0.572
 Seasonal Naive,TiRex,0.0,0.0,0.0,-0.802,-1.198,-0.539
 Seasonal Naive,FlowState,0.0,0.0,0.0,-0.798,-1.26,-0.483
 Seasonal Naive,TabPFN-TS-3,0.0,0.0,0.0,-0.859,-1.369,-0.521
-Seasonal Naive,Moirai-2.0,0.0,0.0,0.0,-0.748,-1.138,-0.499
 Seasonal Naive,TabPFN-TS,0.0,0.0,0.0,-0.733,-1.18,-0.436
+Seasonal Naive,Moirai-2.0,0.0,0.0,0.0,-0.748,-1.138,-0.499
 Seasonal Naive,PatchTST,0.1,0.0,0.225,-0.747,-1.237,-0.406
-Seasonal Naive,Sundial-Base,0.0,0.0,0.0,-0.723,-1.13,-0.453
 Seasonal Naive,Chronos-Bolt,0.0,0.0,0.0,-0.664,-1.049,-0.418
 Seasonal Naive,Seasonal Naive,0.5,0.5,0.5,0.0,0.0,0.0
diff --git a/tables/domain_cloud/pairwise_WQL.csv b/tables/domain_cloud/pairwise_WQL.csv
index c84e0550c1641d2549aa3b694f3c4114455c4f5e..a641c6ccfc5f2e769d0dfa7a791b5f7932065950 100644
--- a/tables/domain_cloud/pairwise_WQL.csv
+++ b/tables/domain_cloud/pairwise_WQL.csv
@@ -6,6 +6,7 @@ Toto-2.0-2.5B,Toto-2.0-22m,1.0,1.0,1.0,0.068,0.033,0.117
 Toto-2.0-2.5B,Chronos-2,0.95,0.85,1.0,0.063,0.029,0.097
 Toto-2.0-2.5B,Toto-1.0,1.0,1.0,1.0,0.129,0.058,0.225
 Toto-2.0-2.5B,Toto-2.0-4m,1.0,1.0,1.0,0.13,0.069,0.205
+Toto-2.0-2.5B,TiRex-2,1.0,1.0,1.0,0.14,0.077,0.222
 Toto-2.0-2.5B,TimesFM-2.5,1.0,1.0,1.0,0.146,0.095,0.204
 Toto-2.0-2.5B,TiRex,1.0,1.0,1.0,0.169,0.091,0.263
 Toto-2.0-2.5B,TabPFN-TS-3,0.95,0.85,1.0,0.131,0.047,0.222
@@ -13,7 +14,6 @@ Toto-2.0-2.5B,FlowState,0.95,0.85,1.0,0.171,0.084,0.255
 Toto-2.0-2.5B,Moirai-2.0,1.0,1.0,1.0,0.204,0.129,0.288
 Toto-2.0-2.5B,PatchTST,0.95,0.85,1.0,0.231,0.124,0.326
 Toto-2.0-2.5B,TFT,1.0,1.0,1.0,0.303,0.177,0.432
-Toto-2.0-2.5B,TabPFN-TS,1.0,1.0,1.0,0.255,0.193,0.317
 Toto-2.0-2.5B,Chronos-Bolt,1.0,1.0,1.0,0.26,0.189,0.332
 Toto-2.0-2.5B,Seasonal Naive,1.0,1.0,1.0,0.69,0.609,0.766
 Toto-2.0-1B,Toto-2.0-2.5B,0.25,0.1,0.45,-0.009,-0.027,0.004
@@ -23,6 +23,7 @@ Toto-2.0-1B,Toto-2.0-22m,1.0,1.0,1.0,0.059,0.03,0.097
 Toto-2.0-1B,Chronos-2,0.95,0.85,1.0,0.055,0.005,0.095
 Toto-2.0-1B,Toto-1.0,1.0,1.0,1.0,0.121,0.056,0.205
 Toto-2.0-1B,Toto-2.0-4m,1.0,1.0,1.0,0.122,0.068,0.187
+Toto-2.0-1B,TiRex-2,1.0,1.0,1.0,0.132,0.076,0.205
 Toto-2.0-1B,TimesFM-2.5,1.0,1.0,1.0,0.138,0.091,0.191
 Toto-2.0-1B,TiRex,1.0,1.0,1.0,0.161,0.088,0.248
 Toto-2.0-1B,TabPFN-TS-3,0.95,0.85,1.0,0.123,0.025,0.223
@@ -30,7 +31,6 @@ Toto-2.0-1B,FlowState,0.95,0.85,1.0,0.163,0.068,0.254
 Toto-2.0-1B,Moirai-2.0,1.0,1.0,1.0,0.197,0.125,0.279
 Toto-2.0-1B,PatchTST,0.95,0.85,1.0,0.224,0.107,0.322
 Toto-2.0-1B,TFT,1.0,1.0,1.0,0.297,0.176,0.423
-Toto-2.0-1B,TabPFN-TS,1.0,1.0,1.0,0.248,0.189,0.311
 Toto-2.0-1B,Chronos-Bolt,1.0,1.0,1.0,0.253,0.186,0.32
 Toto-2.0-1B,Seasonal Naive,1.0,1.0,1.0,0.688,0.607,0.763
 Toto-2.0-313m,Toto-2.0-2.5B,0.1,0.0,0.25,-0.02,-0.056,0.002
@@ -40,6 +40,7 @@ Toto-2.0-313m,Toto-2.0-22m,1.0,1.0,1.0,0.049,0.028,0.073
 Toto-2.0-313m,Chronos-2,0.9,0.75,1.0,0.044,-0.025,0.093
 Toto-2.0-313m,Toto-1.0,1.0,1.0,1.0,0.111,0.054,0.181
 Toto-2.0-313m,Toto-2.0-4m,1.0,1.0,1.0,0.112,0.065,0.165
+Toto-2.0-313m,TiRex-2,1.0,1.0,1.0,0.123,0.074,0.182
 Toto-2.0-313m,TimesFM-2.5,1.0,1.0,1.0,0.128,0.087,0.182
 Toto-2.0-313m,TiRex,1.0,1.0,1.0,0.152,0.086,0.227
 Toto-2.0-313m,TabPFN-TS-3,0.95,0.85,1.0,0.114,-0.005,0.22
@@ -47,7 +48,6 @@ Toto-2.0-313m,FlowState,0.95,0.85,1.0,0.154,0.045,0.251
 Toto-2.0-313m,Moirai-2.0,1.0,1.0,1.0,0.188,0.124,0.259
 Toto-2.0-313m,PatchTST,0.95,0.85,1.0,0.216,0.083,0.318
 Toto-2.0-313m,TFT,1.0,1.0,1.0,0.289,0.173,0.418
-Toto-2.0-313m,TabPFN-TS,1.0,1.0,1.0,0.24,0.183,0.302
 Toto-2.0-313m,Chronos-Bolt,1.0,1.0,1.0,0.245,0.185,0.304
 Toto-2.0-313m,Seasonal Naive,1.0,1.0,1.0,0.684,0.602,0.763
 Toto-2.0-22m,Toto-2.0-2.5B,0.0,0.0,0.0,-0.073,-0.133,-0.034
@@ -57,6 +57,7 @@ Toto-2.0-22m,Toto-2.0-22m,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-2.0-22m,Chronos-2,0.8,0.6,0.95,-0.005,-0.088,0.044
 Toto-2.0-22m,Toto-1.0,0.9,0.75,1.0,0.065,0.023,0.123
 Toto-2.0-22m,Toto-2.0-4m,1.0,1.0,1.0,0.066,0.036,0.1
+Toto-2.0-22m,TiRex-2,1.0,1.0,1.0,0.077,0.044,0.12
 Toto-2.0-22m,TimesFM-2.5,0.95,0.85,1.0,0.084,0.052,0.121
 Toto-2.0-22m,TiRex,0.95,0.85,1.0,0.108,0.057,0.168
 Toto-2.0-22m,TabPFN-TS-3,0.9,0.75,1.0,0.068,-0.074,0.168
@@ -64,7 +65,6 @@ Toto-2.0-22m,FlowState,0.9,0.75,1.0,0.111,-0.022,0.213
 Toto-2.0-22m,Moirai-2.0,1.0,1.0,1.0,0.146,0.095,0.205
 Toto-2.0-22m,PatchTST,0.95,0.85,1.0,0.176,0.029,0.281
 Toto-2.0-22m,TFT,1.0,1.0,1.0,0.253,0.14,0.374
-Toto-2.0-22m,TabPFN-TS,0.95,0.85,1.0,0.201,0.146,0.262
 Toto-2.0-22m,Chronos-Bolt,1.0,1.0,1.0,0.206,0.157,0.257
 Toto-2.0-22m,Seasonal Naive,1.0,1.0,1.0,0.668,0.584,0.745
 Chronos-2,Toto-2.0-2.5B,0.05,0.0,0.15,-0.068,-0.107,-0.03
@@ -74,6 +74,7 @@ Chronos-2,Toto-2.0-22m,0.2,0.05,0.4,0.005,-0.046,0.081
 Chronos-2,Chronos-2,0.5,0.5,0.5,0.0,0.0,0.0
 Chronos-2,Toto-1.0,0.35,0.15,0.55,0.07,-0.014,0.185
 Chronos-2,Toto-2.0-4m,0.6,0.35,0.8,0.071,0.004,0.171
+Chronos-2,TiRex-2,0.8,0.6,0.95,0.082,0.016,0.185
 Chronos-2,TimesFM-2.5,0.75,0.55,0.9,0.088,0.033,0.155
 Chronos-2,TiRex,0.85,0.7,1.0,0.113,0.032,0.222
 Chronos-2,TabPFN-TS-3,0.9,0.75,1.0,0.072,0.011,0.147
@@ -81,7 +82,6 @@ Chronos-2,FlowState,0.85,0.65,1.0,0.115,0.05,0.188
 Chronos-2,Moirai-2.0,1.0,1.0,1.0,0.151,0.066,0.248
 Chronos-2,PatchTST,0.85,0.7,1.0,0.18,0.08,0.27
 Chronos-2,TFT,0.95,0.85,1.0,0.256,0.118,0.395
-Chronos-2,TabPFN-TS,1.0,1.0,1.0,0.205,0.141,0.274
 Chronos-2,Chronos-Bolt,1.0,1.0,1.0,0.21,0.134,0.3
 Chronos-2,Seasonal Naive,1.0,1.0,1.0,0.669,0.582,0.746
 Toto-1.0,Toto-2.0-2.5B,0.0,0.0,0.0,-0.148,-0.291,-0.061
@@ -91,6 +91,7 @@ Toto-1.0,Toto-2.0-22m,0.1,0.0,0.25,-0.07,-0.141,-0.024
 Toto-1.0,Chronos-2,0.65,0.45,0.85,-0.075,-0.227,0.014
 Toto-1.0,Toto-1.0,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-1.0,Toto-2.0-4m,0.6,0.4,0.8,0.001,-0.04,0.028
+Toto-1.0,TiRex-2,0.8,0.65,0.95,0.013,-0.041,0.047
 Toto-1.0,TimesFM-2.5,0.75,0.55,0.95,0.02,-0.047,0.073
 Toto-1.0,TiRex,0.75,0.55,0.9,0.046,0.0,0.095
 Toto-1.0,TabPFN-TS-3,0.8,0.6,0.95,0.003,-0.211,0.127
@@ -98,7 +99,6 @@ Toto-1.0,FlowState,0.75,0.55,0.9,0.049,-0.131,0.178
 Toto-1.0,Moirai-2.0,0.85,0.7,1.0,0.087,0.029,0.145
 Toto-1.0,PatchTST,0.9,0.75,1.0,0.118,-0.078,0.246
 Toto-1.0,TFT,1.0,1.0,1.0,0.2,0.108,0.294
-Toto-1.0,TabPFN-TS,0.8,0.6,0.95,0.145,0.066,0.217
 Toto-1.0,Chronos-Bolt,0.95,0.85,1.0,0.151,0.089,0.21
 Toto-1.0,Seasonal Naive,1.0,1.0,1.0,0.645,0.563,0.725
 Toto-2.0-4m,Toto-2.0-2.5B,0.0,0.0,0.0,-0.149,-0.258,-0.075
@@ -108,6 +108,7 @@ Toto-2.0-4m,Toto-2.0-22m,0.0,0.0,0.0,-0.071,-0.112,-0.038
 Toto-2.0-4m,Chronos-2,0.4,0.2,0.65,-0.076,-0.207,-0.004
 Toto-2.0-4m,Toto-1.0,0.4,0.2,0.6,-0.001,-0.029,0.038
 Toto-2.0-4m,Toto-2.0-4m,0.5,0.5,0.5,0.0,0.0,0.0
+Toto-2.0-4m,TiRex-2,0.65,0.45,0.85,0.012,-0.009,0.034
 Toto-2.0-4m,TimesFM-2.5,0.6,0.4,0.8,0.019,-0.028,0.056
 Toto-2.0-4m,TiRex,0.8,0.649,0.95,0.045,0.016,0.082
 Toto-2.0-4m,TabPFN-TS-3,0.75,0.55,0.95,0.002,-0.182,0.109
@@ -115,9 +116,25 @@ Toto-2.0-4m,FlowState,0.85,0.7,1.0,0.048,-0.128,0.162
 Toto-2.0-4m,Moirai-2.0,0.9,0.75,1.0,0.086,0.049,0.128
 Toto-2.0-4m,PatchTST,0.95,0.85,1.0,0.117,-0.066,0.232
 Toto-2.0-4m,TFT,0.9,0.75,1.0,0.2,0.09,0.31
-Toto-2.0-4m,TabPFN-TS,0.85,0.7,1.0,0.144,0.08,0.213
 Toto-2.0-4m,Chronos-Bolt,1.0,1.0,1.0,0.15,0.107,0.197
 Toto-2.0-4m,Seasonal Naive,1.0,1.0,1.0,0.644,0.559,0.727
+TiRex-2,Toto-2.0-2.5B,0.0,0.0,0.0,-0.163,-0.286,-0.084
+TiRex-2,Toto-2.0-1B,0.0,0.0,0.0,-0.152,-0.258,-0.082
+TiRex-2,Toto-2.0-313m,0.0,0.0,0.0,-0.14,-0.222,-0.08
+TiRex-2,Toto-2.0-22m,0.0,0.0,0.0,-0.084,-0.136,-0.046
+TiRex-2,Chronos-2,0.2,0.05,0.4,-0.089,-0.227,-0.017
+TiRex-2,Toto-1.0,0.2,0.05,0.35,-0.013,-0.049,0.039
+TiRex-2,Toto-2.0-4m,0.35,0.15,0.55,-0.012,-0.035,0.009
+TiRex-2,TiRex-2,0.5,0.5,0.5,0.0,0.0,0.0
+TiRex-2,TimesFM-2.5,0.65,0.45,0.85,0.007,-0.056,0.053
+TiRex-2,TiRex,0.65,0.45,0.85,0.034,0.004,0.075
+TiRex-2,TabPFN-TS-3,0.75,0.6,0.9,-0.01,-0.207,0.11
+TiRex-2,FlowState,0.75,0.55,0.95,0.036,-0.151,0.155
+TiRex-2,Moirai-2.0,0.95,0.85,1.0,0.075,0.041,0.122
+TiRex-2,PatchTST,0.9,0.75,1.0,0.106,-0.096,0.232
+TiRex-2,TFT,0.85,0.7,0.95,0.19,0.073,0.312
+TiRex-2,Chronos-Bolt,1.0,1.0,1.0,0.14,0.099,0.185
+TiRex-2,Seasonal Naive,1.0,1.0,1.0,0.64,0.55,0.728
 TimesFM-2.5,Toto-2.0-2.5B,0.0,0.0,0.0,-0.171,-0.256,-0.105
 TimesFM-2.5,Toto-2.0-1B,0.0,0.0,0.0,-0.16,-0.236,-0.1
 TimesFM-2.5,Toto-2.0-313m,0.0,0.0,0.0,-0.147,-0.223,-0.095
@@ -125,6 +142,7 @@ TimesFM-2.5,Toto-2.0-22m,0.05,0.0,0.15,-0.091,-0.138,-0.055
 TimesFM-2.5,Chronos-2,0.25,0.1,0.45,-0.097,-0.183,-0.034
 TimesFM-2.5,Toto-1.0,0.25,0.05,0.45,-0.02,-0.079,0.045
 TimesFM-2.5,Toto-2.0-4m,0.4,0.2,0.6,-0.019,-0.059,0.027
+TimesFM-2.5,TiRex-2,0.35,0.15,0.55,-0.007,-0.056,0.053
 TimesFM-2.5,TimesFM-2.5,0.5,0.5,0.5,0.0,0.0,0.0
 TimesFM-2.5,TiRex,0.6,0.4,0.8,0.027,-0.018,0.086
 TimesFM-2.5,TabPFN-TS-3,0.6,0.4,0.8,-0.017,-0.149,0.071
@@ -132,7 +150,6 @@ TimesFM-2.5,FlowState,0.7,0.5,0.9,0.03,-0.104,0.121
 TimesFM-2.5,Moirai-2.0,0.85,0.65,1.0,0.069,0.028,0.116
 TimesFM-2.5,PatchTST,0.85,0.7,1.0,0.1,-0.044,0.208
 TimesFM-2.5,TFT,0.8,0.6,0.95,0.184,0.06,0.307
-TimesFM-2.5,TabPFN-TS,0.8,0.65,0.95,0.128,0.067,0.195
 TimesFM-2.5,Chronos-Bolt,0.9,0.75,1.0,0.134,0.092,0.179
 TimesFM-2.5,Seasonal Naive,1.0,1.0,1.0,0.638,0.557,0.714
 TiRex,Toto-2.0-2.5B,0.0,0.0,0.0,-0.203,-0.356,-0.1
@@ -142,6 +159,7 @@ TiRex,Toto-2.0-22m,0.05,0.0,0.15,-0.122,-0.202,-0.061
 TiRex,Chronos-2,0.15,0.0,0.3,-0.127,-0.285,-0.033
 TiRex,Toto-1.0,0.25,0.1,0.45,-0.048,-0.105,-0.0
 TiRex,Toto-2.0-4m,0.2,0.05,0.351,-0.047,-0.089,-0.016
+TiRex,TiRex-2,0.35,0.15,0.55,-0.035,-0.081,-0.004
 TiRex,TimesFM-2.5,0.4,0.2,0.6,-0.028,-0.095,0.018
 TiRex,TiRex,0.5,0.5,0.5,0.0,0.0,0.0
 TiRex,TabPFN-TS-3,0.7,0.5,0.9,-0.045,-0.247,0.06
@@ -149,7 +167,6 @@ TiRex,FlowState,0.7,0.5,0.9,0.003,-0.19,0.122
 TiRex,Moirai-2.0,0.9,0.75,1.0,0.043,0.019,0.07
 TiRex,PatchTST,0.8,0.6,0.95,0.075,-0.133,0.211
 TiRex,TFT,0.85,0.7,0.95,0.162,0.034,0.285
-TiRex,TabPFN-TS,0.75,0.55,0.95,0.104,0.027,0.178
 TiRex,Chronos-Bolt,0.9,0.75,1.0,0.11,0.064,0.155
 TiRex,Seasonal Naive,1.0,1.0,1.0,0.627,0.54,0.71
 TabPFN-TS-3,Toto-2.0-2.5B,0.05,0.0,0.15,-0.151,-0.285,-0.049
@@ -159,6 +176,7 @@ TabPFN-TS-3,Toto-2.0-22m,0.1,0.0,0.25,-0.073,-0.202,0.069
 TabPFN-TS-3,Chronos-2,0.1,0.0,0.25,-0.078,-0.172,-0.012
 TabPFN-TS-3,Toto-1.0,0.2,0.05,0.4,-0.003,-0.146,0.175
 TabPFN-TS-3,Toto-2.0-4m,0.25,0.05,0.45,-0.002,-0.123,0.154
+TabPFN-TS-3,TiRex-2,0.25,0.1,0.4,0.01,-0.124,0.172
 TabPFN-TS-3,TimesFM-2.5,0.4,0.2,0.6,0.017,-0.077,0.13
 TabPFN-TS-3,TiRex,0.3,0.1,0.5,0.043,-0.064,0.198
 TabPFN-TS-3,TabPFN-TS-3,0.5,0.5,0.5,0.0,0.0,0.0
@@ -166,7 +184,6 @@ TabPFN-TS-3,FlowState,0.5,0.3,0.7,0.046,-0.042,0.123
 TabPFN-TS-3,Moirai-2.0,0.6,0.399,0.8,0.084,-0.013,0.224
 TabPFN-TS-3,PatchTST,0.7,0.5,0.9,0.115,0.011,0.208
 TabPFN-TS-3,TFT,0.7,0.5,0.9,0.198,0.019,0.365
-TabPFN-TS-3,TabPFN-TS,0.85,0.65,1.0,0.143,0.058,0.248
 TabPFN-TS-3,Chronos-Bolt,0.85,0.65,1.0,0.148,0.036,0.276
 TabPFN-TS-3,Seasonal Naive,1.0,1.0,1.0,0.644,0.549,0.724
 FlowState,Toto-2.0-2.5B,0.05,0.0,0.15,-0.206,-0.343,-0.092
@@ -176,6 +193,7 @@ FlowState,Toto-2.0-22m,0.1,0.0,0.25,-0.124,-0.271,0.021
 FlowState,Chronos-2,0.15,0.0,0.35,-0.13,-0.232,-0.053
 FlowState,Toto-1.0,0.25,0.1,0.45,-0.051,-0.217,0.116
 FlowState,Toto-2.0-4m,0.15,0.0,0.3,-0.05,-0.194,0.113
+FlowState,TiRex-2,0.25,0.05,0.45,-0.037,-0.184,0.131
 FlowState,TimesFM-2.5,0.3,0.1,0.5,-0.03,-0.137,0.094
 FlowState,TiRex,0.3,0.1,0.5,-0.003,-0.139,0.159
 FlowState,TabPFN-TS-3,0.5,0.3,0.7,-0.048,-0.141,0.04
@@ -183,7 +201,6 @@ FlowState,FlowState,0.5,0.5,0.5,0.0,0.0,0.0
 FlowState,Moirai-2.0,0.5,0.25,0.7,0.04,-0.089,0.189
 FlowState,PatchTST,0.6,0.4,0.8,0.073,-0.056,0.185
 FlowState,TFT,0.65,0.45,0.85,0.16,-0.028,0.323
-FlowState,TabPFN-TS,0.65,0.45,0.85,0.101,-0.03,0.222
 FlowState,Chronos-Bolt,0.8,0.649,0.95,0.107,0.023,0.228
 FlowState,Seasonal Naive,1.0,1.0,1.0,0.626,0.538,0.704
 Moirai-2.0,Toto-2.0-2.5B,0.0,0.0,0.0,-0.257,-0.404,-0.148
@@ -193,6 +210,7 @@ Moirai-2.0,Toto-2.0-22m,0.0,0.0,0.0,-0.171,-0.257,-0.105
 Moirai-2.0,Chronos-2,0.0,0.0,0.0,-0.177,-0.33,-0.071
 Moirai-2.0,Toto-1.0,0.15,0.0,0.3,-0.095,-0.17,-0.03
 Moirai-2.0,Toto-2.0-4m,0.1,0.0,0.25,-0.094,-0.147,-0.052
+Moirai-2.0,TiRex-2,0.05,0.0,0.15,-0.081,-0.139,-0.043
 Moirai-2.0,TimesFM-2.5,0.15,0.0,0.35,-0.074,-0.131,-0.029
 Moirai-2.0,TiRex,0.1,0.0,0.25,-0.044,-0.075,-0.02
 Moirai-2.0,TabPFN-TS-3,0.4,0.2,0.601,-0.092,-0.288,0.013
@@ -200,7 +218,6 @@ Moirai-2.0,FlowState,0.5,0.3,0.75,-0.042,-0.233,0.082
 Moirai-2.0,Moirai-2.0,0.5,0.5,0.5,0.0,0.0,0.0
 Moirai-2.0,PatchTST,0.6,0.4,0.8,0.034,-0.175,0.172
 Moirai-2.0,TFT,0.7,0.5,0.9,0.124,-0.012,0.26
-Moirai-2.0,TabPFN-TS,0.6,0.4,0.8,0.064,-0.017,0.142
 Moirai-2.0,Chronos-Bolt,0.85,0.699,0.975,0.07,0.023,0.118
 Moirai-2.0,Seasonal Naive,1.0,1.0,1.0,0.611,0.523,0.693
 PatchTST,Toto-2.0-2.5B,0.05,0.0,0.15,-0.301,-0.483,-0.142
@@ -210,6 +227,7 @@ PatchTST,Toto-2.0-22m,0.05,0.0,0.15,-0.213,-0.392,-0.029
 PatchTST,Chronos-2,0.15,0.0,0.3,-0.219,-0.369,-0.087
 PatchTST,Toto-1.0,0.1,0.0,0.25,-0.134,-0.327,0.072
 PatchTST,Toto-2.0-4m,0.05,0.0,0.15,-0.133,-0.303,0.062
+PatchTST,TiRex-2,0.1,0.0,0.25,-0.119,-0.302,0.088
 PatchTST,TimesFM-2.5,0.15,0.0,0.3,-0.112,-0.262,0.042
 PatchTST,TiRex,0.2,0.05,0.4,-0.081,-0.267,0.118
 PatchTST,TabPFN-TS-3,0.3,0.1,0.5,-0.13,-0.262,-0.011
@@ -217,7 +235,6 @@ PatchTST,FlowState,0.4,0.2,0.6,-0.079,-0.227,0.053
 PatchTST,Moirai-2.0,0.4,0.2,0.6,-0.035,-0.208,0.149
 PatchTST,PatchTST,0.5,0.5,0.5,0.0,0.0,0.0
 PatchTST,TFT,0.425,0.225,0.625,0.093,-0.057,0.271
-PatchTST,TabPFN-TS,0.75,0.6,0.95,0.031,-0.127,0.186
 PatchTST,Chronos-Bolt,0.6,0.4,0.8,0.037,-0.124,0.209
 PatchTST,Seasonal Naive,0.9,0.75,1.0,0.597,0.477,0.698
 TFT,Toto-2.0-2.5B,0.0,0.0,0.0,-0.435,-0.762,-0.215
@@ -227,6 +244,7 @@ TFT,Toto-2.0-22m,0.0,0.0,0.0,-0.338,-0.598,-0.163
 TFT,Chronos-2,0.05,0.0,0.15,-0.344,-0.652,-0.133
 TFT,Toto-1.0,0.0,0.0,0.0,-0.251,-0.415,-0.121
 TFT,Toto-2.0-4m,0.1,0.0,0.25,-0.249,-0.449,-0.099
+TFT,TiRex-2,0.15,0.05,0.3,-0.234,-0.453,-0.079
 TFT,TimesFM-2.5,0.2,0.05,0.4,-0.226,-0.442,-0.064
 TFT,TiRex,0.15,0.05,0.3,-0.193,-0.399,-0.035
 TFT,TabPFN-TS-3,0.3,0.1,0.5,-0.247,-0.574,-0.019
@@ -234,26 +252,8 @@ TFT,FlowState,0.35,0.15,0.55,-0.19,-0.477,0.027
 TFT,Moirai-2.0,0.3,0.1,0.5,-0.142,-0.351,0.012
 TFT,PatchTST,0.575,0.375,0.775,-0.103,-0.372,0.054
 TFT,TFT,0.5,0.5,0.5,0.0,0.0,0.0
-TFT,TabPFN-TS,0.6,0.4,0.8,-0.069,-0.3,0.102
 TFT,Chronos-Bolt,0.5,0.3,0.7,-0.062,-0.262,0.087
 TFT,Seasonal Naive,0.9,0.75,1.0,0.556,0.443,0.658
-TabPFN-TS,Toto-2.0-2.5B,0.0,0.0,0.0,-0.342,-0.464,-0.239
-TabPFN-TS,Toto-2.0-1B,0.0,0.0,0.0,-0.33,-0.452,-0.234
-TabPFN-TS,Toto-2.0-313m,0.0,0.0,0.0,-0.316,-0.433,-0.224
-TabPFN-TS,Toto-2.0-22m,0.05,0.0,0.15,-0.251,-0.355,-0.171
-TabPFN-TS,Chronos-2,0.0,0.0,0.0,-0.257,-0.377,-0.164
-TabPFN-TS,Toto-1.0,0.2,0.05,0.4,-0.17,-0.277,-0.07
-TabPFN-TS,Toto-2.0-4m,0.15,0.0,0.3,-0.168,-0.271,-0.087
-TabPFN-TS,TimesFM-2.5,0.2,0.05,0.35,-0.147,-0.242,-0.072
-TabPFN-TS,TiRex,0.25,0.05,0.45,-0.116,-0.216,-0.027
-TabPFN-TS,TabPFN-TS-3,0.15,0.0,0.35,-0.166,-0.33,-0.061
-TabPFN-TS,FlowState,0.35,0.15,0.55,-0.113,-0.285,0.029
-TabPFN-TS,Moirai-2.0,0.4,0.2,0.6,-0.068,-0.165,0.016
-TabPFN-TS,PatchTST,0.25,0.05,0.4,-0.032,-0.229,0.112
-TabPFN-TS,TFT,0.4,0.2,0.6,0.065,-0.114,0.231
-TabPFN-TS,TabPFN-TS,0.5,0.5,0.5,0.0,0.0,0.0
-TabPFN-TS,Chronos-Bolt,0.45,0.25,0.65,0.007,-0.104,0.097
-TabPFN-TS,Seasonal Naive,1.0,1.0,1.0,0.584,0.475,0.679
 Chronos-Bolt,Toto-2.0-2.5B,0.0,0.0,0.0,-0.351,-0.498,-0.233
 Chronos-Bolt,Toto-2.0-1B,0.0,0.0,0.0,-0.339,-0.471,-0.228
 Chronos-Bolt,Toto-2.0-313m,0.0,0.0,0.0,-0.325,-0.437,-0.227
@@ -261,6 +261,7 @@ Chronos-Bolt,Toto-2.0-22m,0.0,0.0,0.0,-0.26,-0.345,-0.186
 Chronos-Bolt,Chronos-2,0.0,0.0,0.0,-0.266,-0.429,-0.154
 Chronos-Bolt,Toto-1.0,0.05,0.0,0.15,-0.177,-0.267,-0.098
 Chronos-Bolt,Toto-2.0-4m,0.0,0.0,0.0,-0.176,-0.246,-0.12
+Chronos-Bolt,TiRex-2,0.0,0.0,0.0,-0.162,-0.227,-0.11
 Chronos-Bolt,TimesFM-2.5,0.1,0.0,0.25,-0.154,-0.218,-0.101
 Chronos-Bolt,TiRex,0.1,0.0,0.25,-0.123,-0.183,-0.069
 Chronos-Bolt,TabPFN-TS-3,0.15,0.0,0.35,-0.174,-0.382,-0.037
@@ -268,7 +269,6 @@ Chronos-Bolt,FlowState,0.2,0.05,0.351,-0.12,-0.295,-0.023
 Chronos-Bolt,Moirai-2.0,0.15,0.025,0.301,-0.075,-0.134,-0.024
 Chronos-Bolt,PatchTST,0.4,0.2,0.6,-0.039,-0.264,0.11
 Chronos-Bolt,TFT,0.5,0.3,0.7,0.059,-0.096,0.207
-Chronos-Bolt,TabPFN-TS,0.55,0.35,0.75,-0.007,-0.108,0.094
 Chronos-Bolt,Chronos-Bolt,0.5,0.5,0.5,0.0,0.0,0.0
 Chronos-Bolt,Seasonal Naive,1.0,1.0,1.0,0.582,0.486,0.675
 Seasonal Naive,Toto-2.0-2.5B,0.0,0.0,0.0,-2.229,-3.277,-1.556
@@ -278,6 +278,7 @@ Seasonal Naive,Toto-2.0-22m,0.0,0.0,0.0,-2.011,-2.926,-1.406
 Seasonal Naive,Chronos-2,0.0,0.0,0.0,-2.025,-2.936,-1.394
 Seasonal Naive,Toto-1.0,0.0,0.0,0.0,-1.814,-2.639,-1.287
 Seasonal Naive,Toto-2.0-4m,0.0,0.0,0.0,-1.811,-2.664,-1.269
+Seasonal Naive,TiRex-2,0.0,0.0,0.0,-1.778,-2.67,-1.221
 Seasonal Naive,TimesFM-2.5,0.0,0.0,0.0,-1.759,-2.495,-1.259
 Seasonal Naive,TiRex,0.0,0.0,0.0,-1.684,-2.448,-1.175
 Seasonal Naive,TabPFN-TS-3,0.0,0.0,0.0,-1.806,-2.622,-1.215
@@ -285,6 +286,5 @@ Seasonal Naive,FlowState,0.0,0.0,0.0,-1.677,-2.381,-1.163
 Seasonal Naive,Moirai-2.0,0.0,0.0,0.0,-1.57,-2.259,-1.095
 Seasonal Naive,PatchTST,0.1,0.0,0.25,-1.482,-2.307,-0.914
 Seasonal Naive,TFT,0.1,0.0,0.25,-1.25,-1.926,-0.795
-Seasonal Naive,TabPFN-TS,0.0,0.0,0.0,-1.406,-2.118,-0.903
 Seasonal Naive,Chronos-Bolt,0.0,0.0,0.0,-1.39,-2.073,-0.945
 Seasonal Naive,Seasonal Naive,0.5,0.5,0.5,0.0,0.0,0.0
diff --git a/tables/domain_econ/leaderboard_MASE.csv b/tables/domain_econ/leaderboard_MASE.csv
index 476cf12f88d1e3aeab0077c322747ed4748c89ac..18e7aaf3edce9c3fe6300dbd459d6fb3868826ec 100644
--- a/tables/domain_econ/leaderboard_MASE.csv
+++ b/tables/domain_econ/leaderboard_MASE.csv
@@ -1,28 +1,29 @@
 model_name,win_rate,skill_score,median_training_time_s_per100,median_inference_time_s_per100,training_corpus_overlap,num_failures
-Stat. Ensemble,80.76923076923077,38.47702197421158,0.0,73.43481351955408,0.0,0.0
-Toto-2.0-22m,76.6025641025641,37.883510512986405,0.0,0.2300832338301921,0.0,0.0
-Toto-2.0-1B,74.99999999999999,37.647796213911036,0.0,2.4167769806179775,0.0,0.0
-Toto-2.0-313m,72.11538461538463,37.637104246897856,0.0,0.9865880503225806,0.0,0.0
-Toto-2.0-2.5B,71.79487179487182,37.649421436010044,0.0,5.236902611304615,0.0,0.0
-TiRex,70.19230769230771,36.87592044073875,0.0,0.16472977363175062,0.0,0.0
-Chronos-2,69.55128205128204,36.307128273958256,0.0,0.14791438772454144,0.0,0.0
-LightGBM,68.58974358974356,36.739370201928836,0.20454036927361854,0.03409663050126502,0.0,0.0
-AutoETS,65.7051282051282,35.908870624227376,0.0,1.5253584038361796,0.0,0.0
-FlowState,64.1025641025641,35.21482359572895,0.0,0.8205954025996205,0.16666666666666666,0.0
-CatBoost,63.14102564102565,35.982559330359685,3.42108969184492,0.03905346701454776,0.0,0.0
-Toto-2.0-4m,58.33333333333333,35.180832137280916,0.0,0.1810118077664009,0.0,0.0
-Toto-1.0,57.692307692307686,32.41516602344565,0.0,5.0937543479594325,0.16666666666666666,0.0
-AutoARIMA,53.84615384615385,33.893658085803416,0.0,6.5345976113161015,0.0,0.0
-TabPFN-TS,50.0,34.19057001716027,0.0,52.326198869129215,0.0,0.0
-AutoTheta,50.0,32.52926186802178,0.0,0.9578271612919038,0.0,0.0
-Drift,47.756410256410255,29.639454067966152,0.0,0.4198026182352941,0.0,0.0
-TimesFM-2.5,47.43589743589744,32.83344751489832,0.0,0.3095206282094962,0.16666666666666666,0.0
-Chronos-Bolt,37.50000000000001,30.133730029400986,0.0,0.1587546411616528,0.0,0.0
-TabPFN-TS-3,37.179487179487175,28.575629786307356,0.0,190.9822121554963,0.0,0.0
-Moirai-2.0,36.858974358974365,28.236498726126015,0.0,0.21986280235955058,0.16666666666666666,0.0
-DeepAR,28.205128205128204,24.302560020818376,546.7685936688092,0.18274403532732447,0.0,0.0
-Sundial-Base,19.871794871794872,19.70951503418047,0.0,8.00438149490214,0.0,0.0
-PatchTST,15.064102564102566,15.279108700450617,310.3190003231231,0.1605401314516129,0.0,0.0
-Naive,13.782051282051283,15.593612422240255,0.0,0.46331807906862743,0.0,0.0
-TFT,11.538461538461538,9.838087249658834,445.02348117965687,0.18857640938013914,0.0,0.0
-Seasonal Naive,7.3717948717948705,0.0,0.0,0.41450250024509805,0.0,0.0
+TiRex-2,89.50617283950616,40.553930524399625,0.0,0.11294837920086495,0.0,0.0
+Stat. Ensemble,79.320987654321,38.47702197421158,0.0,73.43481351955408,0.0,0.0
+Toto-2.0-22m,74.69135802469134,37.883510512986405,0.0,0.2300832338301921,0.0,0.0
+Toto-2.0-1B,72.83950617283949,37.647796213911036,0.0,2.4167769806179775,0.0,0.0
+Toto-2.0-313m,70.06172839506173,37.637104246897856,0.0,0.9865880503225806,0.0,0.0
+Toto-2.0-2.5B,69.7530864197531,37.649421436010044,0.0,5.236902611304615,0.0,0.0
+TiRex,67.59259259259261,36.87592044073875,0.0,0.16472977363175062,0.0,0.0
+Chronos-2,67.5925925925926,36.307128273958256,0.0,0.14791438772454144,0.0,0.0
+LightGBM,66.358024691358,36.739370201928836,0.20454036927361854,0.03409663050126502,0.0,0.0
+AutoETS,63.58024691358024,35.908870624227376,0.0,1.5253584038361796,0.0,0.0
+FlowState,62.34567901234568,35.21482359572895,0.0,0.8205954025996205,0.16666666666666666,0.0
+CatBoost,61.41975308641976,35.982559330359685,3.42108969184492,0.03905346701454776,0.0,0.0
+Toto-2.0-4m,56.48148148148149,35.180832137280916,0.0,0.1810118077664009,0.0,0.0
+Toto-1.0,56.172839506172835,32.41516602344565,0.0,5.0937543479594325,0.16666666666666666,0.0
+AutoARIMA,52.160493827160494,33.893658085803416,0.0,6.5345976113161015,0.0,0.0
+TabPFN-TS,48.76543209876543,34.19057001716027,0.0,52.326198869129215,0.0,0.0
+AutoTheta,48.456790123456784,32.52926186802178,0.0,0.9578271612919038,0.0,0.0
+Drift,46.29629629629629,29.639454067966152,0.0,0.4198026182352941,0.0,0.0
+TimesFM-2.5,45.98765432098766,32.83344751489832,0.0,0.3095206282094962,0.16666666666666666,0.0
+Chronos-Bolt,36.111111111111114,30.133730029400986,0.0,0.1587546411616528,0.0,0.0
+TabPFN-TS-3,36.11111111111111,28.575629786307356,0.0,190.9822121554963,0.0,0.0
+Moirai-2.0,35.49382716049383,28.236498726126015,0.0,0.21986280235955058,0.16666666666666666,0.0
+DeepAR,27.469135802469136,24.302560020818376,546.7685936688092,0.18274403532732447,0.0,0.0
+Sundial-Base,19.444444444444443,19.70951503418047,0.0,8.00438149490214,0.0,0.0
+PatchTST,14.506172839506174,15.279108700450617,310.3190003231231,0.1605401314516129,0.0,0.0
+Naive,13.271604938271608,15.593612422240255,0.0,0.46331807906862743,0.0,0.0
+TFT,11.111111111111112,9.838087249658834,445.02348117965687,0.18857640938013914,0.0,0.0
+Seasonal Naive,7.098765432098765,0.0,0.0,0.41450250024509805,0.0,0.0
diff --git a/tables/domain_econ/leaderboard_SQL.csv b/tables/domain_econ/leaderboard_SQL.csv
index b89e6c1c0b09cf9cc97fc0235ef846257f6ad54d..c7a911517957bc7cda2ab8f7c5cd1099bfb5586f 100644
--- a/tables/domain_econ/leaderboard_SQL.csv
+++ b/tables/domain_econ/leaderboard_SQL.csv
@@ -1,28 +1,29 @@
 model_name,win_rate,skill_score,median_training_time_s_per100,median_inference_time_s_per100,training_corpus_overlap,num_failures
-Chronos-2,80.76923076923077,37.73601252203713,0.0,0.14791438772454144,0.0,0.0
-TiRex,80.76923076923077,38.16787226217255,0.0,0.16472977363175062,0.0,0.0
-Toto-2.0-2.5B,80.44871794871794,38.54527045088485,0.0,5.236902611304615,0.0,0.0
-Toto-2.0-1B,80.12820512820512,38.30540837943911,0.0,2.4167769806179775,0.0,0.0
-Toto-2.0-313m,79.8076923076923,38.27714813601945,0.0,0.9865880503225806,0.0,0.0
-Toto-2.0-22m,79.48717948717949,38.28322277552283,0.0,0.2300832338301921,0.0,0.0
-Stat. Ensemble,72.75641025641025,37.119576639717835,0.0,73.43481351955408,0.0,0.0
-FlowState,68.26923076923077,35.273957411546085,0.0,0.8205954025996205,0.16666666666666666,0.0
-Toto-2.0-4m,65.06410256410257,35.90432755342822,0.0,0.1810118077664009,0.0,0.0
-Toto-1.0,61.85897435897437,33.496371356107844,0.0,5.0937543479594325,0.16666666666666666,0.0
-TabPFN-TS,61.21794871794872,35.173459448094114,0.0,52.326198869129215,0.0,0.0
-AutoETS,58.974358974358964,29.18586393990128,0.0,1.5253584038361796,0.0,0.0
-TimesFM-2.5,52.564102564102576,32.772070331944484,0.0,0.3095206282094962,0.16666666666666666,0.0
-AutoARIMA,50.32051282051282,31.72145242450589,0.0,6.5345976113161015,0.0,0.0
-Chronos-Bolt,49.03846153846153,31.81815534740079,0.0,0.1587546411616528,0.0,0.0
-Moirai-2.0,42.30769230769231,29.079628766325204,0.0,0.21986280235955058,0.16666666666666666,0.0
-AutoTheta,41.34615384615385,29.61896808086114,0.0,0.9578271612919038,0.0,0.0
-Drift,40.705128205128204,25.58270375016218,0.0,0.4198026182352941,0.0,0.0
-TabPFN-TS-3,40.38461538461539,29.19971717461506,0.0,190.9822121554963,0.0,0.0
-DeepAR,38.141025641025635,25.12762288287479,546.7685936688092,0.18274403532732447,0.0,0.0
-LightGBM,28.846153846153843,24.325044506495818,0.20454036927361854,0.03409663050126502,0.0,0.0
-CatBoost,23.717948717948715,23.419716355230047,3.42108969184492,0.03905346701454776,0.0,0.0
-PatchTST,20.51282051282051,16.930294384775955,310.3190003231231,0.1605401314516129,0.0,0.0
-Sundial-Base,16.346153846153847,14.510260955147846,0.0,8.00438149490214,0.0,0.0
-Naive,14.423076923076925,11.510640002523509,0.0,0.46331807906862743,0.0,0.0
-TFT,14.102564102564102,9.329379481293765,445.02348117965687,0.18857640938013914,0.0,0.0
-Seasonal Naive,7.692307692307692,0.0,0.0,0.41450250024509805,0.0,0.0
+TiRex-2,92.90123456790123,41.37587435805797,0.0,0.11294837920086495,0.0,0.0
+Chronos-2,78.08641975308643,37.73601252203713,0.0,0.14791438772454144,0.0,0.0
+Toto-2.0-2.5B,78.08641975308642,38.54527045088485,0.0,5.236902611304615,0.0,0.0
+TiRex,77.77777777777779,38.16787226217255,0.0,0.16472977363175062,0.0,0.0
+Toto-2.0-1B,77.77777777777779,38.30540837943911,0.0,2.4167769806179775,0.0,0.0
+Toto-2.0-22m,77.46913580246914,38.28322277552283,0.0,0.2300832338301921,0.0,0.0
+Toto-2.0-313m,77.46913580246914,38.27714813601945,0.0,0.9865880503225806,0.0,0.0
+Stat. Ensemble,70.67901234567903,37.119576639717835,0.0,73.43481351955408,0.0,0.0
+FlowState,66.35802469135803,35.273957411546085,0.0,0.8205954025996205,0.16666666666666666,0.0
+Toto-2.0-4m,62.96296296296296,35.90432755342822,0.0,0.1810118077664009,0.0,0.0
+Toto-1.0,59.56790123456791,33.496371356107844,0.0,5.0937543479594325,0.16666666666666666,0.0
+TabPFN-TS,59.5679012345679,35.173459448094114,0.0,52.326198869129215,0.0,0.0
+AutoETS,56.79012345679012,29.18586393990128,0.0,1.5253584038361796,0.0,0.0
+TimesFM-2.5,50.92592592592594,32.772070331944484,0.0,0.3095206282094962,0.16666666666666666,0.0
+AutoARIMA,48.76543209876543,31.72145242450589,0.0,6.5345976113161015,0.0,0.0
+Chronos-Bolt,47.22222222222223,31.81815534740079,0.0,0.1587546411616528,0.0,0.0
+Moirai-2.0,40.74074074074074,29.079628766325204,0.0,0.21986280235955058,0.16666666666666666,0.0
+AutoTheta,40.123456790123456,29.61896808086114,0.0,0.9578271612919038,0.0,0.0
+Drift,39.50617283950618,25.58270375016218,0.0,0.4198026182352941,0.0,0.0
+TabPFN-TS-3,39.19753086419753,29.19971717461506,0.0,190.9822121554963,0.0,0.0
+DeepAR,37.03703703703703,25.12762288287479,546.7685936688092,0.18274403532732447,0.0,0.0
+LightGBM,27.777777777777775,24.325044506495818,0.20454036927361854,0.03409663050126502,0.0,0.0
+CatBoost,22.839506172839506,23.419716355230047,3.42108969184492,0.03905346701454776,0.0,0.0
+PatchTST,19.753086419753085,16.930294384775955,310.3190003231231,0.1605401314516129,0.0,0.0
+Sundial-Base,15.74074074074074,14.510260955147846,0.0,8.00438149490214,0.0,0.0
+Naive,13.88888888888889,11.510640002523509,0.0,0.46331807906862743,0.0,0.0
+TFT,13.580246913580249,9.329379481293765,445.02348117965687,0.18857640938013914,0.0,0.0
+Seasonal Naive,7.4074074074074066,0.0,0.0,0.41450250024509805,0.0,0.0
diff --git a/tables/domain_econ/leaderboard_WAPE.csv b/tables/domain_econ/leaderboard_WAPE.csv
index 4d7f7f71624fe895c046ead6f2ef1fb597986576..bef2947d0a242e52e89bc73555c4d1db26acd26a 100644
--- a/tables/domain_econ/leaderboard_WAPE.csv
+++ b/tables/domain_econ/leaderboard_WAPE.csv
@@ -1,28 +1,29 @@
 model_name,win_rate,skill_score,median_training_time_s_per100,median_inference_time_s_per100,training_corpus_overlap,num_failures
-Toto-2.0-1B,80.76923076923079,38.80502192761649,0.0,2.4167769806179775,0.0,0.0
-Toto-2.0-2.5B,79.8076923076923,39.10703314170318,0.0,5.236902611304615,0.0,0.0
-Toto-2.0-313m,76.28205128205128,38.257695402459,0.0,0.9865880503225806,0.0,0.0
-Toto-2.0-22m,72.43589743589743,37.906655236674865,0.0,0.2300832338301921,0.0,0.0
-TiRex,71.15384615384616,37.758720587285445,0.0,0.16472977363175062,0.0,0.0
-Stat. Ensemble,66.34615384615384,38.177219528557146,0.0,73.43481351955408,0.0,0.0
-Chronos-2,64.74358974358974,36.558735189016225,0.0,0.14791438772454144,0.0,0.0
-Toto-1.0,60.897435897435905,33.97875884401389,0.0,5.0937543479594325,0.16666666666666666,0.0
-TimesFM-2.5,60.57692307692308,35.89256072267927,0.0,0.3095206282094962,0.16666666666666666,0.0
-TabPFN-TS,59.294871794871796,36.531743334435674,0.0,52.326198869129215,0.0,0.0
-FlowState,58.974358974358964,37.645403955852096,0.0,0.8205954025996205,0.16666666666666666,0.0
-CatBoost,56.730769230769226,35.20082715344605,3.42108969184492,0.03905346701454776,0.0,0.0
-Toto-2.0-4m,55.44871794871795,33.31225235226658,0.0,0.1810118077664009,0.0,0.0
-AutoETS,55.44871794871795,34.84116662551825,0.0,1.5253584038361796,0.0,0.0
-LightGBM,53.84615384615385,35.02206834104291,0.20454036927361854,0.03409663050126502,0.0,0.0
-AutoARIMA,50.32051282051282,35.732170334358024,0.0,6.5345976113161015,0.0,0.0
-Chronos-Bolt,47.11538461538461,30.478143266802604,0.0,0.1587546411616528,0.0,0.0
-TabPFN-TS-3,45.51282051282052,29.457560079978773,0.0,190.9822121554963,0.0,0.0
-Moirai-2.0,45.1923076923077,28.277512977220987,0.0,0.21986280235955058,0.16666666666666666,0.0
-AutoTheta,42.94871794871795,31.812923074763923,0.0,0.9578271612919038,0.0,0.0
-Drift,42.94871794871795,28.435824921980835,0.0,0.4198026182352941,0.0,0.0
-Naive,20.192307692307693,15.872310498117715,0.0,0.46331807906862743,0.0,0.0
-Sundial-Base,19.230769230769226,17.737235971841127,0.0,8.00438149490214,0.0,0.0
-DeepAR,18.269230769230766,19.60425306556468,546.7685936688092,0.18274403532732447,0.0,0.0
-PatchTST,18.269230769230766,15.619782622761335,310.3190003231231,0.1605401314516129,0.0,0.0
-TFT,16.025641025641026,6.946074243338563,445.02348117965687,0.18857640938013914,0.0,0.0
-Seasonal Naive,11.217948717948719,0.0,0.0,0.41450250024509805,0.0,0.0
+TiRex-2,87.96296296296296,42.13247790984753,0.0,0.11294837920086495,0.0,0.0
+Toto-2.0-1B,79.320987654321,38.80502192761649,0.0,2.4167769806179775,0.0,0.0
+Toto-2.0-2.5B,78.39506172839506,39.10703314170318,0.0,5.236902611304615,0.0,0.0
+Toto-2.0-313m,74.38271604938271,38.257695402459,0.0,0.9865880503225806,0.0,0.0
+Toto-2.0-22m,70.98765432098764,37.906655236674865,0.0,0.2300832338301921,0.0,0.0
+TiRex,68.82716049382715,37.758720587285445,0.0,0.16472977363175062,0.0,0.0
+Stat. Ensemble,64.50617283950618,38.177219528557146,0.0,73.43481351955408,0.0,0.0
+Chronos-2,63.271604938271594,36.558735189016225,0.0,0.14791438772454144,0.0,0.0
+Toto-1.0,58.95061728395062,33.97875884401389,0.0,5.0937543479594325,0.16666666666666666,0.0
+TimesFM-2.5,58.64197530864198,35.89256072267927,0.0,0.3095206282094962,0.16666666666666666,0.0
+TabPFN-TS,58.0246913580247,36.531743334435674,0.0,52.326198869129215,0.0,0.0
+FlowState,57.098765432098766,37.645403955852096,0.0,0.8205954025996205,0.16666666666666666,0.0
+CatBoost,55.24691358024691,35.20082715344605,3.42108969184492,0.03905346701454776,0.0,0.0
+Toto-2.0-4m,53.70370370370371,33.31225235226658,0.0,0.1810118077664009,0.0,0.0
+AutoETS,53.703703703703695,34.84116662551825,0.0,1.5253584038361796,0.0,0.0
+LightGBM,52.160493827160494,35.02206834104291,0.20454036927361854,0.03409663050126502,0.0,0.0
+AutoARIMA,48.76543209876543,35.732170334358024,0.0,6.5345976113161015,0.0,0.0
+Chronos-Bolt,45.37037037037037,30.478143266802604,0.0,0.1587546411616528,0.0,0.0
+TabPFN-TS-3,44.1358024691358,29.457560079978773,0.0,190.9822121554963,0.0,0.0
+Moirai-2.0,43.51851851851852,28.277512977220987,0.0,0.21986280235955058,0.16666666666666666,0.0
+Drift,41.66666666666666,28.435824921980835,0.0,0.4198026182352941,0.0,0.0
+AutoTheta,41.66666666666666,31.812923074763923,0.0,0.9578271612919038,0.0,0.0
+Naive,19.444444444444446,15.872310498117715,0.0,0.46331807906862743,0.0,0.0
+Sundial-Base,18.827160493827154,17.737235971841127,0.0,8.00438149490214,0.0,0.0
+PatchTST,17.59259259259259,15.619782622761335,310.3190003231231,0.1605401314516129,0.0,0.0
+DeepAR,17.59259259259259,19.60425306556468,546.7685936688092,0.18274403532732447,0.0,0.0
+TFT,15.432098765432098,6.946074243338563,445.02348117965687,0.18857640938013914,0.0,0.0
+Seasonal Naive,10.80246913580247,0.0,0.0,0.41450250024509805,0.0,0.0
diff --git a/tables/domain_econ/leaderboard_WQL.csv b/tables/domain_econ/leaderboard_WQL.csv
index bf634c04a36e21f5a4f49c8d0ff0103de8f6ece7..67dd13aef597492772249270e0272ff61819dea8 100644
--- a/tables/domain_econ/leaderboard_WQL.csv
+++ b/tables/domain_econ/leaderboard_WQL.csv
@@ -1,28 +1,29 @@
 model_name,win_rate,skill_score,median_training_time_s_per100,median_inference_time_s_per100,training_corpus_overlap,num_failures
-Toto-2.0-1B,83.01282051282051,42.35200647023204,0.0,2.4167769806179775,0.0,0.0
-Toto-2.0-2.5B,81.41025641025641,42.8032329067254,0.0,5.236902611304615,0.0,0.0
-Toto-2.0-313m,77.88461538461537,42.088190864136244,0.0,0.9865880503225806,0.0,0.0
-TiRex,77.56410256410255,42.09146596586096,0.0,0.16472977363175062,0.0,0.0
-Toto-2.0-22m,76.92307692307693,42.320942130283335,0.0,0.2300832338301921,0.0,0.0
-Chronos-2,72.11538461538463,40.960757337476025,0.0,0.14791438772454144,0.0,0.0
-FlowState,66.98717948717949,40.9054936267241,0.0,0.8205954025996205,0.16666666666666666,0.0
-Toto-1.0,64.4230769230769,38.100769058535434,0.0,5.0937543479594325,0.16666666666666666,0.0
-TabPFN-TS,63.78205128205128,40.20371520247606,0.0,52.326198869129215,0.0,0.0
-TimesFM-2.5,63.14102564102565,39.266493040907115,0.0,0.3095206282094962,0.16666666666666666,0.0
-Toto-2.0-4m,62.5,38.36462827294697,0.0,0.1810118077664009,0.0,0.0
-Stat. Ensemble,59.93589743589743,37.992090519620156,0.0,73.43481351955408,0.0,0.0
-Chronos-Bolt,54.807692307692314,35.534952430792764,0.0,0.1587546411616528,0.0,0.0
-AutoETS,53.846153846153854,36.76571988294681,0.0,1.5253584038361796,0.0,0.0
-TabPFN-TS-3,51.28205128205129,34.00880337940215,0.0,190.9822121554963,0.0,0.0
-Moirai-2.0,49.67948717948719,32.793225265991246,0.0,0.21986280235955058,0.16666666666666666,0.0
-AutoARIMA,48.07692307692308,34.44615311952015,0.0,6.5345976113161015,0.0,0.0
-AutoTheta,38.46153846153847,29.146207850323268,0.0,0.9578271612919038,0.0,0.0
-Drift,32.37179487179487,23.828649343246187,0.0,0.4198026182352941,0.0,0.0
-CatBoost,27.564102564102562,26.0945614678313,3.42108969184492,0.03905346701454776,0.0,0.0
-LightGBM,27.564102564102562,25.89068156049532,0.20454036927361854,0.03409663050126502,0.0,0.0
-DeepAR,27.243589743589748,21.869167576579297,546.7685936688092,0.18274403532732447,0.0,0.0
-PatchTST,23.717948717948715,19.911167839333967,310.3190003231231,0.1605401314516129,0.0,0.0
-Sundial-Base,19.551282051282044,17.532849869365606,0.0,8.00438149490214,0.0,0.0
-TFT,17.307692307692307,9.939963215759995,445.02348117965687,0.18857640938013914,0.0,0.0
-Naive,16.987179487179485,11.371958531244664,0.0,0.46331807906862743,0.0,0.0
-Seasonal Naive,11.85897435897436,0.0,0.0,0.41450250024509805,0.0,0.0
+TiRex-2,89.50617283950616,45.53906787899109,0.0,0.11294837920086495,0.0,0.0
+Toto-2.0-1B,81.17283950617283,42.35200647023204,0.0,2.4167769806179775,0.0,0.0
+Toto-2.0-2.5B,79.93827160493827,42.8032329067254,0.0,5.236902611304615,0.0,0.0
+Toto-2.0-313m,75.61728395061728,42.088190864136244,0.0,0.9865880503225806,0.0,0.0
+Toto-2.0-22m,75.0,42.320942130283335,0.0,0.2300832338301921,0.0,0.0
+TiRex,75.0,42.09146596586096,0.0,0.16472977363175062,0.0,0.0
+Chronos-2,70.06172839506173,40.960757337476025,0.0,0.14791438772454144,0.0,0.0
+FlowState,64.81481481481482,40.9054936267241,0.0,0.8205954025996205,0.16666666666666666,0.0
+TabPFN-TS,62.65432098765431,40.20371520247606,0.0,52.326198869129215,0.0,0.0
+Toto-1.0,62.34567901234568,38.100769058535434,0.0,5.0937543479594325,0.16666666666666666,0.0
+TimesFM-2.5,61.111111111111114,39.266493040907115,0.0,0.3095206282094962,0.16666666666666666,0.0
+Toto-2.0-4m,60.493827160493844,38.36462827294697,0.0,0.1810118077664009,0.0,0.0
+Stat. Ensemble,58.333333333333336,37.992090519620156,0.0,73.43481351955408,0.0,0.0
+Chronos-Bolt,52.77777777777777,35.534952430792764,0.0,0.1587546411616528,0.0,0.0
+AutoETS,52.160493827160494,36.76571988294681,0.0,1.5253584038361796,0.0,0.0
+TabPFN-TS-3,49.691358024691354,34.00880337940215,0.0,190.9822121554963,0.0,0.0
+Moirai-2.0,47.83950617283951,32.793225265991246,0.0,0.21986280235955058,0.16666666666666666,0.0
+AutoARIMA,46.60493827160494,34.44615311952015,0.0,6.5345976113161015,0.0,0.0
+AutoTheta,37.345679012345684,29.146207850323268,0.0,0.9578271612919038,0.0,0.0
+Drift,31.481481481481477,23.828649343246187,0.0,0.4198026182352941,0.0,0.0
+LightGBM,26.851851851851844,25.89068156049532,0.20454036927361854,0.03409663050126502,0.0,0.0
+CatBoost,26.851851851851844,26.0945614678313,3.42108969184492,0.03905346701454776,0.0,0.0
+DeepAR,26.234567901234566,21.869167576579297,546.7685936688092,0.18274403532732447,0.0,0.0
+PatchTST,22.8395061728395,19.911167839333967,310.3190003231231,0.1605401314516129,0.0,0.0
+Sundial-Base,18.827160493827154,17.532849869365606,0.0,8.00438149490214,0.0,0.0
+TFT,16.666666666666664,9.939963215759995,445.02348117965687,0.18857640938013914,0.0,0.0
+Naive,16.358024691358022,11.371958531244664,0.0,0.46331807906862743,0.0,0.0
+Seasonal Naive,11.419753086419755,0.0,0.0,0.41450250024509805,0.0,0.0
diff --git a/tables/domain_econ/pairwise_MASE.csv b/tables/domain_econ/pairwise_MASE.csv
index fad8191e4f9988124a7abc525fe668b32905030b..d569c39b343c7c3a895784526f33a8f7375c742d 100644
--- a/tables/domain_econ/pairwise_MASE.csv
+++ b/tables/domain_econ/pairwise_MASE.csv
@@ -1,9 +1,27 @@
 model_1,model_2,win_rate,win_rate_lower,win_rate_upper,skill_score,skill_score_lower,skill_score_upper
+TiRex-2,TiRex-2,0.5,0.5,0.5,0.0,0.0,0.0
+TiRex-2,Stat. Ensemble,0.583,0.25,0.833,0.034,-0.011,0.076
+TiRex-2,Toto-2.0-22m,0.75,0.5,0.917,0.043,0.018,0.069
+TiRex-2,Toto-2.0-1B,0.833,0.583,1.0,0.047,0.018,0.074
+TiRex-2,Toto-2.0-313m,0.833,0.583,1.0,0.047,0.02,0.07
+TiRex-2,Toto-2.0-2.5B,0.833,0.583,1.0,0.047,0.015,0.075
+TiRex-2,Chronos-2,0.833,0.583,1.0,0.067,0.014,0.124
+TiRex-2,TiRex,1.0,1.0,1.0,0.058,0.032,0.092
+TiRex-2,LightGBM,0.917,0.75,1.0,0.06,0.015,0.103
+TiRex-2,AutoETS,0.917,0.75,1.0,0.072,0.036,0.112
+TiRex-2,FlowState,0.833,0.583,1.0,0.082,0.013,0.144
+TiRex-2,CatBoost,0.833,0.583,1.0,0.071,0.024,0.117
+TiRex-2,Toto-1.0,0.833,0.583,1.0,0.12,0.051,0.194
+TiRex-2,Toto-2.0-4m,0.917,0.75,1.0,0.083,0.049,0.122
+TiRex-2,AutoARIMA,0.917,0.75,1.0,0.101,0.036,0.173
+TiRex-2,Chronos-Bolt,1.0,1.0,1.0,0.149,0.095,0.205
+TiRex-2,Seasonal Naive,1.0,1.0,1.0,0.406,0.298,0.505
+Stat. Ensemble,TiRex-2,0.417,0.167,0.75,-0.035,-0.083,0.011
 Stat. Ensemble,Stat. Ensemble,0.5,0.5,0.5,0.0,0.0,0.0
 Stat. Ensemble,Toto-2.0-22m,0.5,0.248,0.75,0.01,-0.034,0.052
 Stat. Ensemble,Toto-2.0-1B,0.5,0.25,0.75,0.013,-0.041,0.068
-Stat. Ensemble,Toto-2.0-2.5B,0.667,0.417,0.917,0.013,-0.041,0.064
 Stat. Ensemble,Toto-2.0-313m,0.583,0.25,0.833,0.013,-0.039,0.064
+Stat. Ensemble,Toto-2.0-2.5B,0.667,0.417,0.917,0.013,-0.041,0.064
 Stat. Ensemble,Chronos-2,0.75,0.5,1.0,0.034,-0.014,0.087
 Stat. Ensemble,TiRex,0.75,0.5,1.0,0.025,-0.023,0.072
 Stat. Ensemble,LightGBM,0.75,0.5,1.0,0.027,-0.0,0.06
@@ -13,14 +31,14 @@ Stat. Ensemble,CatBoost,0.75,0.5,1.0,0.039,0.005,0.073
 Stat. Ensemble,Toto-1.0,0.75,0.417,1.0,0.09,0.024,0.151
 Stat. Ensemble,Toto-2.0-4m,0.667,0.333,0.917,0.051,0.007,0.097
 Stat. Ensemble,AutoARIMA,0.833,0.583,1.0,0.069,0.021,0.135
-Stat. Ensemble,TabPFN-TS,0.833,0.583,1.0,0.065,0.019,0.104
 Stat. Ensemble,Chronos-Bolt,0.917,0.75,1.0,0.119,0.068,0.168
 Stat. Ensemble,Seasonal Naive,1.0,1.0,1.0,0.385,0.289,0.476
+Toto-2.0-22m,TiRex-2,0.25,0.083,0.5,-0.045,-0.074,-0.018
 Toto-2.0-22m,Stat. Ensemble,0.5,0.25,0.752,-0.01,-0.055,0.033
 Toto-2.0-22m,Toto-2.0-22m,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-2.0-22m,Toto-2.0-1B,0.417,0.167,0.667,0.004,-0.028,0.04
-Toto-2.0-22m,Toto-2.0-2.5B,0.583,0.333,0.833,0.004,-0.029,0.034
 Toto-2.0-22m,Toto-2.0-313m,0.583,0.333,0.833,0.004,-0.023,0.031
+Toto-2.0-22m,Toto-2.0-2.5B,0.583,0.333,0.833,0.004,-0.029,0.034
 Toto-2.0-22m,Chronos-2,0.583,0.25,0.833,0.025,-0.041,0.081
 Toto-2.0-22m,TiRex,0.583,0.25,0.833,0.016,-0.02,0.048
 Toto-2.0-22m,LightGBM,0.667,0.417,0.917,0.018,-0.021,0.053
@@ -30,14 +48,14 @@ Toto-2.0-22m,CatBoost,0.667,0.417,0.917,0.03,-0.012,0.069
 Toto-2.0-22m,Toto-1.0,0.75,0.5,1.0,0.081,0.012,0.155
 Toto-2.0-22m,Toto-2.0-4m,1.0,1.0,1.0,0.042,0.025,0.061
 Toto-2.0-22m,AutoARIMA,0.667,0.417,0.917,0.06,-0.015,0.145
-Toto-2.0-22m,TabPFN-TS,0.667,0.417,0.917,0.056,-0.008,0.109
 Toto-2.0-22m,Chronos-Bolt,1.0,1.0,1.0,0.111,0.063,0.16
 Toto-2.0-22m,Seasonal Naive,1.0,1.0,1.0,0.379,0.266,0.482
+Toto-2.0-1B,TiRex-2,0.167,0.0,0.417,-0.049,-0.08,-0.018
 Toto-2.0-1B,Stat. Ensemble,0.5,0.25,0.75,-0.013,-0.073,0.039
 Toto-2.0-1B,Toto-2.0-22m,0.583,0.333,0.833,-0.004,-0.041,0.028
 Toto-2.0-1B,Toto-2.0-1B,0.5,0.5,0.5,0.0,0.0,0.0
-Toto-2.0-1B,Toto-2.0-2.5B,0.583,0.333,0.833,-0.0,-0.013,0.013
 Toto-2.0-1B,Toto-2.0-313m,0.667,0.417,0.917,0.0,-0.011,0.011
+Toto-2.0-1B,Toto-2.0-2.5B,0.583,0.333,0.833,-0.0,-0.013,0.013
 Toto-2.0-1B,Chronos-2,0.5,0.25,0.752,0.021,-0.027,0.076
 Toto-2.0-1B,TiRex,0.667,0.417,0.917,0.012,-0.019,0.044
 Toto-2.0-1B,LightGBM,0.583,0.333,0.833,0.014,-0.046,0.063
@@ -47,31 +65,14 @@ Toto-2.0-1B,CatBoost,0.75,0.5,1.0,0.026,-0.035,0.074
 Toto-2.0-1B,Toto-1.0,0.583,0.25,0.833,0.077,0.011,0.152
 Toto-2.0-1B,Toto-2.0-4m,0.833,0.583,1.0,0.038,-0.006,0.081
 Toto-2.0-1B,AutoARIMA,0.833,0.583,1.0,0.057,-0.021,0.126
-Toto-2.0-1B,TabPFN-TS,0.667,0.417,0.917,0.053,-0.01,0.108
 Toto-2.0-1B,Chronos-Bolt,0.833,0.583,1.0,0.108,0.058,0.154
 Toto-2.0-1B,Seasonal Naive,0.917,0.75,1.0,0.376,0.262,0.473
-Toto-2.0-2.5B,Stat. Ensemble,0.333,0.083,0.583,-0.013,-0.068,0.039
-Toto-2.0-2.5B,Toto-2.0-22m,0.417,0.167,0.667,-0.004,-0.035,0.028
-Toto-2.0-2.5B,Toto-2.0-1B,0.417,0.167,0.667,0.0,-0.014,0.013
-Toto-2.0-2.5B,Toto-2.0-2.5B,0.5,0.5,0.5,0.0,0.0,0.0
-Toto-2.0-2.5B,Toto-2.0-313m,0.5,0.25,0.75,0.0,-0.01,0.009
-Toto-2.0-2.5B,Chronos-2,0.417,0.167,0.75,0.021,-0.024,0.072
-Toto-2.0-2.5B,TiRex,0.583,0.333,0.833,0.012,-0.011,0.037
-Toto-2.0-2.5B,LightGBM,0.667,0.417,0.917,0.014,-0.043,0.067
-Toto-2.0-2.5B,AutoETS,0.583,0.333,0.833,0.027,-0.011,0.068
-Toto-2.0-2.5B,FlowState,0.667,0.417,0.917,0.038,-0.043,0.103
-Toto-2.0-2.5B,CatBoost,0.667,0.417,0.917,0.026,-0.033,0.076
-Toto-2.0-2.5B,Toto-1.0,0.583,0.25,0.833,0.077,0.001,0.158
-Toto-2.0-2.5B,Toto-2.0-4m,0.667,0.417,0.917,0.038,-0.002,0.085
-Toto-2.0-2.5B,AutoARIMA,0.75,0.5,1.0,0.057,-0.023,0.135
-Toto-2.0-2.5B,TabPFN-TS,0.75,0.5,1.0,0.053,-0.002,0.104
-Toto-2.0-2.5B,Chronos-Bolt,0.917,0.75,1.0,0.108,0.058,0.156
-Toto-2.0-2.5B,Seasonal Naive,0.917,0.75,1.0,0.376,0.263,0.471
+Toto-2.0-313m,TiRex-2,0.167,0.0,0.417,-0.049,-0.076,-0.021
 Toto-2.0-313m,Stat. Ensemble,0.417,0.167,0.75,-0.014,-0.068,0.037
 Toto-2.0-313m,Toto-2.0-22m,0.417,0.167,0.667,-0.004,-0.032,0.023
 Toto-2.0-313m,Toto-2.0-1B,0.333,0.083,0.583,-0.0,-0.011,0.011
-Toto-2.0-313m,Toto-2.0-2.5B,0.5,0.25,0.75,-0.0,-0.009,0.01
 Toto-2.0-313m,Toto-2.0-313m,0.5,0.5,0.5,0.0,0.0,0.0
+Toto-2.0-313m,Toto-2.0-2.5B,0.5,0.25,0.75,-0.0,-0.009,0.01
 Toto-2.0-313m,Chronos-2,0.417,0.167,0.75,0.021,-0.03,0.075
 Toto-2.0-313m,TiRex,0.583,0.333,0.833,0.012,-0.013,0.041
 Toto-2.0-313m,LightGBM,0.667,0.417,0.917,0.014,-0.041,0.063
@@ -81,14 +82,31 @@ Toto-2.0-313m,CatBoost,0.667,0.417,0.917,0.026,-0.03,0.075
 Toto-2.0-313m,Toto-1.0,0.583,0.25,0.833,0.077,0.006,0.155
 Toto-2.0-313m,Toto-2.0-4m,0.667,0.417,0.917,0.038,0.001,0.08
 Toto-2.0-313m,AutoARIMA,0.75,0.5,1.0,0.057,-0.022,0.132
-Toto-2.0-313m,TabPFN-TS,0.75,0.5,1.0,0.052,-0.005,0.105
 Toto-2.0-313m,Chronos-Bolt,0.917,0.75,1.0,0.107,0.058,0.157
 Toto-2.0-313m,Seasonal Naive,1.0,1.0,1.0,0.376,0.262,0.475
+Toto-2.0-2.5B,TiRex-2,0.167,0.0,0.417,-0.049,-0.082,-0.015
+Toto-2.0-2.5B,Stat. Ensemble,0.333,0.083,0.583,-0.013,-0.068,0.039
+Toto-2.0-2.5B,Toto-2.0-22m,0.417,0.167,0.667,-0.004,-0.035,0.028
+Toto-2.0-2.5B,Toto-2.0-1B,0.417,0.167,0.667,0.0,-0.014,0.013
+Toto-2.0-2.5B,Toto-2.0-313m,0.5,0.25,0.75,0.0,-0.01,0.009
+Toto-2.0-2.5B,Toto-2.0-2.5B,0.5,0.5,0.5,0.0,0.0,0.0
+Toto-2.0-2.5B,Chronos-2,0.417,0.167,0.75,0.021,-0.024,0.072
+Toto-2.0-2.5B,TiRex,0.583,0.333,0.833,0.012,-0.011,0.037
+Toto-2.0-2.5B,LightGBM,0.667,0.417,0.917,0.014,-0.043,0.067
+Toto-2.0-2.5B,AutoETS,0.583,0.333,0.833,0.027,-0.011,0.068
+Toto-2.0-2.5B,FlowState,0.667,0.417,0.917,0.038,-0.043,0.103
+Toto-2.0-2.5B,CatBoost,0.667,0.417,0.917,0.026,-0.033,0.076
+Toto-2.0-2.5B,Toto-1.0,0.583,0.25,0.833,0.077,0.001,0.158
+Toto-2.0-2.5B,Toto-2.0-4m,0.667,0.417,0.917,0.038,-0.002,0.085
+Toto-2.0-2.5B,AutoARIMA,0.75,0.5,1.0,0.057,-0.023,0.135
+Toto-2.0-2.5B,Chronos-Bolt,0.917,0.75,1.0,0.108,0.058,0.156
+Toto-2.0-2.5B,Seasonal Naive,0.917,0.75,1.0,0.376,0.263,0.471
+Chronos-2,TiRex-2,0.167,0.0,0.417,-0.071,-0.141,-0.014
 Chronos-2,Stat. Ensemble,0.25,0.0,0.5,-0.035,-0.095,0.014
 Chronos-2,Toto-2.0-22m,0.417,0.167,0.75,-0.025,-0.088,0.039
 Chronos-2,Toto-2.0-1B,0.5,0.248,0.75,-0.022,-0.082,0.027
-Chronos-2,Toto-2.0-2.5B,0.583,0.25,0.833,-0.022,-0.077,0.024
 Chronos-2,Toto-2.0-313m,0.583,0.25,0.833,-0.021,-0.081,0.029
+Chronos-2,Toto-2.0-2.5B,0.583,0.25,0.833,-0.022,-0.077,0.024
 Chronos-2,Chronos-2,0.5,0.5,0.5,0.0,0.0,0.0
 Chronos-2,TiRex,0.417,0.167,0.667,-0.009,-0.045,0.026
 Chronos-2,LightGBM,0.5,0.25,0.75,-0.007,-0.068,0.055
@@ -98,14 +116,14 @@ Chronos-2,CatBoost,0.583,0.333,0.833,0.005,-0.055,0.067
 Chronos-2,Toto-1.0,0.583,0.333,0.833,0.058,-0.037,0.145
 Chronos-2,Toto-2.0-4m,0.583,0.333,0.833,0.017,-0.054,0.091
 Chronos-2,AutoARIMA,0.667,0.417,0.917,0.037,-0.046,0.122
-Chronos-2,TabPFN-TS,0.75,0.5,1.0,0.032,-0.011,0.071
 Chronos-2,Chronos-Bolt,1.0,1.0,1.0,0.088,0.044,0.143
 Chronos-2,Seasonal Naive,1.0,1.0,1.0,0.363,0.264,0.451
+TiRex,TiRex-2,0.0,0.0,0.0,-0.062,-0.101,-0.033
 TiRex,Stat. Ensemble,0.25,0.0,0.5,-0.026,-0.078,0.023
 TiRex,Toto-2.0-22m,0.417,0.167,0.75,-0.016,-0.051,0.019
 TiRex,Toto-2.0-1B,0.333,0.083,0.583,-0.012,-0.046,0.018
-TiRex,Toto-2.0-2.5B,0.417,0.167,0.667,-0.012,-0.038,0.011
 TiRex,Toto-2.0-313m,0.417,0.167,0.667,-0.012,-0.043,0.012
+TiRex,Toto-2.0-2.5B,0.417,0.167,0.667,-0.012,-0.038,0.011
 TiRex,Chronos-2,0.583,0.333,0.833,0.009,-0.026,0.043
 TiRex,TiRex,0.5,0.5,0.5,0.0,0.0,0.0
 TiRex,LightGBM,0.5,0.25,0.75,0.002,-0.051,0.049
@@ -115,14 +133,14 @@ TiRex,CatBoost,0.75,0.5,1.0,0.014,-0.041,0.062
 TiRex,Toto-1.0,0.583,0.333,0.833,0.066,-0.019,0.149
 TiRex,Toto-2.0-4m,0.583,0.333,0.833,0.026,-0.02,0.076
 TiRex,AutoARIMA,0.667,0.417,0.917,0.045,-0.033,0.133
-TiRex,TabPFN-TS,0.833,0.583,1.0,0.041,-0.006,0.085
 TiRex,Chronos-Bolt,0.917,0.75,1.0,0.097,0.05,0.149
 TiRex,Seasonal Naive,1.0,1.0,1.0,0.369,0.261,0.466
+LightGBM,TiRex-2,0.083,0.0,0.25,-0.064,-0.114,-0.016
 LightGBM,Stat. Ensemble,0.25,0.0,0.5,-0.028,-0.064,0.0
 LightGBM,Toto-2.0-22m,0.333,0.083,0.583,-0.018,-0.056,0.02
 LightGBM,Toto-2.0-1B,0.417,0.167,0.667,-0.015,-0.068,0.044
-LightGBM,Toto-2.0-2.5B,0.333,0.083,0.583,-0.015,-0.072,0.042
 LightGBM,Toto-2.0-313m,0.333,0.083,0.583,-0.014,-0.067,0.04
+LightGBM,Toto-2.0-2.5B,0.333,0.083,0.583,-0.015,-0.072,0.042
 LightGBM,Chronos-2,0.5,0.25,0.75,0.007,-0.059,0.064
 LightGBM,TiRex,0.5,0.25,0.75,-0.002,-0.051,0.049
 LightGBM,LightGBM,0.5,0.5,0.5,0.0,0.0,0.0
@@ -132,14 +150,14 @@ LightGBM,CatBoost,0.75,0.5,1.0,0.012,-0.002,0.026
 LightGBM,Toto-1.0,0.667,0.333,0.917,0.064,-0.009,0.132
 LightGBM,Toto-2.0-4m,0.5,0.25,0.75,0.024,-0.016,0.063
 LightGBM,AutoARIMA,0.5,0.25,0.75,0.043,-0.012,0.11
-LightGBM,TabPFN-TS,0.833,0.583,1.0,0.039,-0.028,0.085
 LightGBM,Chronos-Bolt,0.917,0.75,1.0,0.095,0.053,0.136
 LightGBM,Seasonal Naive,1.0,1.0,1.0,0.367,0.267,0.458
+AutoETS,TiRex-2,0.083,0.0,0.25,-0.078,-0.126,-0.037
 AutoETS,Stat. Ensemble,0.25,0.0,0.5,-0.042,-0.072,-0.016
 AutoETS,Toto-2.0-22m,0.333,0.083,0.667,-0.032,-0.073,0.008
 AutoETS,Toto-2.0-1B,0.333,0.083,0.583,-0.028,-0.076,0.015
-AutoETS,Toto-2.0-2.5B,0.417,0.167,0.667,-0.028,-0.073,0.011
 AutoETS,Toto-2.0-313m,0.5,0.248,0.75,-0.028,-0.074,0.011
+AutoETS,Toto-2.0-2.5B,0.417,0.167,0.667,-0.028,-0.073,0.011
 AutoETS,Chronos-2,0.5,0.25,0.75,-0.006,-0.043,0.026
 AutoETS,TiRex,0.5,0.25,0.75,-0.015,-0.047,0.013
 AutoETS,LightGBM,0.333,0.083,0.583,-0.013,-0.052,0.029
@@ -149,14 +167,14 @@ AutoETS,CatBoost,0.417,0.167,0.667,-0.001,-0.04,0.039
 AutoETS,Toto-1.0,0.583,0.333,0.833,0.052,-0.025,0.122
 AutoETS,Toto-2.0-4m,0.583,0.25,0.833,0.011,-0.035,0.059
 AutoETS,AutoARIMA,0.667,0.417,0.917,0.03,-0.036,0.112
-AutoETS,TabPFN-TS,0.667,0.417,0.917,0.026,-0.015,0.065
 AutoETS,Chronos-Bolt,0.833,0.583,1.0,0.083,0.041,0.127
 AutoETS,Seasonal Naive,1.0,1.0,1.0,0.359,0.256,0.456
+FlowState,TiRex-2,0.167,0.0,0.417,-0.09,-0.168,-0.013
 FlowState,Stat. Ensemble,0.333,0.083,0.583,-0.053,-0.117,0.001
 FlowState,Toto-2.0-22m,0.333,0.083,0.583,-0.043,-0.117,0.025
 FlowState,Toto-2.0-1B,0.333,0.083,0.583,-0.039,-0.107,0.043
-FlowState,Toto-2.0-2.5B,0.333,0.083,0.583,-0.039,-0.114,0.041
 FlowState,Toto-2.0-313m,0.333,0.083,0.583,-0.039,-0.112,0.041
+FlowState,Toto-2.0-2.5B,0.333,0.083,0.583,-0.039,-0.114,0.041
 FlowState,Chronos-2,0.5,0.25,0.75,-0.017,-0.102,0.06
 FlowState,TiRex,0.417,0.167,0.667,-0.026,-0.1,0.048
 FlowState,LightGBM,0.5,0.25,0.75,-0.024,-0.077,0.019
@@ -166,14 +184,14 @@ FlowState,CatBoost,0.667,0.417,0.917,-0.012,-0.06,0.028
 FlowState,Toto-1.0,0.583,0.292,0.833,0.041,-0.047,0.127
 FlowState,Toto-2.0-4m,0.5,0.25,0.75,0.001,-0.075,0.068
 FlowState,AutoARIMA,0.583,0.333,0.833,0.02,-0.017,0.055
-FlowState,TabPFN-TS,0.667,0.417,0.917,0.016,-0.058,0.073
 FlowState,Chronos-Bolt,0.833,0.625,1.0,0.073,0.02,0.125
 FlowState,Seasonal Naive,1.0,1.0,1.0,0.352,0.265,0.429
+CatBoost,TiRex-2,0.167,0.0,0.417,-0.077,-0.133,-0.024
 CatBoost,Stat. Ensemble,0.25,0.0,0.5,-0.041,-0.078,-0.005
 CatBoost,Toto-2.0-22m,0.333,0.083,0.583,-0.031,-0.074,0.012
 CatBoost,Toto-2.0-1B,0.25,0.0,0.5,-0.027,-0.08,0.034
-CatBoost,Toto-2.0-2.5B,0.333,0.083,0.583,-0.027,-0.083,0.032
 CatBoost,Toto-2.0-313m,0.333,0.083,0.583,-0.027,-0.081,0.029
+CatBoost,Toto-2.0-2.5B,0.333,0.083,0.583,-0.027,-0.083,0.032
 CatBoost,Chronos-2,0.417,0.167,0.667,-0.005,-0.071,0.052
 CatBoost,TiRex,0.25,0.0,0.5,-0.014,-0.066,0.039
 CatBoost,LightGBM,0.25,0.0,0.5,-0.012,-0.026,0.002
@@ -183,14 +201,14 @@ CatBoost,CatBoost,0.5,0.5,0.5,0.0,0.0,0.0
 CatBoost,Toto-1.0,0.667,0.333,0.917,0.053,-0.022,0.121
 CatBoost,Toto-2.0-4m,0.5,0.25,0.75,0.012,-0.033,0.054
 CatBoost,AutoARIMA,0.583,0.25,0.833,0.032,-0.023,0.093
-CatBoost,TabPFN-TS,0.75,0.5,1.0,0.027,-0.036,0.075
 CatBoost,Chronos-Bolt,0.917,0.75,1.0,0.084,0.046,0.12
 CatBoost,Seasonal Naive,1.0,1.0,1.0,0.36,0.26,0.448
+Toto-1.0,TiRex-2,0.167,0.0,0.417,-0.137,-0.24,-0.054
 Toto-1.0,Stat. Ensemble,0.25,0.0,0.583,-0.099,-0.177,-0.024
 Toto-1.0,Toto-2.0-22m,0.25,0.0,0.5,-0.088,-0.183,-0.012
 Toto-1.0,Toto-2.0-1B,0.417,0.167,0.75,-0.084,-0.179,-0.012
-Toto-1.0,Toto-2.0-2.5B,0.417,0.167,0.75,-0.084,-0.188,-0.001
 Toto-1.0,Toto-2.0-313m,0.417,0.167,0.75,-0.084,-0.184,-0.006
+Toto-1.0,Toto-2.0-2.5B,0.417,0.167,0.75,-0.084,-0.188,-0.001
 Toto-1.0,Chronos-2,0.417,0.167,0.667,-0.061,-0.169,0.035
 Toto-1.0,TiRex,0.417,0.167,0.667,-0.071,-0.175,0.019
 Toto-1.0,LightGBM,0.333,0.083,0.667,-0.068,-0.152,0.009
@@ -200,14 +218,14 @@ Toto-1.0,CatBoost,0.333,0.083,0.667,-0.056,-0.138,0.021
 Toto-1.0,Toto-1.0,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-1.0,Toto-2.0-4m,0.583,0.333,0.833,-0.043,-0.126,0.025
 Toto-1.0,AutoARIMA,0.583,0.333,0.833,-0.022,-0.108,0.05
-Toto-1.0,TabPFN-TS,0.667,0.417,0.917,-0.027,-0.153,0.074
 Toto-1.0,Chronos-Bolt,0.75,0.5,0.958,0.033,-0.034,0.097
 Toto-1.0,Seasonal Naive,0.917,0.75,1.0,0.324,0.198,0.433
+Toto-2.0-4m,TiRex-2,0.083,0.0,0.25,-0.09,-0.139,-0.051
 Toto-2.0-4m,Stat. Ensemble,0.333,0.083,0.667,-0.054,-0.108,-0.007
 Toto-2.0-4m,Toto-2.0-22m,0.0,0.0,0.0,-0.044,-0.065,-0.026
 Toto-2.0-4m,Toto-2.0-1B,0.167,0.0,0.417,-0.04,-0.088,0.006
-Toto-2.0-4m,Toto-2.0-2.5B,0.333,0.083,0.583,-0.04,-0.093,0.002
 Toto-2.0-4m,Toto-2.0-313m,0.333,0.083,0.583,-0.039,-0.087,-0.001
+Toto-2.0-4m,Toto-2.0-2.5B,0.333,0.083,0.583,-0.04,-0.093,0.002
 Toto-2.0-4m,Chronos-2,0.417,0.167,0.667,-0.018,-0.1,0.051
 Toto-2.0-4m,TiRex,0.417,0.167,0.667,-0.027,-0.082,0.019
 Toto-2.0-4m,LightGBM,0.5,0.25,0.75,-0.025,-0.068,0.016
@@ -217,14 +235,14 @@ Toto-2.0-4m,CatBoost,0.5,0.25,0.75,-0.013,-0.057,0.032
 Toto-2.0-4m,Toto-1.0,0.417,0.167,0.667,0.041,-0.025,0.112
 Toto-2.0-4m,Toto-2.0-4m,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-2.0-4m,AutoARIMA,0.5,0.25,0.75,0.019,-0.063,0.108
-Toto-2.0-4m,TabPFN-TS,0.583,0.333,0.833,0.015,-0.064,0.08
 Toto-2.0-4m,Chronos-Bolt,0.667,0.417,0.917,0.072,0.02,0.128
 Toto-2.0-4m,Seasonal Naive,0.917,0.75,1.0,0.352,0.226,0.462
+AutoARIMA,TiRex-2,0.083,0.0,0.25,-0.112,-0.209,-0.037
 AutoARIMA,Stat. Ensemble,0.167,0.0,0.417,-0.074,-0.156,-0.022
 AutoARIMA,Toto-2.0-22m,0.333,0.083,0.583,-0.064,-0.169,0.015
 AutoARIMA,Toto-2.0-1B,0.167,0.0,0.417,-0.06,-0.145,0.02
-AutoARIMA,Toto-2.0-2.5B,0.25,0.0,0.5,-0.06,-0.156,0.022
 AutoARIMA,Toto-2.0-313m,0.25,0.0,0.5,-0.06,-0.152,0.021
+AutoARIMA,Toto-2.0-2.5B,0.25,0.0,0.5,-0.06,-0.156,0.022
 AutoARIMA,Chronos-2,0.333,0.083,0.583,-0.038,-0.139,0.044
 AutoARIMA,TiRex,0.333,0.083,0.583,-0.047,-0.154,0.032
 AutoARIMA,LightGBM,0.5,0.25,0.75,-0.045,-0.124,0.012
@@ -234,31 +252,14 @@ AutoARIMA,CatBoost,0.417,0.167,0.75,-0.033,-0.102,0.023
 AutoARIMA,Toto-1.0,0.417,0.167,0.667,0.022,-0.052,0.097
 AutoARIMA,Toto-2.0-4m,0.5,0.25,0.75,-0.02,-0.121,0.059
 AutoARIMA,AutoARIMA,0.5,0.5,0.5,0.0,0.0,0.0
-AutoARIMA,TabPFN-TS,0.667,0.333,0.917,-0.005,-0.093,0.062
 AutoARIMA,Chronos-Bolt,0.667,0.417,0.917,0.054,-0.009,0.113
 AutoARIMA,Seasonal Naive,1.0,1.0,1.0,0.339,0.256,0.422
-TabPFN-TS,Stat. Ensemble,0.167,0.0,0.417,-0.07,-0.116,-0.02
-TabPFN-TS,Toto-2.0-22m,0.333,0.083,0.583,-0.059,-0.122,0.008
-TabPFN-TS,Toto-2.0-1B,0.333,0.083,0.583,-0.055,-0.121,0.01
-TabPFN-TS,Toto-2.0-2.5B,0.25,0.0,0.5,-0.055,-0.116,0.002
-TabPFN-TS,Toto-2.0-313m,0.25,0.0,0.5,-0.055,-0.117,0.005
-TabPFN-TS,Chronos-2,0.25,0.0,0.5,-0.033,-0.076,0.011
-TabPFN-TS,TiRex,0.167,0.0,0.417,-0.043,-0.093,0.006
-TabPFN-TS,LightGBM,0.167,0.0,0.417,-0.04,-0.093,0.028
-TabPFN-TS,AutoETS,0.333,0.083,0.583,-0.027,-0.069,0.015
-TabPFN-TS,FlowState,0.333,0.083,0.583,-0.016,-0.079,0.055
-TabPFN-TS,CatBoost,0.25,0.0,0.5,-0.028,-0.081,0.035
-TabPFN-TS,Toto-1.0,0.333,0.083,0.583,0.026,-0.08,0.132
-TabPFN-TS,Toto-2.0-4m,0.417,0.167,0.667,-0.015,-0.087,0.06
-TabPFN-TS,AutoARIMA,0.333,0.083,0.667,0.004,-0.067,0.085
-TabPFN-TS,TabPFN-TS,0.5,0.5,0.5,0.0,0.0,0.0
-TabPFN-TS,Chronos-Bolt,0.5,0.25,0.75,0.058,-0.009,0.122
-TabPFN-TS,Seasonal Naive,1.0,1.0,1.0,0.342,0.249,0.435
+Chronos-Bolt,TiRex-2,0.0,0.0,0.0,-0.175,-0.258,-0.106
 Chronos-Bolt,Stat. Ensemble,0.083,0.0,0.25,-0.136,-0.202,-0.073
 Chronos-Bolt,Toto-2.0-22m,0.0,0.0,0.0,-0.125,-0.191,-0.068
 Chronos-Bolt,Toto-2.0-1B,0.167,0.0,0.417,-0.121,-0.182,-0.062
-Chronos-Bolt,Toto-2.0-2.5B,0.083,0.0,0.25,-0.121,-0.185,-0.061
 Chronos-Bolt,Toto-2.0-313m,0.083,0.0,0.25,-0.12,-0.186,-0.062
+Chronos-Bolt,Toto-2.0-2.5B,0.083,0.0,0.25,-0.121,-0.185,-0.061
 Chronos-Bolt,Chronos-2,0.0,0.0,0.0,-0.097,-0.167,-0.046
 Chronos-Bolt,TiRex,0.083,0.0,0.25,-0.107,-0.175,-0.053
 Chronos-Bolt,LightGBM,0.083,0.0,0.25,-0.104,-0.157,-0.056
@@ -268,14 +269,14 @@ Chronos-Bolt,CatBoost,0.083,0.0,0.25,-0.091,-0.136,-0.049
 Chronos-Bolt,Toto-1.0,0.25,0.042,0.5,-0.034,-0.107,0.033
 Chronos-Bolt,Toto-2.0-4m,0.333,0.083,0.583,-0.078,-0.146,-0.021
 Chronos-Bolt,AutoARIMA,0.333,0.083,0.583,-0.057,-0.128,0.009
-Chronos-Bolt,TabPFN-TS,0.5,0.25,0.75,-0.062,-0.138,0.008
 Chronos-Bolt,Chronos-Bolt,0.5,0.5,0.5,0.0,0.0,0.0
 Chronos-Bolt,Seasonal Naive,0.833,0.583,1.0,0.301,0.198,0.389
+Seasonal Naive,TiRex-2,0.0,0.0,0.0,-0.682,-1.021,-0.425
 Seasonal Naive,Stat. Ensemble,0.0,0.0,0.0,-0.625,-0.907,-0.407
 Seasonal Naive,Toto-2.0-22m,0.0,0.0,0.0,-0.61,-0.932,-0.362
 Seasonal Naive,Toto-2.0-1B,0.083,0.0,0.25,-0.604,-0.897,-0.355
-Seasonal Naive,Toto-2.0-2.5B,0.083,0.0,0.25,-0.604,-0.891,-0.357
 Seasonal Naive,Toto-2.0-313m,0.0,0.0,0.0,-0.604,-0.904,-0.354
+Seasonal Naive,Toto-2.0-2.5B,0.083,0.0,0.25,-0.604,-0.891,-0.357
 Seasonal Naive,Chronos-2,0.0,0.0,0.0,-0.57,-0.821,-0.358
 Seasonal Naive,TiRex,0.0,0.0,0.0,-0.584,-0.872,-0.353
 Seasonal Naive,LightGBM,0.0,0.0,0.0,-0.581,-0.845,-0.364
@@ -285,6 +286,5 @@ Seasonal Naive,CatBoost,0.0,0.0,0.0,-0.562,-0.812,-0.352
 Seasonal Naive,Toto-1.0,0.083,0.0,0.25,-0.48,-0.763,-0.247
 Seasonal Naive,Toto-2.0-4m,0.083,0.0,0.25,-0.543,-0.858,-0.292
 Seasonal Naive,AutoARIMA,0.0,0.0,0.0,-0.513,-0.73,-0.344
-Seasonal Naive,TabPFN-TS,0.0,0.0,0.0,-0.52,-0.769,-0.332
 Seasonal Naive,Chronos-Bolt,0.167,0.0,0.417,-0.431,-0.638,-0.246
 Seasonal Naive,Seasonal Naive,0.5,0.5,0.5,0.0,0.0,0.0
diff --git a/tables/domain_econ/pairwise_SQL.csv b/tables/domain_econ/pairwise_SQL.csv
index 580e92acf52d64a2dc388c81de13580170bf58cc..85231472798551a5eb209caa0a402eb75b1fe5c6 100644
--- a/tables/domain_econ/pairwise_SQL.csv
+++ b/tables/domain_econ/pairwise_SQL.csv
@@ -1,26 +1,28 @@
 model_1,model_2,win_rate,win_rate_lower,win_rate_upper,skill_score,skill_score_lower,skill_score_upper
-TiRex,TiRex,0.5,0.5,0.5,0.0,0.0,0.0
-TiRex,Toto-2.0-1B,0.5,0.25,0.75,-0.002,-0.033,0.024
-TiRex,Toto-2.0-2.5B,0.5,0.25,0.75,-0.006,-0.031,0.017
-TiRex,Chronos-2,0.667,0.417,0.917,0.007,-0.028,0.036
-TiRex,Toto-2.0-313m,0.417,0.167,0.667,-0.002,-0.03,0.024
-TiRex,Toto-2.0-22m,0.5,0.25,0.833,-0.002,-0.037,0.033
-TiRex,Stat. Ensemble,0.75,0.5,1.0,0.017,-0.034,0.06
-TiRex,FlowState,0.833,0.583,1.0,0.045,-0.023,0.098
-TiRex,Toto-2.0-4m,0.667,0.415,0.917,0.035,-0.011,0.083
-TiRex,Toto-1.0,0.667,0.333,0.917,0.07,-0.008,0.143
-TiRex,TabPFN-TS,0.833,0.583,1.0,0.046,0.002,0.086
-TiRex,AutoETS,0.75,0.5,1.0,0.127,0.025,0.268
-TiRex,AutoARIMA,0.833,0.583,1.0,0.094,0.019,0.181
-TiRex,TimesFM-2.5,0.917,0.75,1.0,0.08,0.038,0.122
-TiRex,Chronos-Bolt,0.917,0.75,1.0,0.093,0.05,0.141
-TiRex,Seasonal Naive,1.0,1.0,1.0,0.382,0.282,0.467
-Toto-2.0-1B,TiRex,0.5,0.25,0.75,0.002,-0.025,0.032
+TiRex-2,TiRex-2,0.5,0.5,0.5,0.0,0.0,0.0
+TiRex-2,Toto-2.0-1B,0.833,0.583,1.0,0.05,0.019,0.077
+TiRex-2,TiRex,1.0,1.0,1.0,0.052,0.026,0.086
+TiRex-2,Toto-2.0-2.5B,0.833,0.583,1.0,0.046,0.014,0.077
+TiRex-2,Chronos-2,0.917,0.75,1.0,0.058,0.014,0.109
+TiRex-2,Toto-2.0-22m,0.75,0.5,0.917,0.05,0.023,0.079
+TiRex-2,Toto-2.0-313m,0.833,0.583,1.0,0.05,0.022,0.076
+TiRex-2,Stat. Ensemble,0.833,0.583,1.0,0.068,0.024,0.107
+TiRex-2,FlowState,0.833,0.583,1.0,0.094,0.027,0.152
+TiRex-2,Toto-2.0-4m,0.917,0.75,1.0,0.085,0.049,0.126
+TiRex-2,Toto-1.0,1.0,1.0,1.0,0.118,0.061,0.181
+TiRex-2,TabPFN-TS,0.833,0.583,1.0,0.096,0.05,0.138
+TiRex-2,AutoETS,1.0,1.0,1.0,0.172,0.075,0.301
+TiRex-2,AutoARIMA,0.917,0.75,1.0,0.141,0.074,0.215
+TiRex-2,TimesFM-2.5,0.917,0.75,1.0,0.128,0.08,0.174
+TiRex-2,Chronos-Bolt,1.0,1.0,1.0,0.14,0.09,0.195
+TiRex-2,Seasonal Naive,1.0,1.0,1.0,0.414,0.318,0.502
+Toto-2.0-1B,TiRex-2,0.167,0.0,0.417,-0.052,-0.083,-0.019
 Toto-2.0-1B,Toto-2.0-1B,0.5,0.5,0.5,0.0,0.0,0.0
+Toto-2.0-1B,TiRex,0.5,0.25,0.75,0.002,-0.025,0.032
 Toto-2.0-1B,Toto-2.0-2.5B,0.417,0.167,0.667,-0.004,-0.018,0.01
 Toto-2.0-1B,Chronos-2,0.417,0.167,0.75,0.009,-0.036,0.055
-Toto-2.0-1B,Toto-2.0-313m,0.583,0.333,0.833,0.0,-0.016,0.014
 Toto-2.0-1B,Toto-2.0-22m,0.5,0.167,0.75,0.0,-0.03,0.027
+Toto-2.0-1B,Toto-2.0-313m,0.583,0.333,0.833,0.0,-0.016,0.014
 Toto-2.0-1B,Stat. Ensemble,0.75,0.5,1.0,0.019,-0.04,0.068
 Toto-2.0-1B,FlowState,0.75,0.5,1.0,0.047,-0.032,0.1
 Toto-2.0-1B,Toto-2.0-4m,0.833,0.583,1.0,0.037,-0.006,0.08
@@ -31,12 +33,30 @@ Toto-2.0-1B,AutoARIMA,0.833,0.583,1.0,0.096,0.016,0.174
 Toto-2.0-1B,TimesFM-2.5,0.917,0.75,1.0,0.082,0.045,0.115
 Toto-2.0-1B,Chronos-Bolt,0.833,0.583,1.0,0.095,0.048,0.139
 Toto-2.0-1B,Seasonal Naive,0.917,0.75,1.0,0.383,0.278,0.469
-Toto-2.0-2.5B,TiRex,0.5,0.25,0.75,0.006,-0.017,0.03
+TiRex,TiRex-2,0.0,0.0,0.0,-0.055,-0.094,-0.027
+TiRex,Toto-2.0-1B,0.5,0.25,0.75,-0.002,-0.033,0.024
+TiRex,TiRex,0.5,0.5,0.5,0.0,0.0,0.0
+TiRex,Toto-2.0-2.5B,0.5,0.25,0.75,-0.006,-0.031,0.017
+TiRex,Chronos-2,0.667,0.417,0.917,0.007,-0.028,0.036
+TiRex,Toto-2.0-22m,0.5,0.25,0.833,-0.002,-0.037,0.033
+TiRex,Toto-2.0-313m,0.417,0.167,0.667,-0.002,-0.03,0.024
+TiRex,Stat. Ensemble,0.75,0.5,1.0,0.017,-0.034,0.06
+TiRex,FlowState,0.833,0.583,1.0,0.045,-0.023,0.098
+TiRex,Toto-2.0-4m,0.667,0.415,0.917,0.035,-0.011,0.083
+TiRex,Toto-1.0,0.667,0.333,0.917,0.07,-0.008,0.143
+TiRex,TabPFN-TS,0.833,0.583,1.0,0.046,0.002,0.086
+TiRex,AutoETS,0.75,0.5,1.0,0.127,0.025,0.268
+TiRex,AutoARIMA,0.833,0.583,1.0,0.094,0.019,0.181
+TiRex,TimesFM-2.5,0.917,0.75,1.0,0.08,0.038,0.122
+TiRex,Chronos-Bolt,0.917,0.75,1.0,0.093,0.05,0.141
+TiRex,Seasonal Naive,1.0,1.0,1.0,0.382,0.282,0.467
+Toto-2.0-2.5B,TiRex-2,0.167,0.0,0.417,-0.048,-0.084,-0.015
 Toto-2.0-2.5B,Toto-2.0-1B,0.583,0.333,0.833,0.004,-0.011,0.018
+Toto-2.0-2.5B,TiRex,0.5,0.25,0.75,0.006,-0.017,0.03
 Toto-2.0-2.5B,Toto-2.0-2.5B,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-2.0-2.5B,Chronos-2,0.417,0.167,0.75,0.013,-0.029,0.057
-Toto-2.0-2.5B,Toto-2.0-313m,0.583,0.331,0.833,0.004,-0.006,0.014
 Toto-2.0-2.5B,Toto-2.0-22m,0.583,0.25,0.833,0.004,-0.024,0.036
+Toto-2.0-2.5B,Toto-2.0-313m,0.583,0.331,0.833,0.004,-0.006,0.014
 Toto-2.0-2.5B,Stat. Ensemble,0.583,0.333,0.833,0.023,-0.033,0.071
 Toto-2.0-2.5B,FlowState,0.667,0.417,0.917,0.051,-0.024,0.108
 Toto-2.0-2.5B,Toto-2.0-4m,0.667,0.417,0.917,0.041,0.0,0.089
@@ -47,12 +67,13 @@ Toto-2.0-2.5B,AutoARIMA,0.833,0.583,1.0,0.1,0.018,0.186
 Toto-2.0-2.5B,TimesFM-2.5,0.917,0.75,1.0,0.086,0.05,0.122
 Toto-2.0-2.5B,Chronos-Bolt,0.917,0.75,1.0,0.099,0.05,0.146
 Toto-2.0-2.5B,Seasonal Naive,1.0,1.0,1.0,0.385,0.285,0.47
-Chronos-2,TiRex,0.333,0.083,0.583,-0.007,-0.037,0.027
+Chronos-2,TiRex-2,0.083,0.0,0.25,-0.062,-0.123,-0.014
 Chronos-2,Toto-2.0-1B,0.583,0.25,0.833,-0.009,-0.059,0.035
+Chronos-2,TiRex,0.333,0.083,0.583,-0.007,-0.037,0.027
 Chronos-2,Toto-2.0-2.5B,0.583,0.25,0.833,-0.013,-0.06,0.028
 Chronos-2,Chronos-2,0.5,0.5,0.5,0.0,0.0,0.0
-Chronos-2,Toto-2.0-313m,0.5,0.167,0.833,-0.009,-0.06,0.036
 Chronos-2,Toto-2.0-22m,0.5,0.167,0.833,-0.009,-0.065,0.049
+Chronos-2,Toto-2.0-313m,0.5,0.167,0.833,-0.009,-0.06,0.036
 Chronos-2,Stat. Ensemble,0.833,0.583,1.0,0.01,-0.042,0.051
 Chronos-2,FlowState,0.667,0.417,0.917,0.038,-0.034,0.106
 Chronos-2,Toto-2.0-4m,0.667,0.415,0.917,0.029,-0.035,0.098
@@ -63,28 +84,13 @@ Chronos-2,AutoARIMA,0.75,0.5,1.0,0.088,0.009,0.174
 Chronos-2,TimesFM-2.5,0.917,0.75,1.0,0.074,0.039,0.111
 Chronos-2,Chronos-Bolt,1.0,1.0,1.0,0.087,0.043,0.142
 Chronos-2,Seasonal Naive,1.0,1.0,1.0,0.377,0.286,0.457
-Toto-2.0-313m,TiRex,0.583,0.333,0.833,0.002,-0.025,0.029
-Toto-2.0-313m,Toto-2.0-1B,0.417,0.167,0.667,-0.0,-0.015,0.015
-Toto-2.0-313m,Toto-2.0-2.5B,0.417,0.167,0.669,-0.004,-0.014,0.006
-Toto-2.0-313m,Chronos-2,0.5,0.167,0.833,0.009,-0.038,0.056
-Toto-2.0-313m,Toto-2.0-313m,0.5,0.5,0.5,0.0,0.0,0.0
-Toto-2.0-313m,Toto-2.0-22m,0.583,0.25,0.833,-0.0,-0.024,0.024
-Toto-2.0-313m,Stat. Ensemble,0.667,0.417,0.917,0.018,-0.031,0.064
-Toto-2.0-313m,FlowState,0.667,0.417,0.917,0.046,-0.02,0.099
-Toto-2.0-313m,Toto-2.0-4m,0.667,0.417,0.917,0.037,0.001,0.079
-Toto-2.0-313m,Toto-1.0,0.667,0.417,0.917,0.072,0.005,0.139
-Toto-2.0-313m,TabPFN-TS,0.75,0.5,1.0,0.048,0.0,0.09
-Toto-2.0-313m,AutoETS,0.75,0.5,1.0,0.128,0.025,0.267
-Toto-2.0-313m,AutoARIMA,0.833,0.583,1.0,0.096,0.02,0.177
-Toto-2.0-313m,TimesFM-2.5,0.917,0.75,1.0,0.082,0.041,0.12
-Toto-2.0-313m,Chronos-Bolt,0.917,0.75,1.0,0.095,0.047,0.142
-Toto-2.0-313m,Seasonal Naive,1.0,1.0,1.0,0.383,0.283,0.468
-Toto-2.0-22m,TiRex,0.5,0.167,0.75,0.002,-0.034,0.036
+Toto-2.0-22m,TiRex-2,0.25,0.083,0.5,-0.053,-0.086,-0.024
 Toto-2.0-22m,Toto-2.0-1B,0.5,0.25,0.833,-0.0,-0.028,0.029
+Toto-2.0-22m,TiRex,0.5,0.167,0.75,0.002,-0.034,0.036
 Toto-2.0-22m,Toto-2.0-2.5B,0.417,0.167,0.75,-0.004,-0.038,0.023
 Toto-2.0-22m,Chronos-2,0.5,0.167,0.833,0.009,-0.051,0.061
-Toto-2.0-22m,Toto-2.0-313m,0.417,0.167,0.75,0.0,-0.025,0.023
 Toto-2.0-22m,Toto-2.0-22m,0.5,0.5,0.5,0.0,0.0,0.0
+Toto-2.0-22m,Toto-2.0-313m,0.417,0.167,0.75,0.0,-0.025,0.023
 Toto-2.0-22m,Stat. Ensemble,0.667,0.417,0.917,0.019,-0.03,0.062
 Toto-2.0-22m,FlowState,0.583,0.333,0.833,0.046,-0.012,0.098
 Toto-2.0-22m,Toto-2.0-4m,0.833,0.583,1.0,0.037,0.019,0.057
@@ -95,12 +101,30 @@ Toto-2.0-22m,AutoARIMA,0.75,0.5,1.0,0.096,0.021,0.181
 Toto-2.0-22m,TimesFM-2.5,0.917,0.75,1.0,0.082,0.025,0.13
 Toto-2.0-22m,Chronos-Bolt,1.0,1.0,1.0,0.095,0.055,0.138
 Toto-2.0-22m,Seasonal Naive,1.0,1.0,1.0,0.383,0.284,0.473
-Stat. Ensemble,TiRex,0.25,0.0,0.5,-0.017,-0.064,0.033
+Toto-2.0-313m,TiRex-2,0.167,0.0,0.417,-0.053,-0.082,-0.023
+Toto-2.0-313m,Toto-2.0-1B,0.417,0.167,0.667,-0.0,-0.015,0.015
+Toto-2.0-313m,TiRex,0.583,0.333,0.833,0.002,-0.025,0.029
+Toto-2.0-313m,Toto-2.0-2.5B,0.417,0.167,0.669,-0.004,-0.014,0.006
+Toto-2.0-313m,Chronos-2,0.5,0.167,0.833,0.009,-0.038,0.056
+Toto-2.0-313m,Toto-2.0-22m,0.583,0.25,0.833,-0.0,-0.024,0.024
+Toto-2.0-313m,Toto-2.0-313m,0.5,0.5,0.5,0.0,0.0,0.0
+Toto-2.0-313m,Stat. Ensemble,0.667,0.417,0.917,0.018,-0.031,0.064
+Toto-2.0-313m,FlowState,0.667,0.417,0.917,0.046,-0.02,0.099
+Toto-2.0-313m,Toto-2.0-4m,0.667,0.417,0.917,0.037,0.001,0.079
+Toto-2.0-313m,Toto-1.0,0.667,0.417,0.917,0.072,0.005,0.139
+Toto-2.0-313m,TabPFN-TS,0.75,0.5,1.0,0.048,0.0,0.09
+Toto-2.0-313m,AutoETS,0.75,0.5,1.0,0.128,0.025,0.267
+Toto-2.0-313m,AutoARIMA,0.833,0.583,1.0,0.096,0.02,0.177
+Toto-2.0-313m,TimesFM-2.5,0.917,0.75,1.0,0.082,0.041,0.12
+Toto-2.0-313m,Chronos-Bolt,0.917,0.75,1.0,0.095,0.047,0.142
+Toto-2.0-313m,Seasonal Naive,1.0,1.0,1.0,0.383,0.283,0.468
+Stat. Ensemble,TiRex-2,0.167,0.0,0.417,-0.073,-0.119,-0.024
 Stat. Ensemble,Toto-2.0-1B,0.25,0.0,0.5,-0.019,-0.072,0.039
+Stat. Ensemble,TiRex,0.25,0.0,0.5,-0.017,-0.064,0.033
 Stat. Ensemble,Toto-2.0-2.5B,0.417,0.167,0.667,-0.023,-0.076,0.032
 Stat. Ensemble,Chronos-2,0.167,0.0,0.417,-0.01,-0.053,0.04
-Stat. Ensemble,Toto-2.0-313m,0.333,0.083,0.583,-0.019,-0.069,0.03
 Stat. Ensemble,Toto-2.0-22m,0.333,0.083,0.583,-0.019,-0.066,0.029
+Stat. Ensemble,Toto-2.0-313m,0.333,0.083,0.583,-0.019,-0.069,0.03
 Stat. Ensemble,Stat. Ensemble,0.5,0.5,0.5,0.0,0.0,0.0
 Stat. Ensemble,FlowState,0.5,0.167,0.75,0.029,-0.016,0.073
 Stat. Ensemble,Toto-2.0-4m,0.417,0.167,0.667,0.019,-0.029,0.073
@@ -111,12 +135,13 @@ Stat. Ensemble,AutoARIMA,0.833,0.583,1.0,0.079,0.03,0.146
 Stat. Ensemble,TimesFM-2.5,0.833,0.583,1.0,0.065,0.013,0.121
 Stat. Ensemble,Chronos-Bolt,0.917,0.75,1.0,0.078,0.024,0.131
 Stat. Ensemble,Seasonal Naive,1.0,1.0,1.0,0.371,0.288,0.452
-FlowState,TiRex,0.167,0.0,0.417,-0.047,-0.109,0.023
+FlowState,TiRex-2,0.167,0.0,0.417,-0.104,-0.179,-0.028
 FlowState,Toto-2.0-1B,0.25,0.0,0.5,-0.049,-0.112,0.031
+FlowState,TiRex,0.167,0.0,0.417,-0.047,-0.109,0.023
 FlowState,Toto-2.0-2.5B,0.333,0.083,0.583,-0.053,-0.121,0.024
 FlowState,Chronos-2,0.333,0.083,0.583,-0.04,-0.118,0.033
-FlowState,Toto-2.0-313m,0.333,0.083,0.583,-0.049,-0.109,0.02
 FlowState,Toto-2.0-22m,0.417,0.167,0.667,-0.049,-0.109,0.012
+FlowState,Toto-2.0-313m,0.333,0.083,0.583,-0.049,-0.109,0.02
 FlowState,Stat. Ensemble,0.5,0.25,0.833,-0.029,-0.079,0.016
 FlowState,FlowState,0.5,0.5,0.5,0.0,0.0,0.0
 FlowState,Toto-2.0-4m,0.5,0.25,0.75,-0.01,-0.079,0.052
@@ -127,12 +152,13 @@ FlowState,AutoARIMA,0.75,0.5,1.0,0.052,0.005,0.102
 FlowState,TimesFM-2.5,0.667,0.417,0.875,0.037,-0.024,0.11
 FlowState,Chronos-Bolt,0.833,0.625,1.0,0.051,-0.002,0.101
 FlowState,Seasonal Naive,1.0,1.0,1.0,0.353,0.274,0.424
-Toto-2.0-4m,TiRex,0.333,0.083,0.585,-0.037,-0.091,0.011
+Toto-2.0-4m,TiRex-2,0.083,0.0,0.25,-0.093,-0.144,-0.052
 Toto-2.0-4m,Toto-2.0-1B,0.167,0.0,0.417,-0.039,-0.087,0.006
+Toto-2.0-4m,TiRex,0.333,0.083,0.585,-0.037,-0.091,0.011
 Toto-2.0-4m,Toto-2.0-2.5B,0.333,0.083,0.583,-0.043,-0.097,-0.0
 Toto-2.0-4m,Chronos-2,0.333,0.083,0.585,-0.029,-0.108,0.034
-Toto-2.0-4m,Toto-2.0-313m,0.333,0.083,0.583,-0.038,-0.086,-0.001
 Toto-2.0-4m,Toto-2.0-22m,0.167,0.0,0.417,-0.039,-0.06,-0.019
+Toto-2.0-4m,Toto-2.0-313m,0.333,0.083,0.583,-0.038,-0.086,-0.001
 Toto-2.0-4m,Stat. Ensemble,0.583,0.333,0.833,-0.019,-0.079,0.028
 Toto-2.0-4m,FlowState,0.5,0.25,0.75,0.01,-0.055,0.073
 Toto-2.0-4m,Toto-2.0-4m,0.5,0.5,0.5,0.0,0.0,0.0
@@ -143,12 +169,13 @@ Toto-2.0-4m,AutoARIMA,0.583,0.333,0.833,0.061,-0.023,0.155
 Toto-2.0-4m,TimesFM-2.5,0.667,0.417,0.917,0.047,-0.027,0.112
 Toto-2.0-4m,Chronos-Bolt,0.667,0.417,0.917,0.06,0.01,0.112
 Toto-2.0-4m,Seasonal Naive,0.917,0.75,1.0,0.359,0.246,0.458
-Toto-1.0,TiRex,0.333,0.083,0.667,-0.076,-0.167,0.008
+Toto-1.0,TiRex-2,0.0,0.0,0.0,-0.134,-0.221,-0.065
 Toto-1.0,Toto-2.0-1B,0.25,0.0,0.5,-0.078,-0.155,-0.013
+Toto-1.0,TiRex,0.333,0.083,0.667,-0.076,-0.167,0.008
 Toto-1.0,Toto-2.0-2.5B,0.25,0.0,0.5,-0.082,-0.171,-0.006
 Toto-1.0,Chronos-2,0.333,0.083,0.667,-0.068,-0.164,0.021
-Toto-1.0,Toto-2.0-313m,0.333,0.083,0.583,-0.077,-0.162,-0.005
 Toto-1.0,Toto-2.0-22m,0.333,0.083,0.583,-0.078,-0.151,-0.017
+Toto-1.0,Toto-2.0-313m,0.333,0.083,0.583,-0.077,-0.162,-0.005
 Toto-1.0,Stat. Ensemble,0.333,0.083,0.667,-0.058,-0.134,0.012
 Toto-1.0,FlowState,0.417,0.167,0.708,-0.027,-0.124,0.054
 Toto-1.0,Toto-2.0-4m,0.583,0.333,0.833,-0.038,-0.107,0.022
@@ -159,12 +186,13 @@ Toto-1.0,AutoARIMA,0.667,0.417,0.917,0.026,-0.059,0.101
 Toto-1.0,TimesFM-2.5,0.75,0.5,0.958,0.011,-0.075,0.076
 Toto-1.0,Chronos-Bolt,0.667,0.417,0.875,0.025,-0.031,0.083
 Toto-1.0,Seasonal Naive,0.917,0.75,1.0,0.335,0.215,0.436
-TabPFN-TS,TiRex,0.167,0.0,0.417,-0.048,-0.094,-0.002
+TabPFN-TS,TiRex-2,0.167,0.0,0.417,-0.106,-0.16,-0.053
 TabPFN-TS,Toto-2.0-1B,0.167,0.0,0.417,-0.051,-0.107,0.007
+TabPFN-TS,TiRex,0.167,0.0,0.417,-0.048,-0.094,-0.002
 TabPFN-TS,Toto-2.0-2.5B,0.25,0.0,0.5,-0.055,-0.105,-0.005
 TabPFN-TS,Chronos-2,0.25,0.0,0.5,-0.041,-0.077,-0.005
-TabPFN-TS,Toto-2.0-313m,0.25,0.0,0.5,-0.05,-0.099,-0.0
 TabPFN-TS,Toto-2.0-22m,0.333,0.083,0.583,-0.05,-0.106,0.011
+TabPFN-TS,Toto-2.0-313m,0.25,0.0,0.5,-0.05,-0.099,-0.0
 TabPFN-TS,Stat. Ensemble,0.25,0.0,0.5,-0.031,-0.067,0.009
 TabPFN-TS,FlowState,0.417,0.167,0.667,-0.002,-0.058,0.061
 TabPFN-TS,Toto-2.0-4m,0.417,0.167,0.667,-0.011,-0.075,0.062
@@ -175,12 +203,13 @@ TabPFN-TS,AutoARIMA,0.667,0.415,0.917,0.051,-0.02,0.134
 TabPFN-TS,TimesFM-2.5,0.583,0.333,0.833,0.036,-0.012,0.086
 TabPFN-TS,Chronos-Bolt,0.5,0.25,0.75,0.049,-0.015,0.114
 TabPFN-TS,Seasonal Naive,1.0,1.0,1.0,0.352,0.266,0.435
-AutoETS,TiRex,0.25,0.0,0.5,-0.145,-0.367,-0.025
+AutoETS,TiRex-2,0.0,0.0,0.0,-0.208,-0.431,-0.081
 AutoETS,Toto-2.0-1B,0.25,0.0,0.5,-0.148,-0.366,-0.018
+AutoETS,TiRex,0.25,0.0,0.5,-0.145,-0.367,-0.025
 AutoETS,Toto-2.0-2.5B,0.167,0.0,0.417,-0.152,-0.369,-0.028
 AutoETS,Chronos-2,0.25,0.0,0.5,-0.137,-0.354,-0.02
-AutoETS,Toto-2.0-313m,0.25,0.0,0.5,-0.147,-0.365,-0.025
 AutoETS,Toto-2.0-22m,0.167,0.0,0.417,-0.147,-0.367,-0.026
+AutoETS,Toto-2.0-313m,0.25,0.0,0.5,-0.147,-0.365,-0.025
 AutoETS,Stat. Ensemble,0.333,0.083,0.583,-0.126,-0.345,-0.012
 AutoETS,FlowState,0.417,0.167,0.667,-0.094,-0.322,0.04
 AutoETS,Toto-2.0-4m,0.25,0.0,0.5,-0.105,-0.317,0.019
@@ -191,12 +220,13 @@ AutoETS,AutoARIMA,0.5,0.167,0.75,-0.037,-0.271,0.112
 AutoETS,TimesFM-2.5,0.5,0.25,0.75,-0.053,-0.259,0.072
 AutoETS,Chronos-Bolt,0.75,0.5,1.0,-0.039,-0.251,0.086
 AutoETS,Seasonal Naive,0.917,0.75,1.0,0.292,0.084,0.43
-AutoARIMA,TiRex,0.167,0.0,0.417,-0.104,-0.221,-0.019
+AutoARIMA,TiRex-2,0.083,0.0,0.25,-0.165,-0.274,-0.08
 AutoARIMA,Toto-2.0-1B,0.167,0.0,0.417,-0.107,-0.211,-0.017
+AutoARIMA,TiRex,0.167,0.0,0.417,-0.104,-0.221,-0.019
 AutoARIMA,Toto-2.0-2.5B,0.167,0.0,0.417,-0.111,-0.228,-0.019
 AutoARIMA,Chronos-2,0.25,0.0,0.5,-0.097,-0.21,-0.009
-AutoARIMA,Toto-2.0-313m,0.167,0.0,0.417,-0.106,-0.216,-0.02
 AutoARIMA,Toto-2.0-22m,0.25,0.0,0.5,-0.106,-0.221,-0.021
+AutoARIMA,Toto-2.0-313m,0.167,0.0,0.417,-0.106,-0.216,-0.02
 AutoARIMA,Stat. Ensemble,0.167,0.0,0.417,-0.086,-0.171,-0.031
 AutoARIMA,FlowState,0.25,0.0,0.5,-0.055,-0.113,-0.005
 AutoARIMA,Toto-2.0-4m,0.417,0.167,0.667,-0.065,-0.184,0.022
@@ -207,12 +237,13 @@ AutoARIMA,AutoARIMA,0.5,0.5,0.5,0.0,0.0,0.0
 AutoARIMA,TimesFM-2.5,0.417,0.167,0.667,-0.016,-0.097,0.062
 AutoARIMA,Chronos-Bolt,0.417,0.167,0.667,-0.001,-0.08,0.069
 AutoARIMA,Seasonal Naive,1.0,1.0,1.0,0.317,0.242,0.396
-TimesFM-2.5,TiRex,0.083,0.0,0.25,-0.087,-0.139,-0.039
+TimesFM-2.5,TiRex-2,0.083,0.0,0.25,-0.147,-0.211,-0.087
 TimesFM-2.5,Toto-2.0-1B,0.083,0.0,0.25,-0.09,-0.13,-0.047
+TimesFM-2.5,TiRex,0.083,0.0,0.25,-0.087,-0.139,-0.039
 TimesFM-2.5,Toto-2.0-2.5B,0.083,0.0,0.25,-0.094,-0.139,-0.053
 TimesFM-2.5,Chronos-2,0.083,0.0,0.25,-0.08,-0.124,-0.041
-TimesFM-2.5,Toto-2.0-313m,0.083,0.0,0.25,-0.089,-0.136,-0.042
 TimesFM-2.5,Toto-2.0-22m,0.083,0.0,0.25,-0.089,-0.15,-0.026
+TimesFM-2.5,Toto-2.0-313m,0.083,0.0,0.25,-0.089,-0.136,-0.042
 TimesFM-2.5,Stat. Ensemble,0.167,0.0,0.417,-0.069,-0.137,-0.014
 TimesFM-2.5,FlowState,0.333,0.125,0.583,-0.039,-0.124,0.024
 TimesFM-2.5,Toto-2.0-4m,0.333,0.083,0.583,-0.049,-0.126,0.026
@@ -223,12 +254,13 @@ TimesFM-2.5,AutoARIMA,0.583,0.333,0.833,0.015,-0.066,0.089
 TimesFM-2.5,TimesFM-2.5,0.5,0.5,0.5,0.0,0.0,0.0
 TimesFM-2.5,Chronos-Bolt,0.583,0.333,0.833,0.014,-0.034,0.072
 TimesFM-2.5,Seasonal Naive,0.917,0.75,1.0,0.328,0.224,0.407
-Chronos-Bolt,TiRex,0.083,0.0,0.25,-0.103,-0.164,-0.052
+Chronos-Bolt,TiRex-2,0.0,0.0,0.0,-0.163,-0.242,-0.099
 Chronos-Bolt,Toto-2.0-1B,0.167,0.0,0.417,-0.105,-0.162,-0.05
+Chronos-Bolt,TiRex,0.083,0.0,0.25,-0.103,-0.164,-0.052
 Chronos-Bolt,Toto-2.0-2.5B,0.083,0.0,0.25,-0.109,-0.171,-0.053
 Chronos-Bolt,Chronos-2,0.0,0.0,0.0,-0.095,-0.165,-0.044
-Chronos-Bolt,Toto-2.0-313m,0.083,0.0,0.25,-0.105,-0.165,-0.049
 Chronos-Bolt,Toto-2.0-22m,0.0,0.0,0.0,-0.105,-0.159,-0.058
+Chronos-Bolt,Toto-2.0-313m,0.083,0.0,0.25,-0.105,-0.165,-0.049
 Chronos-Bolt,Stat. Ensemble,0.083,0.0,0.25,-0.084,-0.151,-0.024
 Chronos-Bolt,FlowState,0.167,0.0,0.375,-0.053,-0.113,0.002
 Chronos-Bolt,Toto-2.0-4m,0.333,0.083,0.583,-0.064,-0.126,-0.01
@@ -239,12 +271,13 @@ Chronos-Bolt,AutoARIMA,0.583,0.333,0.833,0.001,-0.074,0.074
 Chronos-Bolt,TimesFM-2.5,0.417,0.167,0.667,-0.014,-0.077,0.032
 Chronos-Bolt,Chronos-Bolt,0.5,0.5,0.5,0.0,0.0,0.0
 Chronos-Bolt,Seasonal Naive,0.917,0.75,1.0,0.318,0.219,0.402
-Seasonal Naive,TiRex,0.0,0.0,0.0,-0.617,-0.877,-0.392
+Seasonal Naive,TiRex-2,0.0,0.0,0.0,-0.706,-1.009,-0.467
 Seasonal Naive,Toto-2.0-1B,0.083,0.0,0.25,-0.621,-0.884,-0.386
+Seasonal Naive,TiRex,0.0,0.0,0.0,-0.617,-0.877,-0.392
 Seasonal Naive,Toto-2.0-2.5B,0.0,0.0,0.0,-0.627,-0.887,-0.398
 Seasonal Naive,Chronos-2,0.0,0.0,0.0,-0.606,-0.842,-0.401
-Seasonal Naive,Toto-2.0-313m,0.0,0.0,0.0,-0.62,-0.881,-0.394
 Seasonal Naive,Toto-2.0-22m,0.0,0.0,0.0,-0.62,-0.898,-0.396
+Seasonal Naive,Toto-2.0-313m,0.0,0.0,0.0,-0.62,-0.881,-0.394
 Seasonal Naive,Stat. Ensemble,0.0,0.0,0.0,-0.59,-0.824,-0.404
 Seasonal Naive,FlowState,0.0,0.0,0.0,-0.545,-0.736,-0.377
 Seasonal Naive,Toto-2.0-4m,0.083,0.0,0.25,-0.56,-0.847,-0.326
diff --git a/tables/domain_econ/pairwise_WAPE.csv b/tables/domain_econ/pairwise_WAPE.csv
index 7c8d251202802c87d1e20e14cfe2a25798b09a32..774b9f6ef423e30d6cfae9f2fe9ca65f8046a90c 100644
--- a/tables/domain_econ/pairwise_WAPE.csv
+++ b/tables/domain_econ/pairwise_WAPE.csv
@@ -1,4 +1,22 @@
 model_1,model_2,win_rate,win_rate_lower,win_rate_upper,skill_score,skill_score_lower,skill_score_upper
+TiRex-2,TiRex-2,0.5,0.5,0.5,0.0,0.0,0.0
+TiRex-2,Toto-2.0-1B,0.583,0.333,0.833,0.054,-0.019,0.135
+TiRex-2,Toto-2.0-2.5B,0.583,0.25,0.833,0.05,-0.021,0.117
+TiRex-2,Toto-2.0-313m,0.75,0.5,1.0,0.063,-0.007,0.135
+TiRex-2,Toto-2.0-22m,0.667,0.417,0.917,0.068,0.017,0.127
+TiRex-2,TiRex,0.917,0.75,1.0,0.07,0.023,0.119
+TiRex-2,Chronos-2,0.75,0.5,1.0,0.088,0.017,0.151
+TiRex-2,Stat. Ensemble,0.833,0.583,1.0,0.064,-0.008,0.14
+TiRex-2,Toto-1.0,0.917,0.75,1.0,0.124,0.043,0.2
+TiRex-2,TimesFM-2.5,0.917,0.75,1.0,0.097,0.043,0.154
+TiRex-2,CatBoost,0.833,0.583,1.0,0.107,-0.003,0.217
+TiRex-2,TabPFN-TS,0.75,0.5,1.0,0.088,0.001,0.173
+TiRex-2,FlowState,0.917,0.75,1.0,0.072,-0.004,0.126
+TiRex-2,AutoETS,0.917,0.75,1.0,0.112,0.051,0.185
+TiRex-2,Toto-2.0-4m,0.917,0.75,1.0,0.132,0.068,0.203
+TiRex-2,Chronos-Bolt,1.0,1.0,1.0,0.168,0.089,0.254
+TiRex-2,Seasonal Naive,1.0,1.0,1.0,0.421,0.305,0.538
+Toto-2.0-1B,TiRex-2,0.417,0.167,0.667,-0.058,-0.156,0.019
 Toto-2.0-1B,Toto-2.0-1B,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-2.0-1B,Toto-2.0-2.5B,0.5,0.25,0.75,-0.005,-0.023,0.01
 Toto-2.0-1B,Toto-2.0-313m,0.667,0.417,0.917,0.009,-0.017,0.033
@@ -8,14 +26,14 @@ Toto-2.0-1B,Chronos-2,0.75,0.5,1.0,0.035,-0.015,0.078
 Toto-2.0-1B,Stat. Ensemble,0.75,0.5,1.0,0.01,-0.138,0.106
 Toto-2.0-1B,Toto-1.0,0.667,0.417,0.917,0.073,-0.013,0.157
 Toto-2.0-1B,TimesFM-2.5,0.75,0.5,0.917,0.045,-0.002,0.093
-Toto-2.0-1B,FlowState,0.75,0.5,1.0,0.019,-0.152,0.114
 Toto-2.0-1B,CatBoost,0.75,0.5,1.0,0.056,-0.124,0.175
 Toto-2.0-1B,TabPFN-TS,0.75,0.5,1.0,0.036,-0.112,0.136
+Toto-2.0-1B,FlowState,0.75,0.5,1.0,0.019,-0.152,0.114
 Toto-2.0-1B,AutoETS,0.75,0.5,1.0,0.061,-0.038,0.14
 Toto-2.0-1B,Toto-2.0-4m,0.917,0.75,1.0,0.082,-0.005,0.154
-Toto-2.0-1B,LightGBM,0.833,0.583,1.0,0.058,-0.123,0.17
 Toto-2.0-1B,Chronos-Bolt,0.833,0.583,1.0,0.12,0.045,0.197
 Toto-2.0-1B,Seasonal Naive,0.917,0.75,1.0,0.388,0.248,0.515
+Toto-2.0-2.5B,TiRex-2,0.417,0.167,0.75,-0.052,-0.132,0.021
 Toto-2.0-2.5B,Toto-2.0-1B,0.5,0.25,0.75,0.005,-0.01,0.022
 Toto-2.0-2.5B,Toto-2.0-2.5B,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-2.0-2.5B,Toto-2.0-313m,0.667,0.417,0.917,0.014,-0.007,0.033
@@ -25,14 +43,14 @@ Toto-2.0-2.5B,Chronos-2,0.667,0.417,0.917,0.04,0.0,0.076
 Toto-2.0-2.5B,Stat. Ensemble,0.75,0.5,1.0,0.015,-0.114,0.104
 Toto-2.0-2.5B,Toto-1.0,0.667,0.417,0.917,0.078,-0.001,0.164
 Toto-2.0-2.5B,TimesFM-2.5,0.75,0.5,0.917,0.05,0.012,0.094
-Toto-2.0-2.5B,FlowState,0.75,0.5,1.0,0.023,-0.13,0.115
 Toto-2.0-2.5B,CatBoost,0.75,0.5,1.0,0.06,-0.104,0.172
 Toto-2.0-2.5B,TabPFN-TS,0.75,0.5,1.0,0.041,-0.09,0.131
+Toto-2.0-2.5B,FlowState,0.75,0.5,1.0,0.023,-0.13,0.115
 Toto-2.0-2.5B,AutoETS,0.75,0.5,1.0,0.065,-0.017,0.138
 Toto-2.0-2.5B,Toto-2.0-4m,0.917,0.75,1.0,0.087,0.01,0.16
-Toto-2.0-2.5B,LightGBM,0.833,0.583,1.0,0.063,-0.102,0.168
 Toto-2.0-2.5B,Chronos-Bolt,0.833,0.583,1.0,0.124,0.054,0.199
 Toto-2.0-2.5B,Seasonal Naive,0.917,0.75,1.0,0.391,0.26,0.511
+Toto-2.0-313m,TiRex-2,0.25,0.0,0.5,-0.067,-0.156,0.007
 Toto-2.0-313m,Toto-2.0-1B,0.333,0.083,0.583,-0.009,-0.034,0.017
 Toto-2.0-313m,Toto-2.0-2.5B,0.333,0.083,0.583,-0.014,-0.034,0.007
 Toto-2.0-313m,Toto-2.0-313m,0.5,0.5,0.5,0.0,0.0,0.0
@@ -42,14 +60,14 @@ Toto-2.0-313m,Chronos-2,0.583,0.333,0.833,0.027,-0.018,0.066
 Toto-2.0-313m,Stat. Ensemble,0.75,0.5,1.0,0.001,-0.131,0.091
 Toto-2.0-313m,Toto-1.0,0.667,0.417,0.917,0.065,-0.011,0.147
 Toto-2.0-313m,TimesFM-2.5,0.667,0.417,0.917,0.037,-0.004,0.079
-Toto-2.0-313m,FlowState,0.75,0.5,1.0,0.01,-0.142,0.106
 Toto-2.0-313m,CatBoost,0.833,0.583,1.0,0.047,-0.108,0.154
 Toto-2.0-313m,TabPFN-TS,0.75,0.5,1.0,0.027,-0.108,0.124
+Toto-2.0-313m,FlowState,0.75,0.5,1.0,0.01,-0.142,0.106
 Toto-2.0-313m,AutoETS,0.667,0.417,0.917,0.052,-0.025,0.119
 Toto-2.0-313m,Toto-2.0-4m,0.833,0.583,1.0,0.074,0.005,0.14
-Toto-2.0-313m,LightGBM,0.833,0.583,1.0,0.05,-0.104,0.149
 Toto-2.0-313m,Chronos-Bolt,0.833,0.583,1.0,0.112,0.053,0.179
 Toto-2.0-313m,Seasonal Naive,0.917,0.75,1.0,0.383,0.252,0.506
+Toto-2.0-22m,TiRex-2,0.333,0.083,0.583,-0.073,-0.145,-0.018
 Toto-2.0-22m,Toto-2.0-1B,0.167,0.0,0.417,-0.015,-0.086,0.078
 Toto-2.0-22m,Toto-2.0-2.5B,0.167,0.0,0.417,-0.02,-0.091,0.061
 Toto-2.0-22m,Toto-2.0-313m,0.333,0.083,0.583,-0.006,-0.067,0.066
@@ -59,14 +77,14 @@ Toto-2.0-22m,Chronos-2,0.75,0.5,1.0,0.021,-0.055,0.091
 Toto-2.0-22m,Stat. Ensemble,0.583,0.333,0.833,-0.004,-0.084,0.066
 Toto-2.0-22m,Toto-1.0,0.75,0.5,1.0,0.059,-0.005,0.12
 Toto-2.0-22m,TimesFM-2.5,0.667,0.417,0.917,0.031,-0.046,0.105
-Toto-2.0-22m,FlowState,0.667,0.417,0.917,0.004,-0.084,0.08
 Toto-2.0-22m,CatBoost,0.583,0.333,0.833,0.042,-0.064,0.136
 Toto-2.0-22m,TabPFN-TS,0.583,0.333,0.833,0.022,-0.074,0.112
+Toto-2.0-22m,FlowState,0.667,0.417,0.917,0.004,-0.084,0.08
 Toto-2.0-22m,AutoETS,0.833,0.583,1.0,0.047,-0.016,0.095
 Toto-2.0-22m,Toto-2.0-4m,1.0,1.0,1.0,0.069,0.048,0.092
-Toto-2.0-22m,LightGBM,0.667,0.417,0.917,0.044,-0.056,0.129
 Toto-2.0-22m,Chronos-Bolt,0.917,0.75,1.0,0.107,0.057,0.155
 Toto-2.0-22m,Seasonal Naive,0.917,0.75,1.0,0.379,0.262,0.497
+TiRex,TiRex-2,0.083,0.0,0.25,-0.076,-0.135,-0.023
 TiRex,Toto-2.0-1B,0.167,0.0,0.417,-0.017,-0.046,0.022
 TiRex,Toto-2.0-2.5B,0.25,0.0,0.5,-0.022,-0.048,0.004
 TiRex,Toto-2.0-313m,0.417,0.167,0.667,-0.008,-0.036,0.021
@@ -76,14 +94,14 @@ TiRex,Chronos-2,0.667,0.333,0.917,0.019,-0.026,0.055
 TiRex,Stat. Ensemble,0.583,0.333,0.833,-0.007,-0.118,0.073
 TiRex,Toto-1.0,0.5,0.25,0.833,0.057,-0.011,0.131
 TiRex,TimesFM-2.5,0.833,0.667,1.0,0.029,-0.01,0.066
-TiRex,FlowState,0.667,0.417,0.917,0.002,-0.132,0.081
 TiRex,CatBoost,0.667,0.417,0.917,0.039,-0.111,0.151
 TiRex,TabPFN-TS,0.75,0.5,1.0,0.019,-0.098,0.11
+TiRex,FlowState,0.667,0.417,0.917,0.002,-0.132,0.081
 TiRex,AutoETS,0.667,0.417,0.917,0.045,-0.022,0.113
 TiRex,Toto-2.0-4m,0.75,0.5,1.0,0.067,0.006,0.127
-TiRex,LightGBM,0.75,0.5,1.0,0.042,-0.105,0.143
 TiRex,Chronos-Bolt,0.917,0.75,1.0,0.105,0.043,0.176
 TiRex,Seasonal Naive,0.917,0.75,1.0,0.378,0.252,0.503
+Chronos-2,TiRex-2,0.25,0.0,0.5,-0.096,-0.178,-0.018
 Chronos-2,Toto-2.0-1B,0.25,0.0,0.5,-0.037,-0.085,0.015
 Chronos-2,Toto-2.0-2.5B,0.333,0.083,0.583,-0.042,-0.082,-0.0
 Chronos-2,Toto-2.0-313m,0.417,0.167,0.667,-0.028,-0.07,0.018
@@ -93,14 +111,14 @@ Chronos-2,Chronos-2,0.5,0.5,0.5,0.0,0.0,0.0
 Chronos-2,Stat. Ensemble,0.667,0.417,0.917,-0.026,-0.142,0.05
 Chronos-2,Toto-1.0,0.5,0.25,0.833,0.039,-0.047,0.129
 Chronos-2,TimesFM-2.5,0.5,0.167,0.75,0.01,-0.025,0.05
-Chronos-2,FlowState,0.583,0.333,0.833,-0.017,-0.169,0.081
 Chronos-2,CatBoost,0.583,0.333,0.833,0.021,-0.142,0.136
 Chronos-2,TabPFN-TS,0.667,0.417,0.917,0.0,-0.134,0.102
+Chronos-2,FlowState,0.583,0.333,0.833,-0.017,-0.169,0.081
 Chronos-2,AutoETS,0.667,0.417,0.917,0.026,-0.04,0.085
 Chronos-2,Toto-2.0-4m,0.583,0.333,0.833,0.049,-0.031,0.135
-Chronos-2,LightGBM,0.75,0.5,1.0,0.024,-0.139,0.134
 Chronos-2,Chronos-Bolt,0.75,0.5,1.0,0.087,0.014,0.175
 Chronos-2,Seasonal Naive,0.917,0.75,1.0,0.366,0.237,0.489
+Stat. Ensemble,TiRex-2,0.167,0.0,0.417,-0.068,-0.163,0.008
 Stat. Ensemble,Toto-2.0-1B,0.25,0.0,0.5,-0.01,-0.119,0.121
 Stat. Ensemble,Toto-2.0-2.5B,0.25,0.0,0.5,-0.015,-0.116,0.103
 Stat. Ensemble,Toto-2.0-313m,0.25,0.0,0.5,-0.001,-0.1,0.116
@@ -110,14 +128,14 @@ Stat. Ensemble,Chronos-2,0.333,0.083,0.583,0.026,-0.052,0.124
 Stat. Ensemble,Stat. Ensemble,0.5,0.5,0.5,0.0,0.0,0.0
 Stat. Ensemble,Toto-1.0,0.583,0.25,0.833,0.064,-0.025,0.153
 Stat. Ensemble,TimesFM-2.5,0.5,0.25,0.75,0.036,-0.044,0.138
-Stat. Ensemble,FlowState,0.667,0.417,0.917,0.009,-0.049,0.064
 Stat. Ensemble,CatBoost,0.5,0.25,0.75,0.046,-0.019,0.117
 Stat. Ensemble,TabPFN-TS,0.583,0.333,0.833,0.026,-0.033,0.082
+Stat. Ensemble,FlowState,0.667,0.417,0.917,0.009,-0.049,0.064
 Stat. Ensemble,AutoETS,0.75,0.5,1.0,0.051,0.006,0.104
 Stat. Ensemble,Toto-2.0-4m,0.583,0.333,0.833,0.073,-0.009,0.154
-Stat. Ensemble,LightGBM,0.583,0.25,0.833,0.049,-0.01,0.104
 Stat. Ensemble,Chronos-Bolt,0.75,0.5,1.0,0.111,0.016,0.202
 Stat. Ensemble,Seasonal Naive,1.0,1.0,1.0,0.382,0.284,0.478
+Toto-1.0,TiRex-2,0.083,0.0,0.25,-0.141,-0.249,-0.045
 Toto-1.0,Toto-2.0-1B,0.333,0.083,0.583,-0.079,-0.187,0.013
 Toto-1.0,Toto-2.0-2.5B,0.333,0.083,0.583,-0.084,-0.196,0.001
 Toto-1.0,Toto-2.0-313m,0.333,0.083,0.583,-0.069,-0.173,0.011
@@ -127,14 +145,14 @@ Toto-1.0,Chronos-2,0.5,0.167,0.75,-0.041,-0.149,0.045
 Toto-1.0,Stat. Ensemble,0.417,0.167,0.75,-0.068,-0.181,0.024
 Toto-1.0,Toto-1.0,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-1.0,TimesFM-2.5,0.583,0.333,0.833,-0.03,-0.139,0.05
-Toto-1.0,FlowState,0.5,0.25,0.75,-0.059,-0.205,0.059
 Toto-1.0,CatBoost,0.583,0.25,0.833,-0.019,-0.168,0.102
 Toto-1.0,TabPFN-TS,0.583,0.333,0.833,-0.04,-0.192,0.084
+Toto-1.0,FlowState,0.5,0.25,0.75,-0.059,-0.205,0.059
 Toto-1.0,AutoETS,0.5,0.25,0.75,-0.013,-0.1,0.062
 Toto-1.0,Toto-2.0-4m,0.5,0.248,0.75,0.01,-0.051,0.066
-Toto-1.0,LightGBM,0.5,0.25,0.833,-0.016,-0.165,0.098
 Toto-1.0,Chronos-Bolt,0.75,0.542,0.958,0.05,0.006,0.093
 Toto-1.0,Seasonal Naive,0.917,0.75,1.0,0.34,0.203,0.463
+TimesFM-2.5,TiRex-2,0.083,0.0,0.25,-0.108,-0.182,-0.045
 TimesFM-2.5,Toto-2.0-1B,0.25,0.083,0.5,-0.048,-0.103,0.002
 TimesFM-2.5,Toto-2.0-2.5B,0.25,0.083,0.5,-0.053,-0.103,-0.012
 TimesFM-2.5,Toto-2.0-313m,0.333,0.083,0.583,-0.038,-0.085,0.004
@@ -144,31 +162,14 @@ TimesFM-2.5,Chronos-2,0.5,0.25,0.833,-0.011,-0.052,0.025
 TimesFM-2.5,Stat. Ensemble,0.5,0.25,0.75,-0.037,-0.161,0.042
 TimesFM-2.5,Toto-1.0,0.417,0.167,0.667,0.029,-0.053,0.122
 TimesFM-2.5,TimesFM-2.5,0.5,0.5,0.5,0.0,0.0,0.0
-TimesFM-2.5,FlowState,0.417,0.167,0.667,-0.028,-0.174,0.06
 TimesFM-2.5,CatBoost,0.667,0.417,0.917,0.011,-0.151,0.126
 TimesFM-2.5,TabPFN-TS,0.5,0.25,0.75,-0.01,-0.144,0.086
+TimesFM-2.5,FlowState,0.417,0.167,0.667,-0.028,-0.174,0.06
 TimesFM-2.5,AutoETS,0.583,0.331,0.833,0.016,-0.058,0.087
 TimesFM-2.5,Toto-2.0-4m,0.583,0.333,0.833,0.039,-0.044,0.124
-TimesFM-2.5,LightGBM,0.667,0.417,0.917,0.013,-0.148,0.118
 TimesFM-2.5,Chronos-Bolt,0.667,0.417,0.875,0.078,0.002,0.167
 TimesFM-2.5,Seasonal Naive,0.917,0.75,1.0,0.359,0.235,0.479
-FlowState,Toto-2.0-1B,0.25,0.0,0.5,-0.019,-0.129,0.132
-FlowState,Toto-2.0-2.5B,0.25,0.0,0.5,-0.024,-0.13,0.115
-FlowState,Toto-2.0-313m,0.25,0.0,0.5,-0.01,-0.119,0.124
-FlowState,Toto-2.0-22m,0.333,0.083,0.583,-0.004,-0.087,0.077
-FlowState,TiRex,0.333,0.083,0.583,-0.002,-0.088,0.117
-FlowState,Chronos-2,0.417,0.167,0.667,0.017,-0.088,0.144
-FlowState,Stat. Ensemble,0.333,0.083,0.583,-0.009,-0.068,0.047
-FlowState,Toto-1.0,0.5,0.25,0.75,0.056,-0.062,0.17
-FlowState,TimesFM-2.5,0.583,0.333,0.833,0.027,-0.064,0.149
-FlowState,FlowState,0.5,0.5,0.5,0.0,0.0,0.0
-FlowState,CatBoost,0.5,0.25,0.75,0.038,-0.03,0.127
-FlowState,TabPFN-TS,0.667,0.417,0.917,0.018,-0.056,0.079
-FlowState,AutoETS,0.5,0.25,0.75,0.043,-0.045,0.131
-FlowState,Toto-2.0-4m,0.417,0.167,0.667,0.065,-0.028,0.157
-FlowState,LightGBM,0.5,0.25,0.75,0.04,-0.011,0.111
-FlowState,Chronos-Bolt,0.583,0.332,0.833,0.103,-0.011,0.214
-FlowState,Seasonal Naive,0.917,0.75,1.0,0.376,0.258,0.488
+CatBoost,TiRex-2,0.167,0.0,0.417,-0.12,-0.278,0.003
 CatBoost,Toto-2.0-1B,0.25,0.0,0.5,-0.059,-0.212,0.11
 CatBoost,Toto-2.0-2.5B,0.25,0.0,0.5,-0.064,-0.208,0.094
 CatBoost,Toto-2.0-313m,0.167,0.0,0.417,-0.05,-0.181,0.097
@@ -178,14 +179,14 @@ CatBoost,Chronos-2,0.417,0.167,0.667,-0.021,-0.157,0.125
 CatBoost,Stat. Ensemble,0.5,0.25,0.75,-0.048,-0.133,0.018
 CatBoost,Toto-1.0,0.417,0.167,0.75,0.019,-0.114,0.144
 CatBoost,TimesFM-2.5,0.333,0.083,0.583,-0.011,-0.145,0.131
-CatBoost,FlowState,0.5,0.25,0.75,-0.039,-0.146,0.029
 CatBoost,CatBoost,0.5,0.5,0.5,0.0,0.0,0.0
 CatBoost,TabPFN-TS,0.5,0.25,0.75,-0.021,-0.113,0.061
+CatBoost,FlowState,0.5,0.25,0.75,-0.039,-0.146,0.029
 CatBoost,AutoETS,0.583,0.25,0.833,0.006,-0.085,0.101
 CatBoost,Toto-2.0-4m,0.583,0.25,0.833,0.028,-0.083,0.129
-CatBoost,LightGBM,0.5,0.25,0.75,0.003,-0.02,0.023
 CatBoost,Chronos-Bolt,0.583,0.25,0.833,0.068,-0.042,0.181
 CatBoost,Seasonal Naive,1.0,1.0,1.0,0.352,0.249,0.443
+TabPFN-TS,TiRex-2,0.25,0.0,0.5,-0.097,-0.209,-0.001
 TabPFN-TS,Toto-2.0-1B,0.25,0.0,0.5,-0.037,-0.158,0.101
 TabPFN-TS,Toto-2.0-2.5B,0.25,0.0,0.5,-0.042,-0.151,0.082
 TabPFN-TS,Toto-2.0-313m,0.25,0.0,0.5,-0.028,-0.142,0.097
@@ -195,14 +196,31 @@ TabPFN-TS,Chronos-2,0.333,0.083,0.583,-0.0,-0.113,0.119
 TabPFN-TS,Stat. Ensemble,0.417,0.167,0.667,-0.027,-0.089,0.032
 TabPFN-TS,Toto-1.0,0.417,0.167,0.667,0.039,-0.092,0.161
 TabPFN-TS,TimesFM-2.5,0.5,0.25,0.75,0.01,-0.095,0.126
-TabPFN-TS,FlowState,0.333,0.083,0.583,-0.018,-0.086,0.053
 TabPFN-TS,CatBoost,0.5,0.25,0.75,0.021,-0.065,0.101
 TabPFN-TS,TabPFN-TS,0.5,0.5,0.5,0.0,0.0,0.0
+TabPFN-TS,FlowState,0.333,0.083,0.583,-0.018,-0.086,0.053
 TabPFN-TS,AutoETS,0.667,0.417,0.917,0.026,-0.063,0.099
 TabPFN-TS,Toto-2.0-4m,0.583,0.331,0.833,0.048,-0.067,0.151
-TabPFN-TS,LightGBM,0.583,0.333,0.833,0.023,-0.053,0.095
 TabPFN-TS,Chronos-Bolt,0.583,0.331,0.833,0.087,-0.047,0.2
 TabPFN-TS,Seasonal Naive,1.0,1.0,1.0,0.365,0.273,0.457
+FlowState,TiRex-2,0.083,0.0,0.25,-0.078,-0.144,0.004
+FlowState,Toto-2.0-1B,0.25,0.0,0.5,-0.019,-0.129,0.132
+FlowState,Toto-2.0-2.5B,0.25,0.0,0.5,-0.024,-0.13,0.115
+FlowState,Toto-2.0-313m,0.25,0.0,0.5,-0.01,-0.119,0.124
+FlowState,Toto-2.0-22m,0.333,0.083,0.583,-0.004,-0.087,0.077
+FlowState,TiRex,0.333,0.083,0.583,-0.002,-0.088,0.117
+FlowState,Chronos-2,0.417,0.167,0.667,0.017,-0.088,0.144
+FlowState,Stat. Ensemble,0.333,0.083,0.583,-0.009,-0.068,0.047
+FlowState,Toto-1.0,0.5,0.25,0.75,0.056,-0.062,0.17
+FlowState,TimesFM-2.5,0.583,0.333,0.833,0.027,-0.064,0.149
+FlowState,CatBoost,0.5,0.25,0.75,0.038,-0.03,0.127
+FlowState,TabPFN-TS,0.667,0.417,0.917,0.018,-0.056,0.079
+FlowState,FlowState,0.5,0.5,0.5,0.0,0.0,0.0
+FlowState,AutoETS,0.5,0.25,0.75,0.043,-0.045,0.131
+FlowState,Toto-2.0-4m,0.417,0.167,0.667,0.065,-0.028,0.157
+FlowState,Chronos-Bolt,0.583,0.332,0.833,0.103,-0.011,0.214
+FlowState,Seasonal Naive,0.917,0.75,1.0,0.376,0.258,0.488
+AutoETS,TiRex-2,0.083,0.0,0.25,-0.126,-0.227,-0.054
 AutoETS,Toto-2.0-1B,0.25,0.0,0.5,-0.065,-0.163,0.036
 AutoETS,Toto-2.0-2.5B,0.25,0.0,0.5,-0.07,-0.16,0.017
 AutoETS,Toto-2.0-313m,0.333,0.083,0.583,-0.055,-0.135,0.025
@@ -212,14 +230,14 @@ AutoETS,Chronos-2,0.333,0.083,0.583,-0.027,-0.093,0.039
 AutoETS,Stat. Ensemble,0.25,0.0,0.5,-0.054,-0.115,-0.006
 AutoETS,Toto-1.0,0.5,0.25,0.75,0.013,-0.066,0.091
 AutoETS,TimesFM-2.5,0.417,0.167,0.669,-0.016,-0.095,0.055
-AutoETS,FlowState,0.5,0.25,0.75,-0.045,-0.151,0.043
 AutoETS,CatBoost,0.417,0.167,0.75,-0.006,-0.113,0.079
 AutoETS,TabPFN-TS,0.333,0.083,0.583,-0.027,-0.11,0.059
+AutoETS,FlowState,0.5,0.25,0.75,-0.045,-0.151,0.043
 AutoETS,AutoETS,0.5,0.5,0.5,0.0,0.0,0.0
 AutoETS,Toto-2.0-4m,0.417,0.167,0.667,0.023,-0.034,0.101
-AutoETS,LightGBM,0.5,0.25,0.75,-0.003,-0.108,0.075
 AutoETS,Chronos-Bolt,0.667,0.333,0.917,0.063,-0.003,0.135
 AutoETS,Seasonal Naive,1.0,1.0,1.0,0.348,0.248,0.455
+Toto-2.0-4m,TiRex-2,0.083,0.0,0.25,-0.152,-0.255,-0.073
 Toto-2.0-4m,Toto-2.0-1B,0.083,0.0,0.25,-0.09,-0.182,0.005
 Toto-2.0-4m,Toto-2.0-2.5B,0.083,0.0,0.25,-0.095,-0.19,-0.011
 Toto-2.0-4m,Toto-2.0-313m,0.167,0.0,0.417,-0.08,-0.163,-0.005
@@ -229,31 +247,14 @@ Toto-2.0-4m,Chronos-2,0.417,0.167,0.667,-0.051,-0.155,0.03
 Toto-2.0-4m,Stat. Ensemble,0.417,0.167,0.667,-0.079,-0.182,0.009
 Toto-2.0-4m,Toto-1.0,0.5,0.25,0.752,-0.01,-0.071,0.048
 Toto-2.0-4m,TimesFM-2.5,0.417,0.167,0.667,-0.04,-0.142,0.043
-Toto-2.0-4m,FlowState,0.583,0.333,0.833,-0.069,-0.186,0.027
 Toto-2.0-4m,CatBoost,0.417,0.167,0.75,-0.029,-0.148,0.077
 Toto-2.0-4m,TabPFN-TS,0.417,0.167,0.669,-0.051,-0.178,0.063
+Toto-2.0-4m,FlowState,0.583,0.333,0.833,-0.069,-0.186,0.027
 Toto-2.0-4m,AutoETS,0.583,0.333,0.833,-0.023,-0.112,0.033
 Toto-2.0-4m,Toto-2.0-4m,0.5,0.5,0.5,0.0,0.0,0.0
-Toto-2.0-4m,LightGBM,0.583,0.333,0.833,-0.026,-0.143,0.069
 Toto-2.0-4m,Chronos-Bolt,0.75,0.5,1.0,0.041,0.002,0.082
 Toto-2.0-4m,Seasonal Naive,0.917,0.75,1.0,0.333,0.197,0.46
-LightGBM,Toto-2.0-1B,0.167,0.0,0.417,-0.062,-0.204,0.11
-LightGBM,Toto-2.0-2.5B,0.167,0.0,0.417,-0.067,-0.202,0.093
-LightGBM,Toto-2.0-313m,0.167,0.0,0.417,-0.052,-0.175,0.094
-LightGBM,Toto-2.0-22m,0.333,0.083,0.583,-0.046,-0.148,0.053
-LightGBM,TiRex,0.25,0.0,0.5,-0.044,-0.167,0.095
-LightGBM,Chronos-2,0.25,0.0,0.5,-0.024,-0.154,0.122
-LightGBM,Stat. Ensemble,0.417,0.167,0.75,-0.051,-0.116,0.01
-LightGBM,Toto-1.0,0.5,0.167,0.75,0.016,-0.108,0.142
-LightGBM,TimesFM-2.5,0.333,0.083,0.583,-0.014,-0.134,0.129
-LightGBM,FlowState,0.5,0.25,0.75,-0.042,-0.124,0.011
-LightGBM,CatBoost,0.5,0.25,0.75,-0.003,-0.024,0.02
-LightGBM,TabPFN-TS,0.417,0.167,0.667,-0.024,-0.105,0.05
-LightGBM,AutoETS,0.5,0.25,0.75,0.003,-0.081,0.098
-LightGBM,Toto-2.0-4m,0.417,0.167,0.667,0.026,-0.074,0.125
-LightGBM,LightGBM,0.5,0.5,0.5,0.0,0.0,0.0
-LightGBM,Chronos-Bolt,0.583,0.25,0.833,0.065,-0.039,0.177
-LightGBM,Seasonal Naive,0.917,0.75,1.0,0.35,0.246,0.442
+Chronos-Bolt,TiRex-2,0.0,0.0,0.0,-0.201,-0.34,-0.098
 Chronos-Bolt,Toto-2.0-1B,0.167,0.0,0.417,-0.136,-0.246,-0.047
 Chronos-Bolt,Toto-2.0-2.5B,0.167,0.0,0.417,-0.142,-0.249,-0.058
 Chronos-Bolt,Toto-2.0-313m,0.167,0.0,0.417,-0.126,-0.218,-0.055
@@ -263,14 +264,14 @@ Chronos-Bolt,Chronos-2,0.25,0.0,0.5,-0.096,-0.213,-0.014
 Chronos-Bolt,Stat. Ensemble,0.25,0.0,0.5,-0.125,-0.253,-0.016
 Chronos-Bolt,Toto-1.0,0.25,0.042,0.458,-0.053,-0.102,-0.006
 Chronos-Bolt,TimesFM-2.5,0.333,0.125,0.583,-0.084,-0.2,-0.002
-Chronos-Bolt,FlowState,0.417,0.167,0.668,-0.115,-0.272,0.01
 Chronos-Bolt,CatBoost,0.417,0.167,0.75,-0.073,-0.221,0.041
 Chronos-Bolt,TabPFN-TS,0.417,0.167,0.669,-0.095,-0.249,0.045
+Chronos-Bolt,FlowState,0.417,0.167,0.668,-0.115,-0.272,0.01
 Chronos-Bolt,AutoETS,0.333,0.083,0.667,-0.067,-0.156,0.003
 Chronos-Bolt,Toto-2.0-4m,0.25,0.0,0.5,-0.042,-0.089,-0.002
-Chronos-Bolt,LightGBM,0.417,0.167,0.75,-0.07,-0.216,0.037
 Chronos-Bolt,Chronos-Bolt,0.5,0.5,0.5,0.0,0.0,0.0
 Chronos-Bolt,Seasonal Naive,0.833,0.583,1.0,0.305,0.17,0.432
+Seasonal Naive,TiRex-2,0.0,0.0,0.0,-0.728,-1.165,-0.439
 Seasonal Naive,Toto-2.0-1B,0.083,0.0,0.25,-0.634,-1.063,-0.329
 Seasonal Naive,Toto-2.0-2.5B,0.083,0.0,0.25,-0.642,-1.045,-0.352
 Seasonal Naive,Toto-2.0-313m,0.083,0.0,0.25,-0.62,-1.022,-0.337
@@ -280,11 +281,10 @@ Seasonal Naive,Chronos-2,0.083,0.0,0.25,-0.576,-0.957,-0.311
 Seasonal Naive,Stat. Ensemble,0.0,0.0,0.0,-0.618,-0.915,-0.396
 Seasonal Naive,Toto-1.0,0.083,0.0,0.25,-0.515,-0.863,-0.255
 Seasonal Naive,TimesFM-2.5,0.083,0.0,0.25,-0.56,-0.92,-0.308
-Seasonal Naive,FlowState,0.083,0.0,0.25,-0.604,-0.954,-0.348
 Seasonal Naive,CatBoost,0.0,0.0,0.0,-0.543,-0.796,-0.331
 Seasonal Naive,TabPFN-TS,0.0,0.0,0.0,-0.576,-0.842,-0.375
+Seasonal Naive,FlowState,0.083,0.0,0.25,-0.604,-0.954,-0.348
 Seasonal Naive,AutoETS,0.0,0.0,0.0,-0.535,-0.834,-0.33
 Seasonal Naive,Toto-2.0-4m,0.083,0.0,0.25,-0.5,-0.851,-0.245
-Seasonal Naive,LightGBM,0.083,0.0,0.25,-0.539,-0.791,-0.326
 Seasonal Naive,Chronos-Bolt,0.167,0.0,0.417,-0.438,-0.76,-0.205
 Seasonal Naive,Seasonal Naive,0.5,0.5,0.5,0.0,0.0,0.0
diff --git a/tables/domain_econ/pairwise_WQL.csv b/tables/domain_econ/pairwise_WQL.csv
index a522feb9048955f48604e63c5b404b5ef191553c..7816dd926088007d23d0fb154cc2525a7247b168 100644
--- a/tables/domain_econ/pairwise_WQL.csv
+++ b/tables/domain_econ/pairwise_WQL.csv
@@ -1,4 +1,21 @@
 model_1,model_2,win_rate,win_rate_lower,win_rate_upper,skill_score,skill_score_lower,skill_score_upper
+TiRex-2,TiRex-2,0.5,0.5,0.5,0.0,0.0,0.0
+TiRex-2,Toto-2.0-1B,0.667,0.333,0.917,0.055,-0.019,0.139
+TiRex-2,Toto-2.0-2.5B,0.583,0.25,0.833,0.048,-0.025,0.117
+TiRex-2,Toto-2.0-313m,0.833,0.583,1.0,0.06,-0.008,0.128
+TiRex-2,TiRex,0.917,0.75,1.0,0.06,0.02,0.102
+TiRex-2,Toto-2.0-22m,0.75,0.5,0.917,0.056,-0.002,0.12
+TiRex-2,Chronos-2,0.833,0.583,1.0,0.078,0.01,0.141
+TiRex-2,FlowState,0.917,0.75,1.0,0.078,-0.002,0.138
+TiRex-2,Toto-1.0,0.917,0.75,1.0,0.12,0.047,0.19
+TiRex-2,TabPFN-TS,0.667,0.417,0.917,0.089,0.016,0.164
+TiRex-2,TimesFM-2.5,0.917,0.75,1.0,0.103,0.049,0.166
+TiRex-2,Toto-2.0-4m,0.917,0.75,1.0,0.116,0.049,0.192
+TiRex-2,Stat. Ensemble,0.833,0.583,1.0,0.122,0.04,0.196
+TiRex-2,Chronos-Bolt,1.0,1.0,1.0,0.155,0.081,0.238
+TiRex-2,AutoETS,0.917,0.75,1.0,0.139,0.08,0.207
+TiRex-2,Seasonal Naive,1.0,1.0,1.0,0.455,0.337,0.57
+Toto-2.0-1B,TiRex-2,0.333,0.083,0.667,-0.059,-0.161,0.019
 Toto-2.0-1B,Toto-2.0-1B,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-2.0-1B,Toto-2.0-2.5B,0.333,0.083,0.583,-0.008,-0.037,0.017
 Toto-2.0-1B,Toto-2.0-313m,0.833,0.583,1.0,0.005,-0.033,0.035
@@ -13,8 +30,8 @@ Toto-2.0-1B,Toto-2.0-4m,0.833,0.583,1.0,0.065,-0.05,0.147
 Toto-2.0-1B,Stat. Ensemble,0.75,0.5,1.0,0.07,-0.103,0.189
 Toto-2.0-1B,Chronos-Bolt,0.917,0.75,1.0,0.106,0.031,0.179
 Toto-2.0-1B,AutoETS,0.75,0.5,1.0,0.088,-0.019,0.161
-Toto-2.0-1B,TabPFN-TS-3,0.833,0.583,1.0,0.126,0.02,0.229
 Toto-2.0-1B,Seasonal Naive,0.917,0.75,1.0,0.424,0.268,0.551
+Toto-2.0-2.5B,TiRex-2,0.417,0.167,0.75,-0.05,-0.132,0.024
 Toto-2.0-2.5B,Toto-2.0-1B,0.667,0.417,0.917,0.008,-0.017,0.035
 Toto-2.0-2.5B,Toto-2.0-2.5B,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-2.0-2.5B,Toto-2.0-313m,0.667,0.417,0.917,0.012,-0.006,0.031
@@ -29,8 +46,8 @@ Toto-2.0-2.5B,Toto-2.0-4m,0.833,0.583,1.0,0.072,-0.015,0.154
 Toto-2.0-2.5B,Stat. Ensemble,0.75,0.5,1.0,0.078,-0.064,0.184
 Toto-2.0-2.5B,Chronos-Bolt,0.833,0.583,1.0,0.113,0.048,0.183
 Toto-2.0-2.5B,AutoETS,0.75,0.5,1.0,0.095,0.016,0.157
-Toto-2.0-2.5B,TabPFN-TS-3,0.833,0.583,1.0,0.133,0.053,0.22
 Toto-2.0-2.5B,Seasonal Naive,0.917,0.75,1.0,0.428,0.293,0.546
+Toto-2.0-313m,TiRex-2,0.167,0.0,0.417,-0.063,-0.147,0.008
 Toto-2.0-313m,Toto-2.0-1B,0.167,0.0,0.417,-0.005,-0.036,0.032
 Toto-2.0-313m,Toto-2.0-2.5B,0.333,0.083,0.583,-0.013,-0.032,0.006
 Toto-2.0-313m,Toto-2.0-313m,0.5,0.5,0.5,0.0,0.0,0.0
@@ -45,8 +62,8 @@ Toto-2.0-313m,Toto-2.0-4m,0.833,0.583,1.0,0.06,-0.02,0.135
 Toto-2.0-313m,Stat. Ensemble,0.75,0.5,1.0,0.066,-0.074,0.17
 Toto-2.0-313m,Chronos-Bolt,0.833,0.583,1.0,0.102,0.048,0.161
 Toto-2.0-313m,AutoETS,0.75,0.5,1.0,0.084,0.01,0.142
-Toto-2.0-313m,TabPFN-TS-3,0.833,0.583,1.0,0.122,0.04,0.206
 Toto-2.0-313m,Seasonal Naive,0.917,0.75,1.0,0.421,0.285,0.539
+TiRex,TiRex-2,0.083,0.0,0.25,-0.063,-0.114,-0.021
 TiRex,Toto-2.0-1B,0.333,0.083,0.583,-0.005,-0.044,0.045
 TiRex,Toto-2.0-2.5B,0.5,0.248,0.75,-0.012,-0.052,0.022
 TiRex,Toto-2.0-313m,0.333,0.083,0.583,0.0,-0.031,0.034
@@ -61,8 +78,8 @@ TiRex,Toto-2.0-4m,0.75,0.5,1.0,0.06,-0.009,0.128
 TiRex,Stat. Ensemble,0.75,0.5,1.0,0.066,-0.055,0.161
 TiRex,Chronos-Bolt,0.917,0.75,1.0,0.102,0.047,0.167
 TiRex,AutoETS,0.833,0.583,1.0,0.084,0.017,0.145
-TiRex,TabPFN-TS-3,0.833,0.583,1.0,0.122,0.031,0.221
 TiRex,Seasonal Naive,1.0,1.0,1.0,0.421,0.287,0.546
+Toto-2.0-22m,TiRex-2,0.25,0.083,0.5,-0.059,-0.136,0.002
 Toto-2.0-22m,Toto-2.0-1B,0.167,0.0,0.417,-0.001,-0.071,0.093
 Toto-2.0-22m,Toto-2.0-2.5B,0.333,0.083,0.583,-0.008,-0.076,0.063
 Toto-2.0-22m,Toto-2.0-313m,0.25,0.0,0.5,0.004,-0.047,0.066
@@ -77,8 +94,8 @@ Toto-2.0-22m,Toto-2.0-4m,1.0,1.0,1.0,0.064,0.041,0.091
 Toto-2.0-22m,Stat. Ensemble,0.667,0.417,0.917,0.07,-0.032,0.161
 Toto-2.0-22m,Chronos-Bolt,0.917,0.75,1.0,0.105,0.063,0.147
 Toto-2.0-22m,AutoETS,0.917,0.75,1.0,0.088,0.02,0.13
-Toto-2.0-22m,TabPFN-TS-3,0.917,0.75,1.0,0.126,0.027,0.212
 Toto-2.0-22m,Seasonal Naive,0.917,0.75,1.0,0.423,0.3,0.539
+Chronos-2,TiRex-2,0.167,0.0,0.417,-0.084,-0.164,-0.01
 Chronos-2,Toto-2.0-1B,0.25,0.0,0.5,-0.024,-0.072,0.029
 Chronos-2,Toto-2.0-2.5B,0.333,0.083,0.583,-0.032,-0.07,0.005
 Chronos-2,Toto-2.0-313m,0.417,0.167,0.667,-0.019,-0.061,0.025
@@ -93,8 +110,8 @@ Chronos-2,Toto-2.0-4m,0.667,0.415,0.917,0.042,-0.047,0.135
 Chronos-2,Stat. Ensemble,0.833,0.583,1.0,0.048,-0.082,0.141
 Chronos-2,Chronos-Bolt,0.667,0.417,0.917,0.084,0.014,0.167
 Chronos-2,AutoETS,0.917,0.75,1.0,0.066,0.004,0.112
-Chronos-2,TabPFN-TS-3,0.75,0.5,1.0,0.105,0.023,0.193
 Chronos-2,Seasonal Naive,0.917,0.75,1.0,0.41,0.281,0.527
+FlowState,TiRex-2,0.083,0.0,0.25,-0.085,-0.16,0.002
 FlowState,Toto-2.0-1B,0.167,0.0,0.417,-0.025,-0.134,0.129
 FlowState,Toto-2.0-2.5B,0.25,0.0,0.5,-0.033,-0.134,0.102
 FlowState,Toto-2.0-313m,0.25,0.0,0.5,-0.02,-0.119,0.108
@@ -109,8 +126,8 @@ FlowState,Toto-2.0-4m,0.5,0.25,0.75,0.041,-0.039,0.119
 FlowState,Stat. Ensemble,0.583,0.333,0.833,0.047,-0.025,0.119
 FlowState,Chronos-Bolt,0.583,0.332,0.833,0.083,-0.022,0.187
 FlowState,AutoETS,0.667,0.417,0.917,0.065,-0.019,0.146
-FlowState,TabPFN-TS-3,0.75,0.5,1.0,0.105,-0.014,0.213
 FlowState,Seasonal Naive,0.917,0.75,1.0,0.409,0.289,0.52
+Toto-1.0,TiRex-2,0.083,0.0,0.25,-0.137,-0.234,-0.049
 Toto-1.0,Toto-2.0-1B,0.25,0.0,0.5,-0.074,-0.164,0.007
 Toto-1.0,Toto-2.0-2.5B,0.25,0.0,0.5,-0.082,-0.179,-0.004
 Toto-1.0,Toto-2.0-313m,0.25,0.0,0.5,-0.069,-0.151,-0.003
@@ -125,8 +142,8 @@ Toto-1.0,Toto-2.0-4m,0.583,0.333,0.833,-0.004,-0.072,0.047
 Toto-1.0,Stat. Ensemble,0.583,0.333,0.833,0.002,-0.131,0.109
 Toto-1.0,Chronos-Bolt,0.833,0.667,1.0,0.04,0.003,0.076
 Toto-1.0,AutoETS,0.667,0.417,0.917,0.021,-0.072,0.095
-Toto-1.0,TabPFN-TS-3,0.667,0.417,0.917,0.062,-0.067,0.171
 Toto-1.0,Seasonal Naive,0.833,0.583,1.0,0.381,0.237,0.506
+TabPFN-TS,TiRex-2,0.333,0.083,0.583,-0.098,-0.197,-0.016
 TabPFN-TS,Toto-2.0-1B,0.167,0.0,0.417,-0.037,-0.147,0.085
 TabPFN-TS,Toto-2.0-2.5B,0.25,0.0,0.5,-0.045,-0.135,0.059
 TabPFN-TS,Toto-2.0-313m,0.333,0.083,0.583,-0.033,-0.125,0.065
@@ -141,8 +158,8 @@ TabPFN-TS,Toto-2.0-4m,0.583,0.331,0.833,0.03,-0.068,0.123
 TabPFN-TS,Stat. Ensemble,0.5,0.25,0.833,0.036,-0.043,0.12
 TabPFN-TS,Chronos-Bolt,0.583,0.331,0.833,0.072,-0.043,0.173
 TabPFN-TS,AutoETS,0.75,0.5,1.0,0.054,-0.021,0.112
-TabPFN-TS,TabPFN-TS-3,0.917,0.75,1.0,0.094,0.028,0.164
 TabPFN-TS,Seasonal Naive,1.0,1.0,1.0,0.402,0.302,0.502
+TimesFM-2.5,TiRex-2,0.083,0.0,0.25,-0.115,-0.199,-0.052
 TimesFM-2.5,Toto-2.0-1B,0.25,0.083,0.5,-0.054,-0.101,-0.008
 TimesFM-2.5,Toto-2.0-2.5B,0.25,0.0,0.5,-0.062,-0.108,-0.023
 TimesFM-2.5,Toto-2.0-313m,0.25,0.0,0.5,-0.049,-0.094,-0.006
@@ -157,8 +174,8 @@ TimesFM-2.5,Toto-2.0-4m,0.5,0.25,0.75,0.015,-0.091,0.11
 TimesFM-2.5,Stat. Ensemble,0.667,0.417,0.917,0.021,-0.12,0.113
 TimesFM-2.5,Chronos-Bolt,0.583,0.333,0.833,0.058,-0.015,0.143
 TimesFM-2.5,AutoETS,0.75,0.5,1.0,0.04,-0.045,0.104
-TimesFM-2.5,TabPFN-TS-3,0.667,0.417,0.917,0.08,-0.009,0.183
 TimesFM-2.5,Seasonal Naive,0.917,0.75,1.0,0.393,0.257,0.517
+Toto-2.0-4m,TiRex-2,0.083,0.0,0.25,-0.132,-0.238,-0.051
 Toto-2.0-4m,Toto-2.0-1B,0.167,0.0,0.417,-0.069,-0.172,0.048
 Toto-2.0-4m,Toto-2.0-2.5B,0.167,0.0,0.417,-0.078,-0.182,0.015
 Toto-2.0-4m,Toto-2.0-313m,0.167,0.0,0.417,-0.064,-0.156,0.019
@@ -173,8 +190,8 @@ Toto-2.0-4m,Toto-2.0-4m,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-2.0-4m,Stat. Ensemble,0.667,0.417,0.917,0.006,-0.12,0.107
 Toto-2.0-4m,Chronos-Bolt,0.75,0.5,1.0,0.044,0.007,0.091
 Toto-2.0-4m,AutoETS,0.75,0.5,1.0,0.025,-0.068,0.081
-Toto-2.0-4m,TabPFN-TS-3,0.75,0.5,1.0,0.066,-0.059,0.161
 Toto-2.0-4m,Seasonal Naive,0.917,0.75,1.0,0.384,0.244,0.506
+Stat. Ensemble,TiRex-2,0.167,0.0,0.417,-0.139,-0.244,-0.042
 Stat. Ensemble,Toto-2.0-1B,0.25,0.0,0.5,-0.076,-0.232,0.093
 Stat. Ensemble,Toto-2.0-2.5B,0.25,0.0,0.5,-0.084,-0.226,0.061
 Stat. Ensemble,Toto-2.0-313m,0.25,0.0,0.5,-0.071,-0.205,0.069
@@ -189,8 +206,8 @@ Stat. Ensemble,Toto-2.0-4m,0.333,0.083,0.583,-0.006,-0.12,0.107
 Stat. Ensemble,Stat. Ensemble,0.5,0.5,0.5,0.0,0.0,0.0
 Stat. Ensemble,Chronos-Bolt,0.417,0.167,0.667,0.038,-0.083,0.155
 Stat. Ensemble,AutoETS,0.417,0.167,0.667,0.019,-0.068,0.095
-Stat. Ensemble,TabPFN-TS-3,0.5,0.25,0.75,0.06,-0.069,0.169
 Stat. Ensemble,Seasonal Naive,1.0,1.0,1.0,0.38,0.283,0.482
+Chronos-Bolt,TiRex-2,0.0,0.0,0.0,-0.184,-0.312,-0.088
 Chronos-Bolt,Toto-2.0-1B,0.083,0.0,0.25,-0.118,-0.219,-0.032
 Chronos-Bolt,Toto-2.0-2.5B,0.167,0.0,0.417,-0.127,-0.224,-0.051
 Chronos-Bolt,Toto-2.0-313m,0.167,0.0,0.417,-0.113,-0.192,-0.051
@@ -205,8 +222,8 @@ Chronos-Bolt,Toto-2.0-4m,0.25,0.0,0.5,-0.046,-0.101,-0.007
 Chronos-Bolt,Stat. Ensemble,0.583,0.333,0.833,-0.04,-0.184,0.077
 Chronos-Bolt,Chronos-Bolt,0.5,0.5,0.5,0.0,0.0,0.0
 Chronos-Bolt,AutoETS,0.583,0.333,0.833,-0.019,-0.125,0.057
-Chronos-Bolt,TabPFN-TS-3,0.667,0.417,0.917,0.023,-0.104,0.122
 Chronos-Bolt,Seasonal Naive,0.833,0.583,1.0,0.355,0.212,0.48
+AutoETS,TiRex-2,0.083,0.0,0.25,-0.161,-0.26,-0.087
 AutoETS,Toto-2.0-1B,0.25,0.0,0.5,-0.097,-0.192,0.019
 AutoETS,Toto-2.0-2.5B,0.25,0.0,0.5,-0.106,-0.186,-0.016
 AutoETS,Toto-2.0-313m,0.25,0.0,0.5,-0.092,-0.165,-0.01
@@ -221,24 +238,8 @@ AutoETS,Toto-2.0-4m,0.25,0.0,0.5,-0.026,-0.088,0.063
 AutoETS,Stat. Ensemble,0.583,0.333,0.833,-0.02,-0.105,0.064
 AutoETS,Chronos-Bolt,0.417,0.167,0.667,0.019,-0.06,0.111
 AutoETS,AutoETS,0.5,0.5,0.5,0.0,0.0,0.0
-AutoETS,TabPFN-TS-3,0.333,0.083,0.583,0.042,-0.041,0.131
 AutoETS,Seasonal Naive,0.917,0.75,1.0,0.368,0.243,0.486
-TabPFN-TS-3,Toto-2.0-1B,0.167,0.0,0.417,-0.145,-0.296,-0.02
-TabPFN-TS-3,Toto-2.0-2.5B,0.167,0.0,0.417,-0.154,-0.281,-0.055
-TabPFN-TS-3,Toto-2.0-313m,0.167,0.0,0.417,-0.14,-0.26,-0.042
-TabPFN-TS-3,TiRex,0.167,0.0,0.417,-0.14,-0.283,-0.031
-TabPFN-TS-3,Toto-2.0-22m,0.083,0.0,0.25,-0.144,-0.269,-0.028
-TabPFN-TS-3,Chronos-2,0.25,0.0,0.5,-0.118,-0.239,-0.023
-TabPFN-TS-3,FlowState,0.25,0.0,0.5,-0.117,-0.27,0.014
-TabPFN-TS-3,Toto-1.0,0.333,0.083,0.583,-0.066,-0.207,0.063
-TabPFN-TS-3,TabPFN-TS,0.083,0.0,0.25,-0.104,-0.196,-0.029
-TabPFN-TS-3,TimesFM-2.5,0.333,0.083,0.583,-0.087,-0.223,0.009
-TabPFN-TS-3,Toto-2.0-4m,0.25,0.0,0.5,-0.071,-0.192,0.056
-TabPFN-TS-3,Stat. Ensemble,0.5,0.25,0.75,-0.064,-0.203,0.064
-TabPFN-TS-3,Chronos-Bolt,0.333,0.083,0.583,-0.024,-0.139,0.094
-TabPFN-TS-3,AutoETS,0.667,0.417,0.917,-0.044,-0.15,0.039
-TabPFN-TS-3,TabPFN-TS-3,0.5,0.5,0.5,0.0,0.0,0.0
-TabPFN-TS-3,Seasonal Naive,1.0,1.0,1.0,0.34,0.243,0.432
+Seasonal Naive,TiRex-2,0.0,0.0,0.0,-0.836,-1.325,-0.508
 Seasonal Naive,Toto-2.0-1B,0.083,0.0,0.25,-0.735,-1.226,-0.367
 Seasonal Naive,Toto-2.0-2.5B,0.083,0.0,0.25,-0.748,-1.202,-0.414
 Seasonal Naive,Toto-2.0-313m,0.083,0.0,0.25,-0.727,-1.169,-0.398
@@ -253,5 +254,4 @@ Seasonal Naive,Toto-2.0-4m,0.083,0.0,0.25,-0.622,-1.024,-0.323
 Seasonal Naive,Stat. Ensemble,0.0,0.0,0.0,-0.613,-0.931,-0.394
 Seasonal Naive,Chronos-Bolt,0.167,0.0,0.417,-0.551,-0.924,-0.269
 Seasonal Naive,AutoETS,0.083,0.0,0.25,-0.581,-0.947,-0.321
-Seasonal Naive,TabPFN-TS-3,0.0,0.0,0.0,-0.515,-0.759,-0.32
 Seasonal Naive,Seasonal Naive,0.5,0.5,0.5,0.0,0.0,0.0
diff --git a/tables/domain_energy/leaderboard_MASE.csv b/tables/domain_energy/leaderboard_MASE.csv
index 4fbfd71f49397998a88a3ff36c62b081c78b2999..d176af7f57ba5ec3e2f593285d0d233e0b9b85d8 100644
--- a/tables/domain_energy/leaderboard_MASE.csv
+++ b/tables/domain_energy/leaderboard_MASE.csv
@@ -1,28 +1,29 @@
 model_name,win_rate,skill_score,median_training_time_s_per100,median_inference_time_s_per100,training_corpus_overlap,num_failures
-Chronos-2,85.79881656804733,35.398351985937104,0.0,3.4120501715909093,0.0,0.0
-Toto-2.0-2.5B,78.2544378698225,27.403361161284135,0.0,6.4650776003125,0.0,0.0
-Toto-2.0-1B,77.9585798816568,27.64063711794009,0.0,3.1623076374715904,0.0,0.0
-TabPFN-TS-3,76.92307692307693,34.00489490838103,0.0,822.0435218492969,0.0,0.0
-Toto-2.0-313m,75.88757396449704,27.247610226794162,0.0,1.5456846913541669,0.0,0.0
-TiRex,68.19526627218934,25.111125954829205,0.0,1.3324642875,0.038461538461538464,0.0
-TabPFN-TS,65.68047337278107,29.948417313219487,0.0,308.48925294219475,0.0,0.0
-TimesFM-2.5,64.94082840236686,24.470577229456005,0.0,35.73234459616477,0.15384615384615385,0.0
-Toto-2.0-22m,63.90532544378698,25.222517255488896,0.0,0.7798815821022727,0.0,0.0
-Chronos-Bolt,61.24260355029587,24.79493112223894,0.0,1.1602838375000002,0.0,0.0
-FlowState,60.20710059171597,24.74097538777954,0.0,3.7859752799626865,0.15384615384615385,0.0
-Moirai-2.0,58.72781065088757,23.276855703905884,0.0,2.549116965535714,0.3076923076923077,0.0
-Sundial-Base,56.360946745562124,25.973733886600225,0.0,8.734264116875,0.038461538461538464,0.0
-Toto-2.0-4m,56.06508875739645,21.834602126597346,0.0,0.7024468823376624,0.0,0.0
-Toto-1.0,55.917159763313606,22.17352687153604,0.0,64.32606581959577,0.15384615384615385,0.0
-TFT,48.964497041420124,24.332626654075018,7067.210990843215,5.868696277689394,0.0,0.0
-DeepAR,43.86094674556213,20.515410969632153,13498.838423148572,8.687442574285715,0.0,11.538461538461538
-PatchTST,40.828402366863905,18.853426287300014,7221.856288165601,6.349855852499999,0.0,0.0
-CatBoost,40.8284023668639,17.15191259995018,498.1807509,5.586804820681818,0.0,0.0
-LightGBM,37.721893491124256,14.854815383201469,47.29828941238095,4.303395228143939,0.0,0.0
-Stat. Ensemble,28.180473372781062,4.447406228151163,0.0,2051.548594149911,0.0,7.6923076923076925
-AutoARIMA,26.8491124260355,2.212327431466543,0.0,1885.5145473599553,0.0,7.6923076923076925
-Seasonal Naive,22.33727810650887,0.0,0.0,1.042975715,0.0,0.0
-AutoTheta,20.857988165680474,1.1815956958414753,0.0,6.6345268946875,0.0,0.0
-AutoETS,15.384615384615385,-34.97549884253801,0.0,13.387819541051137,0.0,0.0
-Naive,12.94378698224852,-44.773921203129,0.0,1.0805920684374999,0.0,0.0
-Drift,5.177514792899409,-52.29912347479908,0.0,1.081847729375,0.0,0.0
+Chronos-2,84.75783475783474,35.398351985937104,0.0,3.4120501715909093,0.0,0.0
+Toto-2.0-1B,77.35042735042735,27.64063711794009,0.0,3.1623076374715904,0.0,0.0
+Toto-2.0-2.5B,77.20797720797721,27.403361161284135,0.0,6.4650776003125,0.0,0.0
+TabPFN-TS-3,75.92592592592594,34.00489490838103,0.0,822.0435218492969,0.0,0.0
+TiRex-2,75.7834757834758,32.34547171146631,0.0,1.0366915774648078,0.0,0.0
+Toto-2.0-313m,74.92877492877491,27.247610226794162,0.0,1.5456846913541669,0.0,0.0
+TiRex,66.52421652421651,25.111125954829205,0.0,1.3324642875,0.038461538461538464,0.0
+TabPFN-TS,64.52991452991454,29.948417313219487,0.0,308.48925294219475,0.0,0.0
+TimesFM-2.5,63.817663817663814,24.470577229456005,0.0,35.73234459616477,0.15384615384615385,0.0
+Toto-2.0-22m,63.10541310541311,25.222517255488896,0.0,0.7798815821022727,0.0,0.0
+Chronos-Bolt,60.25641025641026,24.79493112223894,0.0,1.1602838375000002,0.0,0.0
+FlowState,58.974358974358964,24.74097538777954,0.0,3.7859752799626865,0.15384615384615385,0.0
+Moirai-2.0,57.692307692307686,23.276855703905884,0.0,2.549116965535714,0.3076923076923077,0.0
+Sundial-Base,54.98575498575499,25.973733886600225,0.0,8.734264116875,0.038461538461538464,0.0
+Toto-1.0,54.98575498575499,22.17352687153604,0.0,64.32606581959577,0.15384615384615385,0.0
+Toto-2.0-4m,54.7008547008547,21.834602126597346,0.0,0.7024468823376624,0.0,0.0
+TFT,47.86324786324787,24.332626654075018,7067.210990843215,5.868696277689394,0.0,0.0
+DeepAR,42.52136752136752,20.515410969632153,13498.838423148572,8.687442574285715,0.0,11.538461538461538
+PatchTST,39.743589743589745,18.853426287300014,7221.856288165601,6.349855852499999,0.0,0.0
+CatBoost,39.60113960113959,17.15191259995018,498.1807509,5.586804820681818,0.0,0.0
+LightGBM,36.75213675213675,14.854815383201469,47.29828941238095,4.303395228143939,0.0,0.0
+Stat. Ensemble,27.27920227920228,4.447406228151163,0.0,2051.548594149911,0.0,7.6923076923076925
+AutoARIMA,26.139601139601137,2.212327431466543,0.0,1885.5145473599553,0.0,7.6923076923076925
+Seasonal Naive,21.652421652421648,0.0,0.0,1.042975715,0.0,0.0
+AutoTheta,20.085470085470085,1.1815956958414753,0.0,6.6345268946875,0.0,0.0
+AutoETS,15.242165242165239,-34.97549884253801,0.0,13.387819541051137,0.0,0.0
+Naive,12.606837606837603,-44.773921203129,0.0,1.0805920684374999,0.0,0.0
+Drift,4.985754985754986,-52.29912347479908,0.0,1.081847729375,0.0,0.0
diff --git a/tables/domain_energy/leaderboard_SQL.csv b/tables/domain_energy/leaderboard_SQL.csv
index cc633eb62c7e7baa4a0aed841e840995b3b41fdb..5de26536ed42d9b1b6ea7b10b9951f1ca271cbae 100644
--- a/tables/domain_energy/leaderboard_SQL.csv
+++ b/tables/domain_energy/leaderboard_SQL.csv
@@ -1,28 +1,29 @@
 model_name,win_rate,skill_score,median_training_time_s_per100,median_inference_time_s_per100,training_corpus_overlap,num_failures
-Chronos-2,87.13017751479289,43.696037899366445,0.0,3.4120501715909093,0.0,0.0
-Toto-2.0-1B,82.24852071005917,37.19233498724061,0.0,3.1623076374715904,0.0,0.0
-Toto-2.0-2.5B,81.50887573964496,36.942973998246586,0.0,6.4650776003125,0.0,0.0
-TabPFN-TS-3,79.28994082840238,42.12648526492014,0.0,822.0435218492969,0.0,0.0
-Toto-2.0-313m,78.55029585798816,36.69282240000613,0.0,1.5456846913541669,0.0,0.0
-TiRex,72.48520710059174,34.44791484004565,0.0,1.3324642875,0.038461538461538464,0.0
-TabPFN-TS,69.37869822485207,38.63838178079146,0.0,308.48925294219475,0.0,0.0
-Toto-2.0-22m,69.23076923076923,34.72199927167168,0.0,0.7798815821022727,0.0,0.0
-TimesFM-2.5,66.27218934911244,33.040194549839576,0.0,35.73234459616477,0.15384615384615385,0.0
-FlowState,61.53846153846153,32.4100685185642,0.0,3.7859752799626865,0.15384615384615385,0.0
-Chronos-Bolt,60.65088757396451,32.881689430291104,0.0,1.1602838375000002,0.0,0.0
-Moirai-2.0,59.319526627218934,31.52282472603488,0.0,2.549116965535714,0.3076923076923077,0.0
-Toto-2.0-4m,58.875739644970416,31.473352334477845,0.0,0.7024468823376624,0.0,0.0
-Toto-1.0,57.692307692307686,31.112045696230428,0.0,64.32606581959577,0.15384615384615385,0.0
-TFT,53.99408284023669,32.085719324643314,7067.210990843215,5.868696277689394,0.0,0.0
-Sundial-Base,46.59763313609467,28.52842311909273,0.0,8.734264116875,0.038461538461538464,0.0
-DeepAR,45.48816568047337,26.66949092254881,13498.838423148572,8.687442574285715,0.0,11.538461538461538
-PatchTST,44.230769230769226,25.60679591439182,7221.856288165601,6.349855852499999,0.0,0.0
-AutoARIMA,30.547337278106507,9.139931178596383,0.0,1885.5145473599553,0.0,7.6923076923076925
-Stat. Ensemble,28.032544378698226,6.196332966589502,0.0,2051.548594149911,0.0,7.6923076923076925
-CatBoost,26.62721893491124,8.874064288365757,498.1807509,5.586804820681818,0.0,0.0
-LightGBM,23.520710059171595,6.34745033907752,47.29828941238095,4.303395228143939,0.0,0.0
-Seasonal Naive,19.82248520710059,0.0,0.0,1.042975715,0.0,0.0
-AutoETS,18.047337278106507,-30.210229740669558,0.0,13.387819541051137,0.0,0.0
-AutoTheta,16.420118343195263,-10.643501874241924,0.0,6.6345268946875,0.0,0.0
-Naive,9.245562130177515,-60.57154490567112,0.0,1.0805920684374999,0.0,0.0
-Drift,3.2544378698224854,-67.3016518958006,0.0,1.081847729375,0.0,0.0
+Chronos-2,85.6125356125356,43.696037899366445,0.0,3.4120501715909093,0.0,0.0
+Toto-2.0-1B,81.05413105413105,37.19233498724061,0.0,3.1623076374715904,0.0,0.0
+TiRex-2,80.34188034188034,40.955040522328076,0.0,1.0366915774648078,0.0,0.0
+Toto-2.0-2.5B,80.34188034188034,36.942973998246586,0.0,6.4650776003125,0.0,0.0
+TabPFN-TS-3,77.92022792022793,42.12648526492014,0.0,822.0435218492969,0.0,0.0
+Toto-2.0-313m,77.4928774928775,36.69282240000613,0.0,1.5456846913541669,0.0,0.0
+TiRex,70.94017094017097,34.44791484004565,0.0,1.3324642875,0.038461538461538464,0.0
+Toto-2.0-22m,68.23361823361823,34.72199927167168,0.0,0.7798815821022727,0.0,0.0
+TabPFN-TS,68.0911680911681,38.63838178079146,0.0,308.48925294219475,0.0,0.0
+TimesFM-2.5,64.81481481481481,33.040194549839576,0.0,35.73234459616477,0.15384615384615385,0.0
+FlowState,60.25641025641024,32.4100685185642,0.0,3.7859752799626865,0.15384615384615385,0.0
+Chronos-Bolt,58.974358974358985,32.881689430291104,0.0,1.1602838375000002,0.0,0.0
+Moirai-2.0,57.83475783475783,31.52282472603488,0.0,2.549116965535714,0.3076923076923077,0.0
+Toto-2.0-4m,57.12250712250713,31.473352334477845,0.0,0.7024468823376624,0.0,0.0
+Toto-1.0,56.41025641025641,31.112045696230428,0.0,64.32606581959577,0.15384615384615385,0.0
+TFT,52.70655270655271,32.085719324643314,7067.210990843215,5.868696277689394,0.0,0.0
+Sundial-Base,45.15669515669515,28.52842311909273,0.0,8.734264116875,0.038461538461538464,0.0
+DeepAR,43.94586894586894,26.66949092254881,13498.838423148572,8.687442574285715,0.0,11.538461538461538
+PatchTST,43.01994301994302,25.60679591439182,7221.856288165601,6.349855852499999,0.0,0.0
+AutoARIMA,29.700854700854695,9.139931178596383,0.0,1885.5145473599553,0.0,7.6923076923076925
+Stat. Ensemble,27.136752136752136,6.196332966589502,0.0,2051.548594149911,0.0,7.6923076923076925
+CatBoost,25.64102564102563,8.874064288365757,498.1807509,5.586804820681818,0.0,0.0
+LightGBM,22.649572649572647,6.34745033907752,47.29828941238095,4.303395228143939,0.0,0.0
+Seasonal Naive,19.08831908831909,0.0,0.0,1.042975715,0.0,0.0
+AutoETS,17.66381766381766,-30.210229740669558,0.0,13.387819541051137,0.0,0.0
+AutoTheta,15.811965811965809,-10.643501874241924,0.0,6.6345268946875,0.0,0.0
+Naive,8.903133903133902,-60.57154490567112,0.0,1.0805920684374999,0.0,0.0
+Drift,3.133903133903134,-67.3016518958006,0.0,1.081847729375,0.0,0.0
diff --git a/tables/domain_energy/leaderboard_WAPE.csv b/tables/domain_energy/leaderboard_WAPE.csv
index 3fc97a40406a395788d04f549f0f4d5605527f63..4f821474e43546825253074066af29e2cfe81f8e 100644
--- a/tables/domain_energy/leaderboard_WAPE.csv
+++ b/tables/domain_energy/leaderboard_WAPE.csv
@@ -1,28 +1,29 @@
 model_name,win_rate,skill_score,median_training_time_s_per100,median_inference_time_s_per100,training_corpus_overlap,num_failures
-Chronos-2,83.4319526627219,37.557901536977845,0.0,3.4120501715909093,0.0,0.0
-Toto-2.0-1B,76.77514792899409,31.032868019309202,0.0,3.1623076374715904,0.0,0.0
-Toto-2.0-313m,76.4792899408284,30.705322754813878,0.0,1.5456846913541669,0.0,0.0
-Toto-2.0-2.5B,74.40828402366863,30.308651726585033,0.0,6.4650776003125,0.0,0.0
-TabPFN-TS-3,71.7455621301775,34.61666637481101,0.0,822.0435218492969,0.0,0.0
-Toto-2.0-22m,65.97633136094674,28.863859566477203,0.0,0.7798815821022727,0.0,0.0
-TiRex,63.01775147928994,27.322662354204475,0.0,1.3324642875,0.038461538461538464,0.0
-TabPFN-TS,61.686390532544365,30.36322876478197,0.0,308.48925294219475,0.0,0.0
-TimesFM-2.5,61.53846153846152,26.65794953458317,0.0,35.73234459616477,0.15384615384615385,0.0
-Chronos-Bolt,57.98816568047337,26.606852502371968,0.0,1.1602838375000002,0.0,0.0
-Moirai-2.0,57.98816568047337,25.99988075597758,0.0,2.549116965535714,0.3076923076923077,0.0
-FlowState,54.88165680473372,26.89142712985859,0.0,3.7859752799626865,0.15384615384615385,0.0
-Sundial-Base,54.28994082840236,28.265544600882,0.0,8.734264116875,0.038461538461538464,0.0
-Toto-1.0,52.21893491124261,24.207524581618266,0.0,64.32606581959577,0.15384615384615385,0.0
-TFT,51.18343195266273,26.59412613673687,7067.210990843215,5.868696277689394,0.0,0.0
-Toto-2.0-4m,50.44378698224852,23.82250300845572,0.0,0.7024468823376624,0.0,0.0
-PatchTST,44.67455621301776,20.65325504182872,7221.856288165601,6.349855852499999,0.0,0.0
-DeepAR,43.121301775147934,21.82047445619971,13498.838423148572,8.687442574285715,0.0,11.538461538461538
-LightGBM,42.15976331360946,20.63835609604817,47.29828941238095,4.303395228143939,0.0,0.0
-CatBoost,40.976331360946745,20.174610152005823,498.1807509,5.586804820681818,0.0,0.0
-Stat. Ensemble,34.68934911242603,8.430993583997726,0.0,2051.548594149911,0.0,7.6923076923076925
-AutoARIMA,25.813609467455617,3.8316800542679386,0.0,1885.5145473599553,0.0,7.6923076923076925
-AutoETS,23.22485207100592,-24.06197476117884,0.0,13.387819541051137,0.0,0.0
-Naive,23.002958579881653,-29.595393529303713,0.0,1.0805920684374999,0.0,0.0
-AutoTheta,22.781065088757394,4.200265666572001,0.0,6.6345268946875,0.0,0.0
-Seasonal Naive,20.71005917159763,0.0,0.0,1.042975715,0.0,0.0
-Drift,14.792899408284027,-36.91555319026642,0.0,1.081847729375,0.0,0.0
+Chronos-2,82.62108262108262,37.557901536977845,0.0,3.4120501715909093,0.0,0.0
+Toto-2.0-1B,76.06837606837607,31.032868019309202,0.0,3.1623076374715904,0.0,0.0
+Toto-2.0-313m,75.64102564102564,30.705322754813878,0.0,1.5456846913541669,0.0,0.0
+Toto-2.0-2.5B,73.78917378917377,30.308651726585033,0.0,6.4650776003125,0.0,0.0
+TiRex-2,71.36752136752136,34.43124058342566,0.0,1.0366915774648078,0.0,0.0
+TabPFN-TS-3,70.7977207977208,34.61666637481101,0.0,822.0435218492969,0.0,0.0
+Toto-2.0-22m,65.24216524216523,28.863859566477203,0.0,0.7798815821022727,0.0,0.0
+TiRex,62.25071225071225,27.322662354204475,0.0,1.3324642875,0.038461538461538464,0.0
+TimesFM-2.5,60.68376068376068,26.65794953458317,0.0,35.73234459616477,0.15384615384615385,0.0
+TabPFN-TS,60.541310541310544,30.36322876478197,0.0,308.48925294219475,0.0,0.0
+Chronos-Bolt,57.122507122507116,26.606852502371968,0.0,1.1602838375000002,0.0,0.0
+Moirai-2.0,56.837606837606835,25.99988075597758,0.0,2.549116965535714,0.3076923076923077,0.0
+FlowState,53.84615384615385,26.89142712985859,0.0,3.7859752799626865,0.15384615384615385,0.0
+Sundial-Base,53.13390313390314,28.265544600882,0.0,8.734264116875,0.038461538461538464,0.0
+Toto-1.0,51.85185185185185,24.207524581618266,0.0,64.32606581959577,0.15384615384615385,0.0
+TFT,50.142450142450144,26.59412613673687,7067.210990843215,5.868696277689394,0.0,0.0
+Toto-2.0-4m,49.43019943019942,23.82250300845572,0.0,0.7024468823376624,0.0,0.0
+PatchTST,43.73219373219374,20.65325504182872,7221.856288165601,6.349855852499999,0.0,0.0
+DeepAR,41.95156695156697,21.82047445619971,13498.838423148572,8.687442574285715,0.0,11.538461538461538
+LightGBM,41.3105413105413,20.63835609604817,47.29828941238095,4.303395228143939,0.0,0.0
+CatBoost,40.028490028490026,20.174610152005823,498.1807509,5.586804820681818,0.0,0.0
+Stat. Ensemble,33.97435897435897,8.430993583997726,0.0,2051.548594149911,0.0,7.6923076923076925
+AutoARIMA,25.28490028490028,3.8316800542679386,0.0,1885.5145473599553,0.0,7.6923076923076925
+AutoETS,22.93447293447294,-24.06197476117884,0.0,13.387819541051137,0.0,0.0
+Naive,22.578347578347575,-29.595393529303713,0.0,1.0805920684374999,0.0,0.0
+AutoTheta,22.222222222222218,4.200265666572001,0.0,6.6345268946875,0.0,0.0
+Seasonal Naive,20.08547008547008,0.0,0.0,1.042975715,0.0,0.0
+Drift,14.529914529914533,-36.91555319026642,0.0,1.081847729375,0.0,0.0
diff --git a/tables/domain_energy/leaderboard_WQL.csv b/tables/domain_energy/leaderboard_WQL.csv
index 1b03bbb24215ad51ac4f360f7a983b54ff359eaa..c063c239cf71b325ed12d1520291afc170572d67 100644
--- a/tables/domain_energy/leaderboard_WQL.csv
+++ b/tables/domain_energy/leaderboard_WQL.csv
@@ -1,28 +1,29 @@
 model_name,win_rate,skill_score,median_training_time_s_per100,median_inference_time_s_per100,training_corpus_overlap,num_failures
-Chronos-2,86.3905325443787,45.99295404026385,0.0,3.4120501715909093,0.0,0.0
-Toto-2.0-1B,83.57988165680473,40.95974538328001,0.0,3.1623076374715904,0.0,0.0
-Toto-2.0-2.5B,81.2130177514793,40.25120913531922,0.0,6.4650776003125,0.0,0.0
-Toto-2.0-313m,81.2130177514793,40.431908864449696,0.0,1.5456846913541669,0.0,0.0
-TabPFN-TS-3,75.88757396449704,43.103980194426214,0.0,822.0435218492969,0.0,0.0
-Toto-2.0-22m,71.15384615384616,38.501099243397576,0.0,0.7798815821022727,0.0,0.0
-TiRex,69.8224852071006,37.015923795326046,0.0,1.3324642875,0.038461538461538464,0.0
-TabPFN-TS,67.75147928994083,39.634990899313024,0.0,308.48925294219475,0.0,0.0
-TimesFM-2.5,64.34911242603552,35.74711028493935,0.0,35.73234459616477,0.15384615384615385,0.0
-FlowState,60.20710059171598,35.238708603025636,0.0,3.7859752799626865,0.15384615384615385,0.0
-Chronos-Bolt,59.911242603550285,35.346534587472554,0.0,1.1602838375000002,0.0,0.0
-Moirai-2.0,59.17159763313609,34.54029716114274,0.0,2.549116965535714,0.3076923076923077,0.0
-Toto-2.0-4m,57.10059171597632,33.916952411684484,0.0,0.7024468823376624,0.0,0.0
-Toto-1.0,56.06508875739644,33.68160197994784,0.0,64.32606581959577,0.15384615384615385,0.0
-TFT,54.7337278106509,34.858358688960024,7067.210990843215,5.868696277689394,0.0,0.0
-Sundial-Base,46.59763313609467,31.420585268607393,0.0,8.734264116875,0.038461538461538464,0.0
-PatchTST,45.857988165680474,28.17762114987711,7221.856288165601,6.349855852499999,0.0,0.0
-DeepAR,44.1568047337278,28.82551876839535,13498.838423148572,8.687442574285715,0.0,11.538461538461538
-LightGBM,31.656804733727807,13.804281918946282,47.29828941238095,4.303395228143939,0.0,0.0
-Stat. Ensemble,30.547337278106507,11.001763956139254,0.0,2051.548594149911,0.0,7.6923076923076925
-AutoARIMA,28.920118343195266,10.956865003323434,0.0,1885.5145473599553,0.0,7.6923076923076925
-CatBoost,27.66272189349112,13.30060154143199,498.1807509,5.586804820681818,0.0,0.0
-Seasonal Naive,17.45562130177515,0.0,0.0,1.042975715,0.0,0.0
-AutoETS,17.011834319526628,-24.269495322854407,0.0,13.387819541051137,0.0,0.0
-AutoTheta,16.863905325443785,-4.896832310667398,0.0,6.6345268946875,0.0,0.0
-Naive,9.985207100591717,-50.976730476610335,0.0,1.0805920684374999,0.0,0.0
-Drift,4.733727810650888,-57.44553171159505,0.0,1.081847729375,0.0,0.0
+Chronos-2,85.32763532763533,45.99295404026385,0.0,3.4120501715909093,0.0,0.0
+Toto-2.0-1B,82.6210826210826,40.95974538328001,0.0,3.1623076374715904,0.0,0.0
+Toto-2.0-2.5B,80.19943019943021,40.25120913531922,0.0,6.4650776003125,0.0,0.0
+Toto-2.0-313m,80.1994301994302,40.431908864449696,0.0,1.5456846913541669,0.0,0.0
+TiRex-2,78.20512820512819,43.430525812131435,0.0,1.0366915774648078,0.0,0.0
+TabPFN-TS-3,74.92877492877494,43.103980194426214,0.0,822.0435218492969,0.0,0.0
+Toto-2.0-22m,70.37037037037037,38.501099243397576,0.0,0.7798815821022727,0.0,0.0
+TiRex,68.66096866096866,37.015923795326046,0.0,1.3324642875,0.038461538461538464,0.0
+TabPFN-TS,66.66666666666669,39.634990899313024,0.0,308.48925294219475,0.0,0.0
+TimesFM-2.5,62.96296296296296,35.74711028493935,0.0,35.73234459616477,0.15384615384615385,0.0
+FlowState,58.68945868945868,35.238708603025636,0.0,3.7859752799626865,0.15384615384615385,0.0
+Chronos-Bolt,58.4045584045584,35.346534587472554,0.0,1.1602838375000002,0.0,0.0
+Moirai-2.0,57.692307692307686,34.54029716114274,0.0,2.549116965535714,0.3076923076923077,0.0
+Toto-2.0-4m,55.55555555555555,33.916952411684484,0.0,0.7024468823376624,0.0,0.0
+Toto-1.0,54.84330484330483,33.68160197994784,0.0,64.32606581959577,0.15384615384615385,0.0
+TFT,53.27635327635329,34.858358688960024,7067.210990843215,5.868696277689394,0.0,0.0
+Sundial-Base,45.29914529914529,31.420585268607393,0.0,8.734264116875,0.038461538461538464,0.0
+PatchTST,44.58689458689459,28.17762114987711,7221.856288165601,6.349855852499999,0.0,0.0
+DeepAR,42.8062678062678,28.82551876839535,13498.838423148572,8.687442574285715,0.0,11.538461538461538
+LightGBM,30.484330484330478,13.804281918946282,47.29828941238095,4.303395228143939,0.0,0.0
+Stat. Ensemble,29.558404558404554,11.001763956139254,0.0,2051.548594149911,0.0,7.6923076923076925
+AutoARIMA,28.133903133903132,10.956865003323434,0.0,1885.5145473599553,0.0,7.6923076923076925
+CatBoost,26.638176638176635,13.30060154143199,498.1807509,5.586804820681818,0.0,0.0
+Seasonal Naive,16.80911680911681,0.0,0.0,1.042975715,0.0,0.0
+AutoETS,16.666666666666664,-24.269495322854407,0.0,13.387819541051137,0.0,0.0
+AutoTheta,16.23931623931624,-4.896832310667398,0.0,6.6345268946875,0.0,0.0
+Naive,9.615384615384617,-50.976730476610335,0.0,1.0805920684374999,0.0,0.0
+Drift,4.5584045584045585,-57.44553171159505,0.0,1.081847729375,0.0,0.0
diff --git a/tables/domain_energy/pairwise_MASE.csv b/tables/domain_energy/pairwise_MASE.csv
index 79d530aa5dfdd4bf7e77e674e1954966bece1398..3ff4c6ea9bbd48f22543d43ea1289bc1083d13a0 100644
--- a/tables/domain_energy/pairwise_MASE.csv
+++ b/tables/domain_energy/pairwise_MASE.csv
@@ -3,6 +3,7 @@ Chronos-2,Chronos-2,0.5,0.5,0.5,0.0,0.0,0.0
 Chronos-2,Toto-2.0-2.5B,0.654,0.462,0.808,0.11,0.043,0.177
 Chronos-2,Toto-2.0-1B,0.577,0.385,0.769,0.107,0.04,0.174
 Chronos-2,Toto-2.0-313m,0.654,0.462,0.846,0.112,0.04,0.182
+Chronos-2,TiRex-2,0.577,0.385,0.769,0.045,0.001,0.092
 Chronos-2,TabPFN-TS-3,0.654,0.462,0.846,0.021,-0.014,0.058
 Chronos-2,TiRex,0.769,0.615,0.923,0.137,0.066,0.203
 Chronos-2,TabPFN-TS,0.769,0.615,0.923,0.078,0.038,0.118
@@ -13,12 +14,12 @@ Chronos-2,Chronos-Bolt,0.962,0.885,1.0,0.141,0.078,0.202
 Chronos-2,Moirai-2.0,0.923,0.808,1.0,0.158,0.092,0.222
 Chronos-2,Toto-1.0,0.846,0.692,0.962,0.17,0.105,0.237
 Chronos-2,Sundial-Base,0.846,0.692,0.962,0.127,0.069,0.195
-Chronos-2,Toto-2.0-4m,0.885,0.768,1.0,0.174,0.1,0.245
 Chronos-2,Seasonal Naive,0.962,0.885,1.0,0.354,0.278,0.422
 Toto-2.0-2.5B,Chronos-2,0.346,0.192,0.538,-0.124,-0.214,-0.045
 Toto-2.0-2.5B,Toto-2.0-2.5B,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-2.0-2.5B,Toto-2.0-1B,0.5,0.346,0.692,-0.003,-0.011,0.004
 Toto-2.0-2.5B,Toto-2.0-313m,0.615,0.423,0.808,0.002,-0.013,0.016
+Toto-2.0-2.5B,TiRex-2,0.5,0.308,0.692,-0.073,-0.162,-0.001
 Toto-2.0-2.5B,TabPFN-TS-3,0.462,0.269,0.654,-0.1,-0.208,-0.003
 Toto-2.0-2.5B,TiRex,0.692,0.5,0.846,0.031,0.007,0.055
 Toto-2.0-2.5B,TabPFN-TS,0.654,0.462,0.846,-0.036,-0.133,0.042
@@ -29,12 +30,12 @@ Toto-2.0-2.5B,Chronos-Bolt,0.846,0.692,0.962,0.035,0.005,0.062
 Toto-2.0-2.5B,Moirai-2.0,0.846,0.692,0.962,0.054,0.028,0.083
 Toto-2.0-2.5B,Toto-1.0,0.808,0.654,0.962,0.067,0.04,0.101
 Toto-2.0-2.5B,Sundial-Base,0.769,0.615,0.923,0.019,-0.071,0.108
-Toto-2.0-2.5B,Toto-2.0-4m,0.769,0.615,0.923,0.071,0.04,0.102
 Toto-2.0-2.5B,Seasonal Naive,0.962,0.885,1.0,0.274,0.211,0.335
 Toto-2.0-1B,Chronos-2,0.423,0.231,0.615,-0.12,-0.211,-0.042
 Toto-2.0-1B,Toto-2.0-2.5B,0.5,0.308,0.654,0.003,-0.004,0.011
 Toto-2.0-1B,Toto-2.0-1B,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-2.0-1B,Toto-2.0-313m,0.5,0.308,0.692,0.005,-0.008,0.019
+Toto-2.0-1B,TiRex-2,0.615,0.423,0.808,-0.07,-0.162,0.004
 Toto-2.0-1B,TabPFN-TS-3,0.423,0.231,0.615,-0.096,-0.205,0.001
 Toto-2.0-1B,TiRex,0.654,0.462,0.808,0.034,0.011,0.059
 Toto-2.0-1B,TabPFN-TS,0.615,0.423,0.808,-0.033,-0.13,0.048
@@ -45,12 +46,12 @@ Toto-2.0-1B,Chronos-Bolt,0.846,0.692,0.962,0.038,0.007,0.066
 Toto-2.0-1B,Moirai-2.0,0.846,0.692,0.962,0.057,0.034,0.083
 Toto-2.0-1B,Toto-1.0,0.808,0.654,0.923,0.07,0.043,0.102
 Toto-2.0-1B,Sundial-Base,0.731,0.577,0.885,0.023,-0.068,0.11
-Toto-2.0-1B,Toto-2.0-4m,0.846,0.692,0.962,0.074,0.043,0.107
 Toto-2.0-1B,Seasonal Naive,0.923,0.808,1.0,0.276,0.21,0.34
 Toto-2.0-313m,Chronos-2,0.346,0.154,0.538,-0.126,-0.222,-0.042
 Toto-2.0-313m,Toto-2.0-2.5B,0.385,0.192,0.577,-0.002,-0.016,0.013
 Toto-2.0-313m,Toto-2.0-1B,0.5,0.308,0.692,-0.005,-0.019,0.008
 Toto-2.0-313m,Toto-2.0-313m,0.5,0.5,0.5,0.0,0.0,0.0
+Toto-2.0-313m,TiRex-2,0.5,0.308,0.692,-0.075,-0.172,0.001
 Toto-2.0-313m,TabPFN-TS-3,0.462,0.269,0.654,-0.102,-0.213,-0.002
 Toto-2.0-313m,TiRex,0.615,0.423,0.808,0.029,0.011,0.048
 Toto-2.0-313m,TabPFN-TS,0.654,0.462,0.846,-0.039,-0.142,0.043
@@ -61,12 +62,28 @@ Toto-2.0-313m,Chronos-Bolt,0.731,0.576,0.885,0.033,0.004,0.06
 Toto-2.0-313m,Moirai-2.0,0.769,0.577,0.923,0.052,0.025,0.08
 Toto-2.0-313m,Toto-1.0,0.731,0.538,0.885,0.065,0.037,0.096
 Toto-2.0-313m,Sundial-Base,0.808,0.654,0.962,0.017,-0.072,0.099
-Toto-2.0-313m,Toto-2.0-4m,0.808,0.654,0.923,0.069,0.039,0.098
 Toto-2.0-313m,Seasonal Naive,0.923,0.808,1.0,0.272,0.206,0.336
+TiRex-2,Chronos-2,0.423,0.231,0.615,-0.047,-0.101,-0.001
+TiRex-2,Toto-2.0-2.5B,0.5,0.308,0.692,0.068,0.001,0.14
+TiRex-2,Toto-2.0-1B,0.385,0.192,0.577,0.065,-0.004,0.139
+TiRex-2,Toto-2.0-313m,0.5,0.308,0.692,0.07,-0.001,0.147
+TiRex-2,TiRex-2,0.5,0.5,0.5,0.0,0.0,0.0
+TiRex-2,TabPFN-TS-3,0.5,0.308,0.692,-0.025,-0.087,0.028
+TiRex-2,TiRex,0.769,0.615,0.923,0.097,0.031,0.165
+TiRex-2,TabPFN-TS,0.654,0.462,0.846,0.034,-0.02,0.085
+TiRex-2,TimesFM-2.5,0.654,0.462,0.808,0.104,0.032,0.177
+TiRex-2,Toto-2.0-22m,0.577,0.385,0.769,0.095,0.029,0.163
+TiRex-2,FlowState,0.731,0.577,0.885,0.101,0.03,0.169
+TiRex-2,Chronos-Bolt,0.654,0.462,0.846,0.1,0.031,0.175
+TiRex-2,Moirai-2.0,0.692,0.538,0.846,0.118,0.055,0.181
+TiRex-2,Toto-1.0,0.692,0.538,0.846,0.131,0.065,0.2
+TiRex-2,Sundial-Base,0.808,0.654,0.962,0.086,0.006,0.164
+TiRex-2,Seasonal Naive,0.962,0.885,1.0,0.323,0.243,0.395
 TabPFN-TS-3,Chronos-2,0.346,0.154,0.538,-0.022,-0.062,0.013
 TabPFN-TS-3,Toto-2.0-2.5B,0.538,0.346,0.731,0.091,0.003,0.172
 TabPFN-TS-3,Toto-2.0-1B,0.577,0.385,0.769,0.088,-0.001,0.17
 TabPFN-TS-3,Toto-2.0-313m,0.538,0.346,0.731,0.093,0.002,0.175
+TabPFN-TS-3,TiRex-2,0.5,0.308,0.692,0.025,-0.029,0.08
 TabPFN-TS-3,TabPFN-TS-3,0.5,0.5,0.5,0.0,0.0,0.0
 TabPFN-TS-3,TiRex,0.538,0.346,0.731,0.119,0.032,0.197
 TabPFN-TS-3,TabPFN-TS,0.731,0.577,0.885,0.058,0.011,0.101
@@ -77,12 +94,12 @@ TabPFN-TS-3,Chronos-Bolt,0.654,0.462,0.809,0.122,0.043,0.198
 TabPFN-TS-3,Moirai-2.0,0.654,0.462,0.808,0.14,0.054,0.22
 TabPFN-TS-3,Toto-1.0,0.692,0.5,0.846,0.152,0.072,0.227
 TabPFN-TS-3,Sundial-Base,0.769,0.615,0.923,0.108,0.038,0.185
-TabPFN-TS-3,Toto-2.0-4m,0.692,0.5,0.846,0.156,0.071,0.231
 TabPFN-TS-3,Seasonal Naive,0.962,0.885,1.0,0.34,0.265,0.41
 TiRex,Chronos-2,0.231,0.077,0.385,-0.159,-0.255,-0.07
 TiRex,Toto-2.0-2.5B,0.308,0.154,0.5,-0.032,-0.059,-0.007
 TiRex,Toto-2.0-1B,0.346,0.192,0.538,-0.035,-0.063,-0.011
 TiRex,Toto-2.0-313m,0.385,0.192,0.577,-0.029,-0.051,-0.011
+TiRex,TiRex-2,0.231,0.077,0.385,-0.107,-0.198,-0.032
 TiRex,TabPFN-TS-3,0.462,0.269,0.654,-0.135,-0.246,-0.034
 TiRex,TiRex,0.5,0.5,0.5,0.0,0.0,0.0
 TiRex,TabPFN-TS,0.5,0.308,0.692,-0.069,-0.171,0.013
@@ -93,12 +110,12 @@ TiRex,Chronos-Bolt,0.558,0.385,0.731,0.004,-0.021,0.032
 TiRex,Moirai-2.0,0.558,0.365,0.731,0.024,-0.003,0.056
 TiRex,Toto-1.0,0.673,0.5,0.846,0.038,0.011,0.068
 TiRex,Sundial-Base,0.75,0.596,0.904,-0.012,-0.103,0.066
-TiRex,Toto-2.0-4m,0.808,0.654,0.962,0.042,0.014,0.069
 TiRex,Seasonal Naive,0.923,0.808,1.0,0.251,0.191,0.308
 TabPFN-TS,Chronos-2,0.231,0.077,0.385,-0.084,-0.133,-0.039
 TabPFN-TS,Toto-2.0-2.5B,0.346,0.154,0.538,0.035,-0.043,0.117
 TabPFN-TS,Toto-2.0-1B,0.385,0.192,0.577,0.032,-0.05,0.115
 TabPFN-TS,Toto-2.0-313m,0.346,0.154,0.538,0.037,-0.045,0.124
+TabPFN-TS,TiRex-2,0.346,0.154,0.538,-0.035,-0.093,0.02
 TabPFN-TS,TabPFN-TS-3,0.269,0.115,0.423,-0.061,-0.112,-0.012
 TabPFN-TS,TiRex,0.5,0.308,0.692,0.065,-0.014,0.146
 TabPFN-TS,TabPFN-TS,0.5,0.5,0.5,0.0,0.0,0.0
@@ -109,12 +126,12 @@ TabPFN-TS,Chronos-Bolt,0.538,0.346,0.731,0.069,0.002,0.143
 TabPFN-TS,Moirai-2.0,0.5,0.308,0.692,0.087,0.008,0.169
 TabPFN-TS,Toto-1.0,0.577,0.385,0.769,0.1,0.022,0.181
 TabPFN-TS,Sundial-Base,0.5,0.308,0.692,0.054,-0.036,0.143
-TabPFN-TS,Toto-2.0-4m,0.615,0.423,0.808,0.104,0.018,0.188
 TabPFN-TS,Seasonal Naive,0.923,0.808,1.0,0.299,0.216,0.373
 TimesFM-2.5,Chronos-2,0.231,0.077,0.423,-0.169,-0.269,-0.077
 TimesFM-2.5,Toto-2.0-2.5B,0.308,0.154,0.5,-0.04,-0.076,-0.01
 TimesFM-2.5,Toto-2.0-1B,0.231,0.077,0.423,-0.044,-0.08,-0.012
 TimesFM-2.5,Toto-2.0-313m,0.308,0.153,0.5,-0.038,-0.066,-0.012
+TimesFM-2.5,TiRex-2,0.346,0.192,0.538,-0.116,-0.214,-0.033
 TimesFM-2.5,TabPFN-TS-3,0.308,0.154,0.5,-0.144,-0.259,-0.04
 TimesFM-2.5,TiRex,0.481,0.269,0.673,-0.009,-0.034,0.014
 TimesFM-2.5,TabPFN-TS,0.5,0.308,0.692,-0.078,-0.179,0.003
@@ -125,12 +142,12 @@ TimesFM-2.5,Chronos-Bolt,0.577,0.404,0.769,-0.004,-0.033,0.024
 TimesFM-2.5,Moirai-2.0,0.615,0.442,0.808,0.016,-0.028,0.057
 TimesFM-2.5,Toto-1.0,0.692,0.519,0.846,0.03,-0.006,0.071
 TimesFM-2.5,Sundial-Base,0.596,0.423,0.788,-0.02,-0.113,0.062
-TimesFM-2.5,Toto-2.0-4m,0.615,0.423,0.808,0.034,-0.002,0.068
 TimesFM-2.5,Seasonal Naive,0.923,0.808,1.0,0.245,0.182,0.306
 Toto-2.0-22m,Chronos-2,0.115,0.0,0.231,-0.158,-0.252,-0.077
 Toto-2.0-22m,Toto-2.0-2.5B,0.192,0.038,0.346,-0.03,-0.044,-0.016
 Toto-2.0-22m,Toto-2.0-1B,0.154,0.038,0.308,-0.033,-0.048,-0.021
 Toto-2.0-22m,Toto-2.0-313m,0.269,0.115,0.462,-0.028,-0.043,-0.014
+Toto-2.0-22m,TiRex-2,0.423,0.231,0.615,-0.105,-0.195,-0.029
 Toto-2.0-22m,TabPFN-TS-3,0.385,0.23,0.577,-0.133,-0.241,-0.035
 Toto-2.0-22m,TiRex,0.423,0.231,0.615,0.001,-0.018,0.024
 Toto-2.0-22m,TabPFN-TS,0.5,0.308,0.692,-0.067,-0.166,0.016
@@ -141,12 +158,12 @@ Toto-2.0-22m,Chronos-Bolt,0.538,0.346,0.731,0.006,-0.025,0.036
 Toto-2.0-22m,Moirai-2.0,0.538,0.346,0.731,0.025,0.002,0.052
 Toto-2.0-22m,Toto-1.0,0.731,0.538,0.885,0.039,0.013,0.071
 Toto-2.0-22m,Sundial-Base,0.654,0.462,0.808,-0.01,-0.105,0.074
-Toto-2.0-22m,Toto-2.0-4m,0.692,0.5,0.846,0.043,0.016,0.073
 Toto-2.0-22m,Seasonal Naive,0.885,0.731,1.0,0.252,0.188,0.315
 FlowState,Chronos-2,0.154,0.038,0.308,-0.165,-0.253,-0.079
 FlowState,Toto-2.0-2.5B,0.192,0.077,0.346,-0.037,-0.071,0.0
 FlowState,Toto-2.0-1B,0.231,0.077,0.385,-0.04,-0.074,-0.004
 FlowState,Toto-2.0-313m,0.231,0.077,0.385,-0.034,-0.066,-0.002
+FlowState,TiRex-2,0.269,0.115,0.423,-0.112,-0.204,-0.031
 FlowState,TabPFN-TS-3,0.308,0.154,0.5,-0.14,-0.246,-0.037
 FlowState,TiRex,0.519,0.346,0.692,-0.005,-0.034,0.022
 FlowState,TabPFN-TS,0.346,0.154,0.538,-0.074,-0.167,0.011
@@ -157,12 +174,12 @@ FlowState,Chronos-Bolt,0.538,0.365,0.712,-0.001,-0.029,0.034
 FlowState,Moirai-2.0,0.462,0.307,0.635,0.019,-0.019,0.062
 FlowState,Toto-1.0,0.577,0.404,0.75,0.033,-0.002,0.073
 FlowState,Sundial-Base,0.596,0.423,0.788,-0.017,-0.106,0.06
-FlowState,Toto-2.0-4m,0.615,0.423,0.808,0.037,-0.003,0.077
 FlowState,Seasonal Naive,0.846,0.692,0.962,0.247,0.177,0.309
 Chronos-Bolt,Chronos-2,0.038,0.0,0.115,-0.164,-0.254,-0.085
 Chronos-Bolt,Toto-2.0-2.5B,0.154,0.038,0.308,-0.036,-0.066,-0.005
 Chronos-Bolt,Toto-2.0-1B,0.154,0.038,0.308,-0.039,-0.071,-0.007
 Chronos-Bolt,Toto-2.0-313m,0.269,0.115,0.424,-0.034,-0.064,-0.004
+Chronos-Bolt,TiRex-2,0.346,0.154,0.538,-0.112,-0.213,-0.032
 Chronos-Bolt,TabPFN-TS-3,0.346,0.191,0.538,-0.14,-0.248,-0.045
 Chronos-Bolt,TiRex,0.442,0.269,0.615,-0.004,-0.034,0.02
 Chronos-Bolt,TabPFN-TS,0.462,0.269,0.654,-0.074,-0.167,-0.002
@@ -173,12 +190,12 @@ Chronos-Bolt,Chronos-Bolt,0.5,0.5,0.5,0.0,0.0,0.0
 Chronos-Bolt,Moirai-2.0,0.577,0.423,0.731,0.02,-0.022,0.064
 Chronos-Bolt,Toto-1.0,0.577,0.404,0.75,0.034,-0.001,0.072
 Chronos-Bolt,Sundial-Base,0.558,0.365,0.731,-0.016,-0.106,0.062
-Chronos-Bolt,Toto-2.0-4m,0.615,0.423,0.808,0.038,-0.001,0.077
 Chronos-Bolt,Seasonal Naive,0.923,0.808,1.0,0.248,0.188,0.306
 Moirai-2.0,Chronos-2,0.077,0.0,0.192,-0.188,-0.285,-0.101
 Moirai-2.0,Toto-2.0-2.5B,0.154,0.038,0.308,-0.057,-0.091,-0.029
 Moirai-2.0,Toto-2.0-1B,0.154,0.038,0.308,-0.06,-0.091,-0.035
 Moirai-2.0,Toto-2.0-313m,0.231,0.077,0.423,-0.055,-0.087,-0.026
+Moirai-2.0,TiRex-2,0.308,0.154,0.462,-0.134,-0.221,-0.058
 Moirai-2.0,TabPFN-TS-3,0.346,0.192,0.538,-0.163,-0.282,-0.057
 Moirai-2.0,TiRex,0.442,0.269,0.635,-0.024,-0.059,0.003
 Moirai-2.0,TabPFN-TS,0.5,0.308,0.692,-0.095,-0.203,-0.008
@@ -189,12 +206,12 @@ Moirai-2.0,Chronos-Bolt,0.423,0.269,0.577,-0.02,-0.068,0.021
 Moirai-2.0,Moirai-2.0,0.5,0.5,0.5,0.0,0.0,0.0
 Moirai-2.0,Toto-1.0,0.615,0.462,0.788,0.014,-0.01,0.043
 Moirai-2.0,Sundial-Base,0.635,0.462,0.789,-0.036,-0.136,0.048
-Moirai-2.0,Toto-2.0-4m,0.615,0.423,0.769,0.018,-0.018,0.053
 Moirai-2.0,Seasonal Naive,0.808,0.654,0.924,0.233,0.167,0.293
 Toto-1.0,Chronos-2,0.154,0.038,0.308,-0.205,-0.31,-0.117
 Toto-1.0,Toto-2.0-2.5B,0.192,0.038,0.346,-0.072,-0.112,-0.041
 Toto-1.0,Toto-2.0-1B,0.192,0.077,0.346,-0.076,-0.114,-0.045
 Toto-1.0,Toto-2.0-313m,0.269,0.115,0.462,-0.07,-0.106,-0.039
+Toto-1.0,TiRex-2,0.308,0.154,0.462,-0.15,-0.25,-0.07
 Toto-1.0,TabPFN-TS-3,0.308,0.154,0.5,-0.179,-0.293,-0.078
 Toto-1.0,TiRex,0.327,0.154,0.5,-0.039,-0.073,-0.011
 Toto-1.0,TabPFN-TS,0.423,0.231,0.615,-0.111,-0.221,-0.022
@@ -205,12 +222,12 @@ Toto-1.0,Chronos-Bolt,0.423,0.25,0.596,-0.035,-0.078,0.001
 Toto-1.0,Moirai-2.0,0.385,0.212,0.538,-0.014,-0.045,0.01
 Toto-1.0,Toto-1.0,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-1.0,Sundial-Base,0.519,0.346,0.692,-0.051,-0.149,0.03
-Toto-1.0,Toto-2.0-4m,0.615,0.423,0.808,0.004,-0.026,0.027
 Toto-1.0,Seasonal Naive,0.885,0.731,1.0,0.222,0.159,0.278
 Sundial-Base,Chronos-2,0.154,0.038,0.308,-0.146,-0.242,-0.074
 Sundial-Base,Toto-2.0-2.5B,0.231,0.077,0.385,-0.02,-0.121,0.066
 Sundial-Base,Toto-2.0-1B,0.269,0.115,0.423,-0.023,-0.124,0.063
 Sundial-Base,Toto-2.0-313m,0.192,0.038,0.346,-0.018,-0.11,0.067
+Sundial-Base,TiRex-2,0.192,0.038,0.346,-0.094,-0.196,-0.006
 Sundial-Base,TabPFN-TS-3,0.231,0.077,0.385,-0.122,-0.227,-0.04
 Sundial-Base,TiRex,0.25,0.096,0.404,0.012,-0.071,0.093
 Sundial-Base,TabPFN-TS,0.5,0.308,0.692,-0.057,-0.166,0.035
@@ -221,28 +238,12 @@ Sundial-Base,Chronos-Bolt,0.442,0.269,0.635,0.016,-0.066,0.096
 Sundial-Base,Moirai-2.0,0.365,0.211,0.538,0.035,-0.051,0.119
 Sundial-Base,Toto-1.0,0.481,0.308,0.654,0.049,-0.031,0.129
 Sundial-Base,Sundial-Base,0.5,0.5,0.5,0.0,0.0,0.0
-Sundial-Base,Toto-2.0-4m,0.462,0.269,0.654,0.053,-0.034,0.143
 Sundial-Base,Seasonal Naive,0.885,0.731,1.0,0.26,0.177,0.334
-Toto-2.0-4m,Chronos-2,0.115,0.0,0.232,-0.21,-0.324,-0.111
-Toto-2.0-4m,Toto-2.0-2.5B,0.231,0.077,0.385,-0.077,-0.114,-0.042
-Toto-2.0-4m,Toto-2.0-1B,0.154,0.038,0.308,-0.08,-0.12,-0.045
-Toto-2.0-4m,Toto-2.0-313m,0.192,0.077,0.346,-0.074,-0.109,-0.04
-Toto-2.0-4m,TabPFN-TS-3,0.308,0.154,0.5,-0.184,-0.3,-0.076
-Toto-2.0-4m,TiRex,0.192,0.038,0.346,-0.044,-0.074,-0.014
-Toto-2.0-4m,TabPFN-TS,0.385,0.192,0.577,-0.116,-0.231,-0.018
-Toto-2.0-4m,TimesFM-2.5,0.385,0.192,0.577,-0.035,-0.073,0.002
-Toto-2.0-4m,Toto-2.0-22m,0.308,0.154,0.5,-0.045,-0.079,-0.016
-Toto-2.0-4m,FlowState,0.385,0.192,0.577,-0.039,-0.083,0.003
-Toto-2.0-4m,Chronos-Bolt,0.385,0.192,0.577,-0.039,-0.083,0.001
-Toto-2.0-4m,Moirai-2.0,0.385,0.231,0.577,-0.019,-0.056,0.018
-Toto-2.0-4m,Toto-1.0,0.385,0.192,0.577,-0.004,-0.028,0.025
-Toto-2.0-4m,Sundial-Base,0.538,0.346,0.731,-0.056,-0.168,0.033
-Toto-2.0-4m,Toto-2.0-4m,0.5,0.5,0.5,0.0,0.0,0.0
-Toto-2.0-4m,Seasonal Naive,1.0,1.0,1.0,0.218,0.167,0.276
 Seasonal Naive,Chronos-2,0.038,0.0,0.115,-0.548,-0.729,-0.384
 Seasonal Naive,Toto-2.0-2.5B,0.038,0.0,0.115,-0.377,-0.504,-0.267
 Seasonal Naive,Toto-2.0-1B,0.077,0.0,0.192,-0.382,-0.514,-0.266
 Seasonal Naive,Toto-2.0-313m,0.077,0.0,0.192,-0.375,-0.505,-0.259
+Seasonal Naive,TiRex-2,0.038,0.0,0.115,-0.478,-0.652,-0.321
 Seasonal Naive,TabPFN-TS-3,0.038,0.0,0.115,-0.515,-0.695,-0.36
 Seasonal Naive,TiRex,0.077,0.0,0.192,-0.335,-0.445,-0.237
 Seasonal Naive,TabPFN-TS,0.077,0.0,0.192,-0.428,-0.596,-0.276
@@ -253,5 +254,4 @@ Seasonal Naive,Chronos-Bolt,0.077,0.0,0.192,-0.33,-0.44,-0.232
 Seasonal Naive,Moirai-2.0,0.192,0.076,0.346,-0.303,-0.415,-0.201
 Seasonal Naive,Toto-1.0,0.115,0.0,0.269,-0.285,-0.386,-0.189
 Seasonal Naive,Sundial-Base,0.115,0.0,0.269,-0.351,-0.501,-0.215
-Seasonal Naive,Toto-2.0-4m,0.0,0.0,0.0,-0.279,-0.381,-0.201
 Seasonal Naive,Seasonal Naive,0.5,0.5,0.5,0.0,0.0,0.0
diff --git a/tables/domain_energy/pairwise_SQL.csv b/tables/domain_energy/pairwise_SQL.csv
index 36d4de1011ed9dfb9bdc79f0011af489b11b2613..151e08c6eb3430fe418a0be918e345c2f529bca8 100644
--- a/tables/domain_energy/pairwise_SQL.csv
+++ b/tables/domain_energy/pairwise_SQL.csv
@@ -2,6 +2,7 @@ model_1,model_2,win_rate,win_rate_lower,win_rate_upper,skill_score,skill_score_l
 Chronos-2,Chronos-2,0.5,0.5,0.5,0.0,0.0,0.0
 Chronos-2,Toto-2.0-1B,0.615,0.423,0.808,0.104,0.037,0.17
 Chronos-2,Toto-2.0-2.5B,0.654,0.462,0.808,0.107,0.041,0.173
+Chronos-2,TiRex-2,0.462,0.269,0.654,0.046,0.003,0.094
 Chronos-2,Toto-2.0-313m,0.615,0.423,0.808,0.111,0.041,0.178
 Chronos-2,TabPFN-TS-3,0.654,0.462,0.846,0.027,-0.009,0.067
 Chronos-2,TiRex,0.731,0.538,0.885,0.141,0.072,0.204
@@ -11,13 +12,13 @@ Chronos-2,TimesFM-2.5,0.769,0.577,0.923,0.159,0.083,0.225
 Chronos-2,FlowState,0.885,0.731,1.0,0.167,0.099,0.227
 Chronos-2,Moirai-2.0,0.923,0.808,1.0,0.178,0.111,0.242
 Chronos-2,Chronos-Bolt,0.923,0.808,1.0,0.161,0.096,0.219
-Chronos-2,Toto-2.0-4m,0.885,0.768,1.0,0.178,0.104,0.248
 Chronos-2,Toto-1.0,0.846,0.692,0.962,0.183,0.115,0.249
-Chronos-2,TFT,0.846,0.692,0.962,0.171,0.1,0.25
+Chronos-2,Toto-2.0-4m,0.885,0.768,1.0,0.178,0.104,0.248
 Chronos-2,Seasonal Naive,1.0,1.0,1.0,0.437,0.368,0.497
 Toto-2.0-1B,Chronos-2,0.385,0.192,0.577,-0.116,-0.204,-0.038
 Toto-2.0-1B,Toto-2.0-1B,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-2.0-1B,Toto-2.0-2.5B,0.538,0.346,0.692,0.004,-0.003,0.012
+Toto-2.0-1B,TiRex-2,0.5,0.308,0.692,-0.064,-0.157,0.009
 Toto-2.0-1B,Toto-2.0-313m,0.577,0.385,0.769,0.008,-0.003,0.02
 Toto-2.0-1B,TabPFN-TS-3,0.462,0.269,0.654,-0.085,-0.194,0.015
 Toto-2.0-1B,TiRex,0.692,0.5,0.846,0.042,0.016,0.07
@@ -27,13 +28,13 @@ Toto-2.0-1B,TimesFM-2.5,0.808,0.654,0.962,0.062,0.029,0.096
 Toto-2.0-1B,FlowState,0.846,0.692,0.962,0.071,0.039,0.104
 Toto-2.0-1B,Moirai-2.0,0.846,0.692,0.962,0.083,0.055,0.111
 Toto-2.0-1B,Chronos-Bolt,0.846,0.692,0.962,0.064,0.029,0.097
-Toto-2.0-1B,Toto-2.0-4m,0.885,0.731,1.0,0.083,0.051,0.117
 Toto-2.0-1B,Toto-1.0,0.923,0.808,1.0,0.088,0.059,0.12
-Toto-2.0-1B,TFT,0.731,0.576,0.885,0.075,-0.029,0.172
+Toto-2.0-1B,Toto-2.0-4m,0.885,0.731,1.0,0.083,0.051,0.117
 Toto-2.0-1B,Seasonal Naive,1.0,1.0,1.0,0.372,0.312,0.433
 Toto-2.0-2.5B,Chronos-2,0.346,0.192,0.538,-0.12,-0.209,-0.043
 Toto-2.0-2.5B,Toto-2.0-1B,0.462,0.308,0.654,-0.004,-0.012,0.003
 Toto-2.0-2.5B,Toto-2.0-2.5B,0.5,0.5,0.5,0.0,0.0,0.0
+Toto-2.0-2.5B,TiRex-2,0.5,0.308,0.692,-0.068,-0.162,0.007
 Toto-2.0-2.5B,Toto-2.0-313m,0.692,0.538,0.846,0.004,-0.008,0.015
 Toto-2.0-2.5B,TabPFN-TS-3,0.423,0.231,0.615,-0.09,-0.198,0.008
 Toto-2.0-2.5B,TiRex,0.731,0.538,0.885,0.038,0.013,0.065
@@ -43,13 +44,29 @@ Toto-2.0-2.5B,TimesFM-2.5,0.692,0.5,0.846,0.058,0.025,0.092
 Toto-2.0-2.5B,FlowState,0.846,0.692,0.962,0.067,0.035,0.101
 Toto-2.0-2.5B,Moirai-2.0,0.885,0.768,1.0,0.079,0.051,0.108
 Toto-2.0-2.5B,Chronos-Bolt,0.885,0.768,1.0,0.061,0.028,0.091
-Toto-2.0-2.5B,Toto-2.0-4m,0.846,0.692,0.962,0.08,0.048,0.112
 Toto-2.0-2.5B,Toto-1.0,0.885,0.769,1.0,0.085,0.057,0.115
-Toto-2.0-2.5B,TFT,0.731,0.576,0.885,0.072,-0.035,0.17
+Toto-2.0-2.5B,Toto-2.0-4m,0.846,0.692,0.962,0.08,0.048,0.112
 Toto-2.0-2.5B,Seasonal Naive,1.0,1.0,1.0,0.369,0.312,0.43
+TiRex-2,Chronos-2,0.538,0.346,0.731,-0.049,-0.104,-0.003
+TiRex-2,Toto-2.0-1B,0.5,0.308,0.692,0.06,-0.009,0.136
+TiRex-2,Toto-2.0-2.5B,0.5,0.308,0.692,0.064,-0.007,0.139
+TiRex-2,TiRex-2,0.5,0.5,0.5,0.0,0.0,0.0
+TiRex-2,Toto-2.0-313m,0.5,0.308,0.692,0.067,-0.004,0.147
+TiRex-2,TabPFN-TS-3,0.577,0.385,0.769,-0.02,-0.087,0.038
+TiRex-2,TiRex,0.692,0.538,0.846,0.099,0.033,0.169
+TiRex-2,Toto-2.0-22m,0.577,0.385,0.769,0.095,0.027,0.165
+TiRex-2,TabPFN-TS,0.654,0.462,0.846,0.038,-0.015,0.087
+TiRex-2,TimesFM-2.5,0.731,0.538,0.885,0.118,0.044,0.193
+TiRex-2,FlowState,0.731,0.577,0.885,0.126,0.058,0.197
+TiRex-2,Moirai-2.0,0.808,0.654,0.923,0.138,0.076,0.204
+TiRex-2,Chronos-Bolt,0.846,0.692,0.962,0.12,0.05,0.194
+TiRex-2,Toto-1.0,0.769,0.615,0.923,0.143,0.077,0.212
+TiRex-2,Toto-2.0-4m,0.885,0.769,1.0,0.138,0.066,0.209
+TiRex-2,Seasonal Naive,1.0,1.0,1.0,0.41,0.334,0.479
 Toto-2.0-313m,Chronos-2,0.385,0.192,0.577,-0.124,-0.216,-0.043
 Toto-2.0-313m,Toto-2.0-1B,0.423,0.231,0.615,-0.008,-0.02,0.003
 Toto-2.0-313m,Toto-2.0-2.5B,0.308,0.154,0.462,-0.004,-0.015,0.008
+Toto-2.0-313m,TiRex-2,0.5,0.308,0.692,-0.072,-0.172,0.004
 Toto-2.0-313m,Toto-2.0-313m,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-2.0-313m,TabPFN-TS-3,0.462,0.269,0.654,-0.094,-0.204,0.006
 Toto-2.0-313m,TiRex,0.654,0.462,0.846,0.034,0.013,0.057
@@ -59,13 +76,13 @@ Toto-2.0-313m,TimesFM-2.5,0.731,0.538,0.885,0.055,0.025,0.084
 Toto-2.0-313m,FlowState,0.808,0.654,0.962,0.063,0.034,0.094
 Toto-2.0-313m,Moirai-2.0,0.769,0.577,0.923,0.075,0.046,0.105
 Toto-2.0-313m,Chronos-Bolt,0.808,0.654,0.962,0.057,0.023,0.089
-Toto-2.0-313m,Toto-2.0-4m,0.846,0.692,0.962,0.076,0.046,0.105
 Toto-2.0-313m,Toto-1.0,0.846,0.692,0.962,0.081,0.051,0.111
-Toto-2.0-313m,TFT,0.692,0.5,0.885,0.068,-0.039,0.169
+Toto-2.0-313m,Toto-2.0-4m,0.846,0.692,0.962,0.076,0.046,0.105
 Toto-2.0-313m,Seasonal Naive,1.0,1.0,1.0,0.367,0.309,0.428
 TabPFN-TS-3,Chronos-2,0.346,0.154,0.538,-0.028,-0.072,0.009
 TabPFN-TS-3,Toto-2.0-1B,0.538,0.346,0.731,0.079,-0.015,0.163
 TabPFN-TS-3,Toto-2.0-2.5B,0.577,0.385,0.769,0.082,-0.008,0.165
+TabPFN-TS-3,TiRex-2,0.423,0.231,0.615,0.02,-0.04,0.08
 TabPFN-TS-3,Toto-2.0-313m,0.538,0.346,0.731,0.086,-0.006,0.169
 TabPFN-TS-3,TabPFN-TS-3,0.5,0.5,0.5,0.0,0.0,0.0
 TabPFN-TS-3,TiRex,0.577,0.385,0.769,0.117,0.03,0.195
@@ -75,13 +92,13 @@ TabPFN-TS-3,TimesFM-2.5,0.654,0.462,0.809,0.136,0.046,0.217
 TabPFN-TS-3,FlowState,0.731,0.538,0.885,0.144,0.053,0.217
 TabPFN-TS-3,Moirai-2.0,0.692,0.5,0.846,0.155,0.07,0.235
 TabPFN-TS-3,Chronos-Bolt,0.769,0.615,0.923,0.138,0.059,0.21
-TabPFN-TS-3,Toto-2.0-4m,0.692,0.5,0.846,0.155,0.067,0.235
 TabPFN-TS-3,Toto-1.0,0.731,0.538,0.885,0.16,0.078,0.237
-TabPFN-TS-3,TFT,0.846,0.692,0.962,0.148,0.073,0.23
+TabPFN-TS-3,Toto-2.0-4m,0.692,0.5,0.846,0.155,0.067,0.235
 TabPFN-TS-3,Seasonal Naive,1.0,1.0,1.0,0.421,0.35,0.49
 TiRex,Chronos-2,0.269,0.115,0.462,-0.164,-0.257,-0.078
 TiRex,Toto-2.0-1B,0.308,0.154,0.5,-0.044,-0.075,-0.016
 TiRex,Toto-2.0-2.5B,0.269,0.115,0.462,-0.04,-0.069,-0.013
+TiRex,TiRex-2,0.308,0.154,0.462,-0.11,-0.204,-0.034
 TiRex,Toto-2.0-313m,0.346,0.154,0.538,-0.035,-0.061,-0.013
 TiRex,TabPFN-TS-3,0.423,0.231,0.615,-0.133,-0.242,-0.031
 TiRex,TiRex,0.5,0.5,0.5,0.0,0.0,0.0
@@ -91,13 +108,13 @@ TiRex,TimesFM-2.5,0.673,0.481,0.846,0.021,-0.002,0.045
 TiRex,FlowState,0.635,0.461,0.808,0.03,0.003,0.06
 TiRex,Moirai-2.0,0.788,0.615,0.923,0.043,0.014,0.075
 TiRex,Chronos-Bolt,0.75,0.577,0.885,0.023,-0.005,0.052
-TiRex,Toto-2.0-4m,0.769,0.614,0.923,0.043,0.012,0.072
 TiRex,Toto-1.0,0.788,0.615,0.923,0.048,0.024,0.076
-TiRex,TFT,0.654,0.462,0.846,0.035,-0.07,0.132
+TiRex,Toto-2.0-4m,0.769,0.614,0.923,0.043,0.012,0.072
 TiRex,Seasonal Naive,1.0,1.0,1.0,0.344,0.286,0.404
 Toto-2.0-22m,Chronos-2,0.192,0.077,0.346,-0.159,-0.254,-0.077
 Toto-2.0-22m,Toto-2.0-1B,0.115,0.0,0.269,-0.039,-0.057,-0.025
 Toto-2.0-22m,Toto-2.0-2.5B,0.192,0.038,0.346,-0.035,-0.05,-0.021
+Toto-2.0-22m,TiRex-2,0.423,0.231,0.615,-0.106,-0.198,-0.028
 Toto-2.0-22m,Toto-2.0-313m,0.231,0.077,0.386,-0.031,-0.047,-0.018
 Toto-2.0-22m,TabPFN-TS-3,0.385,0.192,0.577,-0.128,-0.238,-0.029
 Toto-2.0-22m,TiRex,0.462,0.269,0.654,0.004,-0.02,0.028
@@ -107,13 +124,13 @@ Toto-2.0-22m,TimesFM-2.5,0.615,0.423,0.808,0.025,-0.009,0.059
 Toto-2.0-22m,FlowState,0.615,0.423,0.808,0.034,-0.001,0.07
 Toto-2.0-22m,Moirai-2.0,0.654,0.462,0.846,0.047,0.018,0.075
 Toto-2.0-22m,Chronos-Bolt,0.692,0.5,0.885,0.027,-0.009,0.062
-Toto-2.0-22m,Toto-2.0-4m,0.731,0.577,0.885,0.047,0.022,0.073
 Toto-2.0-22m,Toto-1.0,0.769,0.615,0.923,0.052,0.03,0.079
-Toto-2.0-22m,TFT,0.692,0.5,0.885,0.039,-0.071,0.141
+Toto-2.0-22m,Toto-2.0-4m,0.731,0.577,0.885,0.047,0.022,0.073
 Toto-2.0-22m,Seasonal Naive,1.0,1.0,1.0,0.347,0.288,0.407
 TabPFN-TS,Chronos-2,0.192,0.077,0.346,-0.09,-0.136,-0.046
 TabPFN-TS,Toto-2.0-1B,0.346,0.154,0.538,0.023,-0.059,0.107
 TabPFN-TS,Toto-2.0-2.5B,0.346,0.154,0.538,0.027,-0.051,0.111
+TabPFN-TS,TiRex-2,0.346,0.154,0.538,-0.039,-0.095,0.015
 TabPFN-TS,Toto-2.0-313m,0.385,0.192,0.577,0.031,-0.05,0.117
 TabPFN-TS,TabPFN-TS-3,0.231,0.077,0.385,-0.06,-0.109,-0.008
 TabPFN-TS,TiRex,0.5,0.308,0.692,0.064,-0.014,0.146
@@ -123,13 +140,13 @@ TabPFN-TS,TimesFM-2.5,0.5,0.308,0.692,0.084,0.006,0.167
 TabPFN-TS,FlowState,0.615,0.423,0.808,0.092,0.015,0.166
 TabPFN-TS,Moirai-2.0,0.577,0.385,0.769,0.104,0.024,0.189
 TabPFN-TS,Chronos-Bolt,0.654,0.462,0.846,0.086,0.022,0.16
-TabPFN-TS,Toto-2.0-4m,0.615,0.423,0.808,0.105,0.018,0.189
 TabPFN-TS,Toto-1.0,0.577,0.385,0.769,0.109,0.026,0.194
-TabPFN-TS,TFT,0.692,0.5,0.846,0.096,0.03,0.168
+TabPFN-TS,Toto-2.0-4m,0.615,0.423,0.808,0.105,0.018,0.189
 TabPFN-TS,Seasonal Naive,1.0,1.0,1.0,0.386,0.308,0.462
 TimesFM-2.5,Chronos-2,0.231,0.077,0.423,-0.189,-0.291,-0.09
 TimesFM-2.5,Toto-2.0-1B,0.192,0.038,0.346,-0.066,-0.106,-0.029
 TimesFM-2.5,Toto-2.0-2.5B,0.308,0.154,0.5,-0.062,-0.102,-0.025
+TimesFM-2.5,TiRex-2,0.269,0.115,0.462,-0.134,-0.24,-0.046
 TimesFM-2.5,Toto-2.0-313m,0.269,0.115,0.462,-0.058,-0.092,-0.026
 TimesFM-2.5,TabPFN-TS-3,0.346,0.191,0.538,-0.157,-0.277,-0.048
 TimesFM-2.5,TiRex,0.327,0.154,0.519,-0.021,-0.047,0.002
@@ -139,13 +156,13 @@ TimesFM-2.5,TimesFM-2.5,0.5,0.5,0.5,0.0,0.0,0.0
 TimesFM-2.5,FlowState,0.577,0.404,0.75,0.009,-0.023,0.04
 TimesFM-2.5,Moirai-2.0,0.615,0.442,0.808,0.022,-0.023,0.067
 TimesFM-2.5,Chronos-Bolt,0.538,0.365,0.712,0.002,-0.028,0.029
-TimesFM-2.5,Toto-2.0-4m,0.615,0.423,0.808,0.023,-0.015,0.057
 TimesFM-2.5,Toto-1.0,0.654,0.462,0.808,0.028,-0.012,0.068
-TimesFM-2.5,TFT,0.615,0.423,0.808,0.014,-0.1,0.121
+TimesFM-2.5,Toto-2.0-4m,0.615,0.423,0.808,0.023,-0.015,0.057
 TimesFM-2.5,Seasonal Naive,1.0,1.0,1.0,0.33,0.269,0.394
 FlowState,Chronos-2,0.115,0.0,0.269,-0.2,-0.294,-0.11
 FlowState,Toto-2.0-1B,0.154,0.038,0.308,-0.076,-0.116,-0.04
 FlowState,Toto-2.0-2.5B,0.154,0.038,0.308,-0.072,-0.113,-0.036
+FlowState,TiRex-2,0.269,0.115,0.423,-0.145,-0.245,-0.061
 FlowState,Toto-2.0-313m,0.192,0.038,0.346,-0.068,-0.104,-0.035
 FlowState,TabPFN-TS-3,0.269,0.115,0.462,-0.168,-0.277,-0.057
 FlowState,TiRex,0.365,0.192,0.539,-0.031,-0.064,-0.003
@@ -155,13 +172,13 @@ FlowState,TimesFM-2.5,0.423,0.25,0.596,-0.009,-0.042,0.022
 FlowState,FlowState,0.5,0.5,0.5,0.0,0.0,0.0
 FlowState,Moirai-2.0,0.538,0.384,0.712,0.013,-0.029,0.059
 FlowState,Chronos-Bolt,0.538,0.365,0.712,-0.007,-0.041,0.029
-FlowState,Toto-2.0-4m,0.654,0.462,0.809,0.014,-0.03,0.052
 FlowState,Toto-1.0,0.423,0.269,0.596,0.019,-0.019,0.059
-FlowState,TFT,0.654,0.462,0.846,0.005,-0.107,0.109
+FlowState,Toto-2.0-4m,0.654,0.462,0.809,0.014,-0.03,0.052
 FlowState,Seasonal Naive,0.962,0.885,1.0,0.324,0.259,0.389
 Moirai-2.0,Chronos-2,0.077,0.0,0.192,-0.216,-0.319,-0.125
 Moirai-2.0,Toto-2.0-1B,0.154,0.038,0.308,-0.09,-0.125,-0.058
 Moirai-2.0,Toto-2.0-2.5B,0.115,0.0,0.232,-0.086,-0.122,-0.054
+Moirai-2.0,TiRex-2,0.192,0.077,0.346,-0.16,-0.257,-0.082
 Moirai-2.0,Toto-2.0-313m,0.231,0.077,0.423,-0.082,-0.117,-0.048
 Moirai-2.0,TabPFN-TS-3,0.308,0.154,0.5,-0.183,-0.308,-0.075
 Moirai-2.0,TiRex,0.212,0.077,0.385,-0.045,-0.081,-0.014
@@ -171,13 +188,13 @@ Moirai-2.0,TimesFM-2.5,0.385,0.192,0.558,-0.023,-0.071,0.023
 Moirai-2.0,FlowState,0.462,0.288,0.616,-0.013,-0.062,0.029
 Moirai-2.0,Moirai-2.0,0.5,0.5,0.5,0.0,0.0,0.0
 Moirai-2.0,Chronos-Bolt,0.5,0.346,0.673,-0.02,-0.075,0.025
-Moirai-2.0,Toto-2.0-4m,0.5,0.308,0.692,0.001,-0.036,0.039
 Moirai-2.0,Toto-1.0,0.577,0.423,0.75,0.006,-0.016,0.034
-Moirai-2.0,TFT,0.577,0.385,0.769,-0.008,-0.129,0.098
+Moirai-2.0,Toto-2.0-4m,0.5,0.308,0.692,0.001,-0.036,0.039
 Moirai-2.0,Seasonal Naive,0.923,0.808,1.0,0.315,0.249,0.385
 Chronos-Bolt,Chronos-2,0.077,0.0,0.192,-0.192,-0.28,-0.106
 Chronos-Bolt,Toto-2.0-1B,0.154,0.038,0.308,-0.069,-0.108,-0.029
 Chronos-Bolt,Toto-2.0-2.5B,0.115,0.0,0.232,-0.064,-0.101,-0.028
+Chronos-Bolt,TiRex-2,0.154,0.038,0.308,-0.137,-0.24,-0.053
 Chronos-Bolt,Toto-2.0-313m,0.192,0.038,0.346,-0.06,-0.097,-0.024
 Chronos-Bolt,TabPFN-TS-3,0.231,0.077,0.385,-0.16,-0.266,-0.063
 Chronos-Bolt,TiRex,0.25,0.115,0.423,-0.024,-0.055,0.005
@@ -187,29 +204,13 @@ Chronos-Bolt,TimesFM-2.5,0.462,0.288,0.635,-0.002,-0.03,0.027
 Chronos-Bolt,FlowState,0.462,0.288,0.635,0.007,-0.03,0.039
 Chronos-Bolt,Moirai-2.0,0.5,0.327,0.654,0.02,-0.025,0.07
 Chronos-Bolt,Chronos-Bolt,0.5,0.5,0.5,0.0,0.0,0.0
-Chronos-Bolt,Toto-2.0-4m,0.5,0.308,0.692,0.021,-0.023,0.063
 Chronos-Bolt,Toto-1.0,0.538,0.365,0.712,0.026,-0.013,0.068
-Chronos-Bolt,TFT,0.615,0.423,0.808,0.012,-0.089,0.108
+Chronos-Bolt,Toto-2.0-4m,0.5,0.308,0.692,0.021,-0.023,0.063
 Chronos-Bolt,Seasonal Naive,1.0,1.0,1.0,0.329,0.273,0.388
-Toto-2.0-4m,Chronos-2,0.115,0.0,0.232,-0.217,-0.33,-0.116
-Toto-2.0-4m,Toto-2.0-1B,0.115,0.0,0.269,-0.091,-0.132,-0.054
-Toto-2.0-4m,Toto-2.0-2.5B,0.154,0.038,0.308,-0.087,-0.126,-0.05
-Toto-2.0-4m,Toto-2.0-313m,0.154,0.038,0.308,-0.082,-0.117,-0.049
-Toto-2.0-4m,TabPFN-TS-3,0.308,0.154,0.5,-0.184,-0.307,-0.072
-Toto-2.0-4m,TiRex,0.231,0.077,0.386,-0.045,-0.078,-0.012
-Toto-2.0-4m,Toto-2.0-22m,0.269,0.115,0.423,-0.05,-0.079,-0.023
-Toto-2.0-4m,TabPFN-TS,0.385,0.192,0.577,-0.117,-0.234,-0.018
-Toto-2.0-4m,TimesFM-2.5,0.385,0.192,0.577,-0.023,-0.061,0.015
-Toto-2.0-4m,FlowState,0.346,0.191,0.538,-0.014,-0.054,0.029
-Toto-2.0-4m,Moirai-2.0,0.5,0.308,0.692,-0.001,-0.041,0.035
-Toto-2.0-4m,Chronos-Bolt,0.5,0.308,0.692,-0.021,-0.067,0.023
-Toto-2.0-4m,Toto-2.0-4m,0.5,0.5,0.5,0.0,0.0,0.0
-Toto-2.0-4m,Toto-1.0,0.5,0.308,0.692,0.005,-0.02,0.036
-Toto-2.0-4m,TFT,0.615,0.423,0.808,-0.009,-0.126,0.093
-Toto-2.0-4m,Seasonal Naive,1.0,1.0,1.0,0.315,0.256,0.378
 Toto-1.0,Chronos-2,0.154,0.038,0.308,-0.224,-0.332,-0.13
 Toto-1.0,Toto-2.0-1B,0.077,0.0,0.192,-0.097,-0.136,-0.063
 Toto-1.0,Toto-2.0-2.5B,0.115,0.0,0.231,-0.092,-0.13,-0.06
+Toto-1.0,TiRex-2,0.231,0.077,0.385,-0.167,-0.27,-0.084
 Toto-1.0,Toto-2.0-313m,0.154,0.038,0.308,-0.088,-0.125,-0.054
 Toto-1.0,TabPFN-TS-3,0.269,0.115,0.462,-0.19,-0.311,-0.085
 Toto-1.0,TiRex,0.212,0.077,0.385,-0.051,-0.082,-0.024
@@ -219,29 +220,29 @@ Toto-1.0,TimesFM-2.5,0.346,0.192,0.538,-0.029,-0.073,0.011
 Toto-1.0,FlowState,0.577,0.404,0.731,-0.019,-0.063,0.019
 Toto-1.0,Moirai-2.0,0.423,0.25,0.577,-0.006,-0.035,0.016
 Toto-1.0,Chronos-Bolt,0.462,0.288,0.635,-0.026,-0.072,0.013
-Toto-1.0,Toto-2.0-4m,0.5,0.308,0.692,-0.005,-0.037,0.02
 Toto-1.0,Toto-1.0,0.5,0.5,0.5,0.0,0.0,0.0
-Toto-1.0,TFT,0.577,0.385,0.769,-0.014,-0.138,0.092
+Toto-1.0,Toto-2.0-4m,0.5,0.308,0.692,-0.005,-0.037,0.02
 Toto-1.0,Seasonal Naive,0.962,0.885,1.0,0.311,0.248,0.377
-TFT,Chronos-2,0.154,0.038,0.308,-0.206,-0.334,-0.111
-TFT,Toto-2.0-1B,0.269,0.115,0.424,-0.081,-0.208,0.029
-TFT,Toto-2.0-2.5B,0.269,0.115,0.424,-0.077,-0.204,0.034
-TFT,Toto-2.0-313m,0.308,0.115,0.5,-0.073,-0.203,0.037
-TFT,TabPFN-TS-3,0.154,0.038,0.308,-0.173,-0.298,-0.078
-TFT,TiRex,0.346,0.154,0.538,-0.036,-0.151,0.066
-TFT,Toto-2.0-22m,0.308,0.115,0.5,-0.04,-0.165,0.067
-TFT,TabPFN-TS,0.308,0.154,0.5,-0.107,-0.202,-0.031
-TFT,TimesFM-2.5,0.385,0.192,0.577,-0.014,-0.138,0.091
-TFT,FlowState,0.346,0.154,0.538,-0.005,-0.122,0.097
-TFT,Moirai-2.0,0.423,0.231,0.615,0.008,-0.108,0.114
-TFT,Chronos-Bolt,0.385,0.192,0.577,-0.012,-0.121,0.082
-TFT,Toto-2.0-4m,0.385,0.192,0.577,0.009,-0.102,0.112
-TFT,Toto-1.0,0.423,0.231,0.615,0.014,-0.102,0.121
-TFT,TFT,0.5,0.5,0.5,0.0,0.0,0.0
-TFT,Seasonal Naive,0.846,0.692,0.962,0.321,0.223,0.403
+Toto-2.0-4m,Chronos-2,0.115,0.0,0.232,-0.217,-0.33,-0.116
+Toto-2.0-4m,Toto-2.0-1B,0.115,0.0,0.269,-0.091,-0.132,-0.054
+Toto-2.0-4m,Toto-2.0-2.5B,0.154,0.038,0.308,-0.087,-0.126,-0.05
+Toto-2.0-4m,TiRex-2,0.115,0.0,0.231,-0.161,-0.264,-0.071
+Toto-2.0-4m,Toto-2.0-313m,0.154,0.038,0.308,-0.082,-0.117,-0.049
+Toto-2.0-4m,TabPFN-TS-3,0.308,0.154,0.5,-0.184,-0.307,-0.072
+Toto-2.0-4m,TiRex,0.231,0.077,0.386,-0.045,-0.078,-0.012
+Toto-2.0-4m,Toto-2.0-22m,0.269,0.115,0.423,-0.05,-0.079,-0.023
+Toto-2.0-4m,TabPFN-TS,0.385,0.192,0.577,-0.117,-0.234,-0.018
+Toto-2.0-4m,TimesFM-2.5,0.385,0.192,0.577,-0.023,-0.061,0.015
+Toto-2.0-4m,FlowState,0.346,0.191,0.538,-0.014,-0.054,0.029
+Toto-2.0-4m,Moirai-2.0,0.5,0.308,0.692,-0.001,-0.041,0.035
+Toto-2.0-4m,Chronos-Bolt,0.5,0.308,0.692,-0.021,-0.067,0.023
+Toto-2.0-4m,Toto-1.0,0.5,0.308,0.692,0.005,-0.02,0.036
+Toto-2.0-4m,Toto-2.0-4m,0.5,0.5,0.5,0.0,0.0,0.0
+Toto-2.0-4m,Seasonal Naive,1.0,1.0,1.0,0.315,0.256,0.378
 Seasonal Naive,Chronos-2,0.0,0.0,0.0,-0.776,-0.987,-0.581
 Seasonal Naive,Toto-2.0-1B,0.0,0.0,0.0,-0.592,-0.765,-0.454
 Seasonal Naive,Toto-2.0-2.5B,0.0,0.0,0.0,-0.586,-0.754,-0.453
+Seasonal Naive,TiRex-2,0.0,0.0,0.0,-0.694,-0.92,-0.5
 Seasonal Naive,Toto-2.0-313m,0.0,0.0,0.0,-0.58,-0.749,-0.446
 Seasonal Naive,TabPFN-TS-3,0.0,0.0,0.0,-0.728,-0.962,-0.539
 Seasonal Naive,TiRex,0.0,0.0,0.0,-0.526,-0.679,-0.401
@@ -251,7 +252,6 @@ Seasonal Naive,TimesFM-2.5,0.0,0.0,0.0,-0.493,-0.65,-0.368
 Seasonal Naive,FlowState,0.038,0.0,0.115,-0.48,-0.638,-0.35
 Seasonal Naive,Moirai-2.0,0.077,0.0,0.192,-0.46,-0.627,-0.331
 Seasonal Naive,Chronos-Bolt,0.0,0.0,0.0,-0.49,-0.633,-0.376
-Seasonal Naive,Toto-2.0-4m,0.0,0.0,0.0,-0.459,-0.608,-0.344
 Seasonal Naive,Toto-1.0,0.038,0.0,0.115,-0.452,-0.604,-0.33
-Seasonal Naive,TFT,0.154,0.038,0.308,-0.472,-0.675,-0.286
+Seasonal Naive,Toto-2.0-4m,0.0,0.0,0.0,-0.459,-0.608,-0.344
 Seasonal Naive,Seasonal Naive,0.5,0.5,0.5,0.0,0.0,0.0
diff --git a/tables/domain_energy/pairwise_WAPE.csv b/tables/domain_energy/pairwise_WAPE.csv
index 187bf3eddb1ed09373b384050369290d7936dc10..2d72e95cff86dc427310329f73e9cc659ffd9840 100644
--- a/tables/domain_energy/pairwise_WAPE.csv
+++ b/tables/domain_energy/pairwise_WAPE.csv
@@ -3,6 +3,7 @@ Chronos-2,Chronos-2,0.5,0.5,0.5,0.0,0.0,0.0
 Chronos-2,Toto-2.0-313m,0.615,0.423,0.808,0.099,0.028,0.168
 Chronos-2,Toto-2.0-1B,0.615,0.423,0.808,0.095,0.019,0.17
 Chronos-2,Toto-2.0-2.5B,0.615,0.423,0.808,0.104,0.03,0.173
+Chronos-2,TiRex-2,0.615,0.423,0.808,0.048,0.002,0.096
 Chronos-2,TabPFN-TS-3,0.731,0.538,0.885,0.045,-0.012,0.099
 Chronos-2,Toto-2.0-22m,0.692,0.5,0.846,0.122,0.054,0.188
 Chronos-2,TabPFN-TS,0.808,0.654,0.923,0.103,0.035,0.178
@@ -12,13 +13,13 @@ Chronos-2,Moirai-2.0,0.885,0.731,1.0,0.156,0.089,0.221
 Chronos-2,Chronos-Bolt,0.923,0.808,1.0,0.149,0.081,0.219
 Chronos-2,FlowState,0.808,0.654,0.923,0.146,0.079,0.202
 Chronos-2,Sundial-Base,0.846,0.692,0.962,0.13,0.071,0.194
-Chronos-2,TFT,0.769,0.615,0.923,0.149,0.061,0.236
 Chronos-2,Toto-1.0,0.885,0.769,1.0,0.176,0.109,0.244
 Chronos-2,Seasonal Naive,0.923,0.808,1.0,0.376,0.282,0.449
 Toto-2.0-313m,Chronos-2,0.385,0.192,0.577,-0.11,-0.202,-0.029
 Toto-2.0-313m,Toto-2.0-313m,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-2.0-313m,Toto-2.0-1B,0.538,0.346,0.731,-0.005,-0.026,0.012
 Toto-2.0-313m,Toto-2.0-2.5B,0.423,0.231,0.615,0.006,-0.007,0.018
+Toto-2.0-313m,TiRex-2,0.538,0.346,0.731,-0.057,-0.158,0.028
 Toto-2.0-313m,TabPFN-TS-3,0.577,0.385,0.769,-0.06,-0.174,0.05
 Toto-2.0-313m,Toto-2.0-22m,0.731,0.538,0.885,0.026,0.005,0.044
 Toto-2.0-313m,TabPFN-TS,0.692,0.5,0.846,0.005,-0.109,0.1
@@ -28,13 +29,13 @@ Toto-2.0-313m,Moirai-2.0,0.769,0.577,0.923,0.064,0.026,0.103
 Toto-2.0-313m,Chronos-Bolt,0.846,0.692,0.962,0.056,0.014,0.105
 Toto-2.0-313m,FlowState,0.808,0.654,0.962,0.052,0.012,0.09
 Toto-2.0-313m,Sundial-Base,0.769,0.615,0.923,0.034,-0.073,0.132
-Toto-2.0-313m,TFT,0.615,0.423,0.808,0.056,-0.062,0.161
 Toto-2.0-313m,Toto-1.0,0.846,0.692,0.962,0.086,0.056,0.12
 Toto-2.0-313m,Seasonal Naive,0.923,0.808,1.0,0.307,0.221,0.386
 Toto-2.0-1B,Chronos-2,0.385,0.192,0.577,-0.104,-0.204,-0.02
 Toto-2.0-1B,Toto-2.0-313m,0.462,0.269,0.654,0.005,-0.012,0.025
 Toto-2.0-1B,Toto-2.0-1B,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-2.0-1B,Toto-2.0-2.5B,0.5,0.308,0.692,0.01,-0.003,0.026
+Toto-2.0-1B,TiRex-2,0.577,0.385,0.769,-0.052,-0.153,0.034
 Toto-2.0-1B,TabPFN-TS-3,0.462,0.269,0.654,-0.055,-0.17,0.057
 Toto-2.0-1B,Toto-2.0-22m,0.769,0.577,0.923,0.03,0.006,0.053
 Toto-2.0-1B,TabPFN-TS,0.577,0.385,0.769,0.01,-0.1,0.109
@@ -44,13 +45,13 @@ Toto-2.0-1B,Moirai-2.0,0.769,0.577,0.923,0.068,0.029,0.113
 Toto-2.0-1B,Chronos-Bolt,0.808,0.654,0.962,0.06,0.011,0.118
 Toto-2.0-1B,FlowState,0.769,0.615,0.923,0.057,0.015,0.097
 Toto-2.0-1B,Sundial-Base,0.808,0.654,0.962,0.039,-0.069,0.14
-Toto-2.0-1B,TFT,0.654,0.462,0.846,0.06,-0.055,0.167
 Toto-2.0-1B,Toto-1.0,0.808,0.654,0.962,0.09,0.054,0.13
 Toto-2.0-1B,Seasonal Naive,0.962,0.885,1.0,0.31,0.223,0.392
 Toto-2.0-2.5B,Chronos-2,0.385,0.192,0.577,-0.116,-0.209,-0.031
 Toto-2.0-2.5B,Toto-2.0-313m,0.577,0.385,0.769,-0.006,-0.018,0.007
 Toto-2.0-2.5B,Toto-2.0-1B,0.5,0.308,0.692,-0.011,-0.027,0.003
 Toto-2.0-2.5B,Toto-2.0-2.5B,0.5,0.5,0.5,0.0,0.0,0.0
+Toto-2.0-2.5B,TiRex-2,0.577,0.385,0.769,-0.063,-0.16,0.02
 Toto-2.0-2.5B,TabPFN-TS-3,0.5,0.346,0.692,-0.066,-0.174,0.041
 Toto-2.0-2.5B,Toto-2.0-22m,0.731,0.538,0.885,0.02,0.002,0.037
 Toto-2.0-2.5B,TabPFN-TS,0.615,0.423,0.808,-0.001,-0.108,0.094
@@ -60,13 +61,29 @@ Toto-2.0-2.5B,Moirai-2.0,0.731,0.538,0.885,0.058,0.019,0.099
 Toto-2.0-2.5B,Chronos-Bolt,0.808,0.654,0.962,0.05,0.005,0.099
 Toto-2.0-2.5B,FlowState,0.769,0.615,0.923,0.047,0.006,0.086
 Toto-2.0-2.5B,Sundial-Base,0.731,0.577,0.885,0.028,-0.075,0.128
-Toto-2.0-2.5B,TFT,0.654,0.462,0.846,0.051,-0.064,0.156
 Toto-2.0-2.5B,Toto-1.0,0.769,0.577,0.923,0.08,0.048,0.119
 Toto-2.0-2.5B,Seasonal Naive,0.923,0.808,1.0,0.303,0.219,0.384
+TiRex-2,Chronos-2,0.385,0.192,0.577,-0.05,-0.106,-0.002
+TiRex-2,Toto-2.0-313m,0.462,0.269,0.654,0.054,-0.029,0.137
+TiRex-2,Toto-2.0-1B,0.423,0.231,0.615,0.049,-0.035,0.133
+TiRex-2,Toto-2.0-2.5B,0.423,0.231,0.615,0.059,-0.02,0.138
+TiRex-2,TiRex-2,0.5,0.5,0.5,0.0,0.0,0.0
+TiRex-2,TabPFN-TS-3,0.538,0.346,0.731,-0.003,-0.078,0.069
+TiRex-2,Toto-2.0-22m,0.538,0.346,0.731,0.078,0.004,0.154
+TiRex-2,TabPFN-TS,0.692,0.5,0.846,0.058,-0.019,0.139
+TiRex-2,TiRex,0.577,0.385,0.769,0.098,0.027,0.167
+TiRex-2,TimesFM-2.5,0.615,0.423,0.769,0.106,0.033,0.182
+TiRex-2,Moirai-2.0,0.731,0.538,0.885,0.114,0.041,0.183
+TiRex-2,Chronos-Bolt,0.654,0.462,0.846,0.107,0.025,0.193
+TiRex-2,FlowState,0.731,0.538,0.885,0.103,0.027,0.175
+TiRex-2,Sundial-Base,0.769,0.615,0.923,0.086,0.001,0.169
+TiRex-2,Toto-1.0,0.577,0.385,0.769,0.135,0.059,0.211
+TiRex-2,Seasonal Naive,0.962,0.885,1.0,0.344,0.247,0.425
 TabPFN-TS-3,Chronos-2,0.269,0.115,0.462,-0.047,-0.11,0.012
 TabPFN-TS-3,Toto-2.0-313m,0.423,0.231,0.615,0.056,-0.053,0.148
 TabPFN-TS-3,Toto-2.0-1B,0.538,0.346,0.731,0.052,-0.061,0.145
 TabPFN-TS-3,Toto-2.0-2.5B,0.5,0.308,0.654,0.062,-0.043,0.148
+TabPFN-TS-3,TiRex-2,0.462,0.269,0.654,0.003,-0.074,0.072
 TabPFN-TS-3,TabPFN-TS-3,0.5,0.5,0.5,0.0,0.0,0.0
 TabPFN-TS-3,Toto-2.0-22m,0.577,0.385,0.769,0.081,-0.016,0.164
 TabPFN-TS-3,TabPFN-TS,0.692,0.5,0.846,0.061,-0.003,0.119
@@ -76,13 +93,13 @@ TabPFN-TS-3,Moirai-2.0,0.654,0.462,0.809,0.116,0.015,0.206
 TabPFN-TS-3,Chronos-Bolt,0.654,0.462,0.846,0.109,0.021,0.191
 TabPFN-TS-3,FlowState,0.654,0.462,0.846,0.106,0.011,0.188
 TabPFN-TS-3,Sundial-Base,0.654,0.462,0.846,0.089,0.008,0.164
-TabPFN-TS-3,TFT,0.654,0.462,0.846,0.109,0.016,0.198
 TabPFN-TS-3,Toto-1.0,0.654,0.462,0.808,0.137,0.046,0.221
 TabPFN-TS-3,Seasonal Naive,0.962,0.885,1.0,0.346,0.261,0.422
 Toto-2.0-22m,Chronos-2,0.308,0.154,0.5,-0.139,-0.232,-0.057
 Toto-2.0-22m,Toto-2.0-313m,0.269,0.115,0.462,-0.027,-0.046,-0.005
 Toto-2.0-22m,Toto-2.0-1B,0.231,0.077,0.423,-0.031,-0.055,-0.006
 Toto-2.0-22m,Toto-2.0-2.5B,0.269,0.115,0.462,-0.021,-0.039,-0.002
+Toto-2.0-22m,TiRex-2,0.462,0.269,0.654,-0.085,-0.181,-0.004
 Toto-2.0-22m,TabPFN-TS-3,0.423,0.231,0.615,-0.088,-0.197,0.015
 Toto-2.0-22m,Toto-2.0-22m,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-2.0-22m,TabPFN-TS,0.5,0.308,0.692,-0.022,-0.126,0.071
@@ -92,13 +109,13 @@ Toto-2.0-22m,Moirai-2.0,0.577,0.385,0.769,0.039,-0.002,0.079
 Toto-2.0-22m,Chronos-Bolt,0.692,0.5,0.846,0.031,-0.011,0.077
 Toto-2.0-22m,FlowState,0.654,0.5,0.808,0.027,-0.018,0.066
 Toto-2.0-22m,Sundial-Base,0.615,0.423,0.808,0.008,-0.099,0.104
-Toto-2.0-22m,TFT,0.615,0.423,0.808,0.031,-0.082,0.131
 Toto-2.0-22m,Toto-1.0,0.692,0.5,0.846,0.061,0.032,0.094
 Toto-2.0-22m,Seasonal Naive,0.962,0.885,1.0,0.289,0.209,0.365
 TabPFN-TS,Chronos-2,0.192,0.077,0.346,-0.115,-0.216,-0.036
 TabPFN-TS,Toto-2.0-313m,0.308,0.154,0.5,-0.005,-0.112,0.098
 TabPFN-TS,Toto-2.0-1B,0.423,0.231,0.615,-0.01,-0.123,0.091
 TabPFN-TS,Toto-2.0-2.5B,0.385,0.192,0.577,0.001,-0.103,0.098
+TabPFN-TS,TiRex-2,0.308,0.154,0.5,-0.062,-0.161,0.018
 TabPFN-TS,TabPFN-TS-3,0.308,0.154,0.5,-0.065,-0.135,0.003
 TabPFN-TS,Toto-2.0-22m,0.5,0.308,0.692,0.021,-0.076,0.112
 TabPFN-TS,TabPFN-TS,0.5,0.5,0.5,0.0,0.0,0.0
@@ -108,13 +125,13 @@ TabPFN-TS,Moirai-2.0,0.538,0.346,0.731,0.059,-0.056,0.163
 TabPFN-TS,Chronos-Bolt,0.538,0.346,0.731,0.051,-0.035,0.132
 TabPFN-TS,FlowState,0.577,0.385,0.769,0.047,-0.06,0.132
 TabPFN-TS,Sundial-Base,0.615,0.423,0.808,0.029,-0.086,0.132
-TabPFN-TS,TFT,0.615,0.462,0.808,0.051,-0.037,0.133
 TabPFN-TS,Toto-1.0,0.577,0.385,0.769,0.081,-0.022,0.177
 TabPFN-TS,Seasonal Naive,0.962,0.885,1.0,0.304,0.213,0.381
 TiRex,Chronos-2,0.154,0.038,0.308,-0.164,-0.256,-0.08
 TiRex,Toto-2.0-313m,0.346,0.154,0.538,-0.049,-0.085,-0.019
 TiRex,Toto-2.0-1B,0.231,0.077,0.385,-0.054,-0.104,-0.017
 TiRex,Toto-2.0-2.5B,0.308,0.115,0.5,-0.043,-0.084,-0.011
+TiRex,TiRex-2,0.423,0.231,0.615,-0.108,-0.201,-0.027
 TiRex,TabPFN-TS-3,0.462,0.269,0.654,-0.112,-0.233,-0.002
 TiRex,Toto-2.0-22m,0.5,0.308,0.692,-0.022,-0.061,0.012
 TiRex,TabPFN-TS,0.538,0.346,0.731,-0.044,-0.161,0.065
@@ -124,13 +141,13 @@ TiRex,Moirai-2.0,0.442,0.269,0.615,0.018,-0.013,0.051
 TiRex,Chronos-Bolt,0.481,0.308,0.673,0.01,-0.028,0.06
 TiRex,FlowState,0.519,0.346,0.692,0.006,-0.029,0.041
 TiRex,Sundial-Base,0.635,0.462,0.808,-0.013,-0.12,0.076
-TiRex,TFT,0.654,0.462,0.846,0.01,-0.106,0.113
 TiRex,Toto-1.0,0.712,0.538,0.885,0.041,0.009,0.076
 TiRex,Seasonal Naive,0.885,0.731,1.0,0.273,0.184,0.352
 TimesFM-2.5,Chronos-2,0.269,0.115,0.462,-0.175,-0.273,-0.081
 TimesFM-2.5,Toto-2.0-313m,0.231,0.077,0.385,-0.058,-0.11,-0.019
 TimesFM-2.5,Toto-2.0-1B,0.192,0.038,0.346,-0.063,-0.122,-0.021
 TimesFM-2.5,Toto-2.0-2.5B,0.308,0.115,0.5,-0.052,-0.107,-0.012
+TimesFM-2.5,TiRex-2,0.385,0.231,0.577,-0.119,-0.222,-0.034
 TimesFM-2.5,TabPFN-TS-3,0.423,0.231,0.615,-0.122,-0.238,-0.019
 TimesFM-2.5,Toto-2.0-22m,0.5,0.308,0.692,-0.031,-0.085,0.011
 TimesFM-2.5,TabPFN-TS,0.462,0.269,0.654,-0.053,-0.159,0.045
@@ -140,13 +157,13 @@ TimesFM-2.5,Moirai-2.0,0.577,0.404,0.75,0.009,-0.046,0.062
 TimesFM-2.5,Chronos-Bolt,0.5,0.327,0.674,0.001,-0.039,0.042
 TimesFM-2.5,FlowState,0.538,0.365,0.712,-0.003,-0.048,0.038
 TimesFM-2.5,Sundial-Base,0.596,0.423,0.788,-0.022,-0.12,0.067
-TimesFM-2.5,TFT,0.615,0.423,0.808,0.001,-0.117,0.102
 TimesFM-2.5,Toto-1.0,0.654,0.481,0.808,0.032,-0.012,0.081
 TimesFM-2.5,Seasonal Naive,0.923,0.808,1.0,0.267,0.184,0.338
 Moirai-2.0,Chronos-2,0.115,0.0,0.269,-0.185,-0.284,-0.098
 Moirai-2.0,Toto-2.0-313m,0.231,0.077,0.423,-0.068,-0.114,-0.027
 Moirai-2.0,Toto-2.0-1B,0.231,0.077,0.423,-0.073,-0.128,-0.029
 Moirai-2.0,Toto-2.0-2.5B,0.269,0.115,0.462,-0.062,-0.11,-0.02
+Moirai-2.0,TiRex-2,0.269,0.115,0.462,-0.129,-0.223,-0.043
 Moirai-2.0,TabPFN-TS-3,0.346,0.191,0.538,-0.132,-0.26,-0.016
 Moirai-2.0,Toto-2.0-22m,0.423,0.231,0.615,-0.04,-0.086,0.002
 Moirai-2.0,TabPFN-TS,0.462,0.269,0.654,-0.063,-0.195,0.053
@@ -156,13 +173,13 @@ Moirai-2.0,Moirai-2.0,0.5,0.5,0.5,0.0,0.0,0.0
 Moirai-2.0,Chronos-Bolt,0.423,0.269,0.596,-0.008,-0.073,0.062
 Moirai-2.0,FlowState,0.538,0.365,0.712,-0.012,-0.065,0.03
 Moirai-2.0,Sundial-Base,0.596,0.423,0.769,-0.032,-0.143,0.065
-Moirai-2.0,TFT,0.654,0.462,0.846,-0.008,-0.137,0.101
 Moirai-2.0,Toto-1.0,0.577,0.404,0.75,0.024,-0.008,0.056
 Moirai-2.0,Seasonal Naive,0.808,0.654,0.924,0.26,0.164,0.341
 Chronos-Bolt,Chronos-2,0.077,0.0,0.192,-0.175,-0.28,-0.089
 Chronos-Bolt,Toto-2.0-313m,0.154,0.038,0.308,-0.059,-0.118,-0.014
 Chronos-Bolt,Toto-2.0-1B,0.192,0.038,0.346,-0.064,-0.133,-0.011
 Chronos-Bolt,Toto-2.0-2.5B,0.192,0.038,0.346,-0.053,-0.109,-0.005
+Chronos-Bolt,TiRex-2,0.346,0.154,0.538,-0.119,-0.24,-0.026
 Chronos-Bolt,TabPFN-TS-3,0.346,0.154,0.538,-0.123,-0.236,-0.021
 Chronos-Bolt,Toto-2.0-22m,0.308,0.154,0.5,-0.032,-0.083,0.011
 Chronos-Bolt,TabPFN-TS,0.462,0.269,0.654,-0.054,-0.152,0.034
@@ -172,13 +189,13 @@ Chronos-Bolt,Moirai-2.0,0.577,0.404,0.731,0.008,-0.066,0.068
 Chronos-Bolt,Chronos-Bolt,0.5,0.5,0.5,0.0,0.0,0.0
 Chronos-Bolt,FlowState,0.5,0.327,0.673,-0.004,-0.072,0.041
 Chronos-Bolt,Sundial-Base,0.519,0.327,0.692,-0.023,-0.128,0.067
-Chronos-Bolt,TFT,0.692,0.5,0.885,0.0,-0.101,0.094
 Chronos-Bolt,Toto-1.0,0.615,0.442,0.788,0.032,-0.022,0.08
 Chronos-Bolt,Seasonal Naive,0.923,0.808,1.0,0.266,0.183,0.339
 FlowState,Chronos-2,0.192,0.077,0.346,-0.171,-0.253,-0.086
 FlowState,Toto-2.0-313m,0.192,0.038,0.346,-0.055,-0.098,-0.012
 FlowState,Toto-2.0-1B,0.231,0.077,0.385,-0.06,-0.108,-0.016
 FlowState,Toto-2.0-2.5B,0.231,0.077,0.385,-0.049,-0.094,-0.006
+FlowState,TiRex-2,0.269,0.115,0.462,-0.115,-0.212,-0.027
 FlowState,TabPFN-TS-3,0.346,0.154,0.538,-0.118,-0.231,-0.011
 FlowState,Toto-2.0-22m,0.346,0.192,0.5,-0.028,-0.07,0.018
 FlowState,TabPFN-TS,0.423,0.231,0.615,-0.05,-0.152,0.056
@@ -188,13 +205,13 @@ FlowState,Moirai-2.0,0.462,0.288,0.635,0.012,-0.031,0.061
 FlowState,Chronos-Bolt,0.5,0.327,0.673,0.004,-0.043,0.067
 FlowState,FlowState,0.5,0.5,0.5,0.0,0.0,0.0
 FlowState,Sundial-Base,0.558,0.385,0.75,-0.019,-0.118,0.069
-FlowState,TFT,0.615,0.423,0.808,0.004,-0.109,0.108
 FlowState,Toto-1.0,0.5,0.327,0.692,0.035,-0.006,0.084
 FlowState,Seasonal Naive,0.769,0.577,0.923,0.269,0.178,0.347
 Sundial-Base,Chronos-2,0.154,0.038,0.308,-0.149,-0.241,-0.077
 Sundial-Base,Toto-2.0-313m,0.231,0.077,0.385,-0.035,-0.153,0.068
 Sundial-Base,Toto-2.0-1B,0.192,0.038,0.346,-0.04,-0.162,0.064
 Sundial-Base,Toto-2.0-2.5B,0.269,0.115,0.423,-0.029,-0.146,0.07
+Sundial-Base,TiRex-2,0.231,0.077,0.385,-0.094,-0.203,-0.001
 Sundial-Base,TabPFN-TS-3,0.346,0.154,0.538,-0.097,-0.196,-0.008
 Sundial-Base,Toto-2.0-22m,0.385,0.192,0.577,-0.008,-0.116,0.09
 Sundial-Base,TabPFN-TS,0.385,0.192,0.577,-0.03,-0.153,0.08
@@ -204,29 +221,13 @@ Sundial-Base,Moirai-2.0,0.404,0.231,0.577,0.031,-0.069,0.125
 Sundial-Base,Chronos-Bolt,0.481,0.308,0.673,0.023,-0.072,0.113
 Sundial-Base,FlowState,0.442,0.25,0.615,0.019,-0.074,0.106
 Sundial-Base,Sundial-Base,0.5,0.5,0.5,0.0,0.0,0.0
-Sundial-Base,TFT,0.538,0.346,0.731,0.023,-0.095,0.144
 Sundial-Base,Toto-1.0,0.519,0.327,0.712,0.054,-0.039,0.14
 Sundial-Base,Seasonal Naive,0.846,0.692,0.962,0.283,0.183,0.364
-TFT,Chronos-2,0.231,0.077,0.385,-0.176,-0.309,-0.065
-TFT,Toto-2.0-313m,0.385,0.192,0.577,-0.059,-0.192,0.058
-TFT,Toto-2.0-1B,0.346,0.154,0.538,-0.064,-0.2,0.052
-TFT,Toto-2.0-2.5B,0.346,0.154,0.538,-0.053,-0.184,0.06
-TFT,TabPFN-TS-3,0.346,0.154,0.538,-0.123,-0.247,-0.017
-TFT,Toto-2.0-22m,0.385,0.192,0.577,-0.032,-0.151,0.076
-TFT,TabPFN-TS,0.385,0.192,0.538,-0.054,-0.153,0.036
-TFT,TiRex,0.346,0.154,0.538,-0.01,-0.127,0.096
-TFT,TimesFM-2.5,0.385,0.192,0.577,-0.001,-0.113,0.105
-TFT,Moirai-2.0,0.346,0.154,0.538,0.008,-0.113,0.12
-TFT,Chronos-Bolt,0.308,0.115,0.5,-0.0,-0.104,0.092
-TFT,FlowState,0.385,0.192,0.577,-0.004,-0.121,0.098
-TFT,Sundial-Base,0.462,0.269,0.654,-0.023,-0.169,0.087
-TFT,TFT,0.5,0.5,0.5,0.0,0.0,0.0
-TFT,Toto-1.0,0.423,0.231,0.615,0.031,-0.088,0.139
-TFT,Seasonal Naive,0.846,0.692,0.962,0.266,0.174,0.342
 Toto-1.0,Chronos-2,0.115,0.0,0.231,-0.214,-0.323,-0.123
 Toto-1.0,Toto-2.0-313m,0.154,0.038,0.308,-0.094,-0.136,-0.059
 Toto-1.0,Toto-2.0-1B,0.192,0.038,0.346,-0.099,-0.15,-0.058
 Toto-1.0,Toto-2.0-2.5B,0.231,0.077,0.423,-0.088,-0.135,-0.051
+Toto-1.0,TiRex-2,0.423,0.231,0.615,-0.156,-0.268,-0.062
 Toto-1.0,TabPFN-TS-3,0.346,0.192,0.538,-0.159,-0.284,-0.048
 Toto-1.0,Toto-2.0-22m,0.308,0.154,0.5,-0.065,-0.104,-0.033
 Toto-1.0,TabPFN-TS,0.423,0.231,0.615,-0.088,-0.215,0.022
@@ -236,13 +237,13 @@ Toto-1.0,Moirai-2.0,0.423,0.25,0.596,-0.024,-0.06,0.008
 Toto-1.0,Chronos-Bolt,0.385,0.212,0.558,-0.033,-0.087,0.021
 Toto-1.0,FlowState,0.5,0.308,0.673,-0.037,-0.092,0.006
 Toto-1.0,Sundial-Base,0.481,0.288,0.673,-0.057,-0.163,0.038
-Toto-1.0,TFT,0.577,0.385,0.769,-0.033,-0.162,0.081
 Toto-1.0,Toto-1.0,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-1.0,Seasonal Naive,0.846,0.654,0.962,0.242,0.151,0.321
 Seasonal Naive,Chronos-2,0.077,0.0,0.192,-0.601,-0.814,-0.393
 Seasonal Naive,Toto-2.0-313m,0.077,0.0,0.192,-0.443,-0.63,-0.284
 Seasonal Naive,Toto-2.0-1B,0.038,0.0,0.115,-0.45,-0.645,-0.288
 Seasonal Naive,Toto-2.0-2.5B,0.077,0.0,0.192,-0.435,-0.623,-0.28
+Seasonal Naive,TiRex-2,0.038,0.0,0.115,-0.525,-0.739,-0.328
 Seasonal Naive,TabPFN-TS-3,0.038,0.0,0.115,-0.529,-0.73,-0.353
 Seasonal Naive,Toto-2.0-22m,0.038,0.0,0.115,-0.406,-0.574,-0.264
 Seasonal Naive,TabPFN-TS,0.038,0.0,0.115,-0.436,-0.616,-0.27
@@ -252,6 +253,5 @@ Seasonal Naive,Moirai-2.0,0.192,0.076,0.346,-0.351,-0.517,-0.196
 Seasonal Naive,Chronos-Bolt,0.077,0.0,0.192,-0.363,-0.513,-0.225
 Seasonal Naive,FlowState,0.231,0.077,0.423,-0.368,-0.532,-0.217
 Seasonal Naive,Sundial-Base,0.154,0.038,0.308,-0.394,-0.572,-0.225
-Seasonal Naive,TFT,0.154,0.038,0.308,-0.362,-0.521,-0.21
 Seasonal Naive,Toto-1.0,0.154,0.038,0.346,-0.319,-0.473,-0.178
 Seasonal Naive,Seasonal Naive,0.5,0.5,0.5,0.0,0.0,0.0
diff --git a/tables/domain_energy/pairwise_WQL.csv b/tables/domain_energy/pairwise_WQL.csv
index 82b8fdc52fc1fefe59866ad9344129324a302c0e..c60bd00fd650f6509bb15ae559aef5126f3df4a1 100644
--- a/tables/domain_energy/pairwise_WQL.csv
+++ b/tables/domain_energy/pairwise_WQL.csv
@@ -1,257 +1,257 @@
 model_1,model_2,win_rate,win_rate_lower,win_rate_upper,skill_score,skill_score_lower,skill_score_upper
 Chronos-2,Chronos-2,0.5,0.5,0.5,0.0,0.0,0.0
 Chronos-2,Toto-2.0-1B,0.5,0.308,0.692,0.085,0.012,0.16
-Chronos-2,Toto-2.0-313m,0.538,0.346,0.731,0.093,0.022,0.164
 Chronos-2,Toto-2.0-2.5B,0.577,0.385,0.769,0.096,0.024,0.164
+Chronos-2,Toto-2.0-313m,0.538,0.346,0.731,0.093,0.022,0.164
+Chronos-2,TiRex-2,0.577,0.385,0.769,0.045,-0.001,0.094
 Chronos-2,TabPFN-TS-3,0.692,0.5,0.846,0.051,-0.003,0.106
 Chronos-2,Toto-2.0-22m,0.692,0.5,0.846,0.122,0.052,0.188
 Chronos-2,TiRex,0.808,0.654,0.962,0.143,0.076,0.204
 Chronos-2,TabPFN-TS,0.846,0.692,0.962,0.105,0.046,0.172
 Chronos-2,TimesFM-2.5,0.808,0.654,0.962,0.159,0.086,0.224
 Chronos-2,FlowState,0.846,0.692,0.962,0.166,0.098,0.224
-Chronos-2,Moirai-2.0,0.923,0.808,1.0,0.175,0.108,0.243
 Chronos-2,Chronos-Bolt,0.962,0.885,1.0,0.165,0.099,0.23
-Chronos-2,TFT,0.769,0.615,0.923,0.171,0.091,0.255
+Chronos-2,Moirai-2.0,0.923,0.808,1.0,0.175,0.108,0.243
 Chronos-2,Toto-1.0,0.885,0.769,1.0,0.186,0.119,0.252
 Chronos-2,Toto-2.0-4m,0.962,0.885,1.0,0.183,0.114,0.247
 Chronos-2,Seasonal Naive,1.0,1.0,1.0,0.46,0.384,0.522
 Toto-2.0-1B,Chronos-2,0.5,0.308,0.692,-0.093,-0.19,-0.012
 Toto-2.0-1B,Toto-2.0-1B,0.5,0.5,0.5,0.0,0.0,0.0
-Toto-2.0-1B,Toto-2.0-313m,0.5,0.308,0.692,0.009,-0.011,0.036
 Toto-2.0-1B,Toto-2.0-2.5B,0.654,0.462,0.808,0.012,-0.002,0.029
+Toto-2.0-1B,Toto-2.0-313m,0.5,0.308,0.692,0.009,-0.011,0.036
+Toto-2.0-1B,TiRex-2,0.577,0.385,0.769,-0.044,-0.148,0.041
 Toto-2.0-1B,TabPFN-TS-3,0.5,0.308,0.692,-0.038,-0.155,0.074
 Toto-2.0-1B,Toto-2.0-22m,0.885,0.731,1.0,0.04,0.019,0.065
 Toto-2.0-1B,TiRex,0.731,0.577,0.885,0.063,0.022,0.115
 Toto-2.0-1B,TabPFN-TS,0.654,0.462,0.808,0.022,-0.085,0.112
 Toto-2.0-1B,TimesFM-2.5,0.846,0.692,0.962,0.081,0.037,0.131
 Toto-2.0-1B,FlowState,0.808,0.654,0.962,0.088,0.047,0.131
-Toto-2.0-1B,Moirai-2.0,0.846,0.692,0.962,0.098,0.054,0.147
 Toto-2.0-1B,Chronos-Bolt,0.923,0.808,1.0,0.087,0.036,0.138
-Toto-2.0-1B,TFT,0.731,0.538,0.885,0.094,-0.013,0.193
+Toto-2.0-1B,Moirai-2.0,0.846,0.692,0.962,0.098,0.054,0.147
 Toto-2.0-1B,Toto-1.0,0.962,0.885,1.0,0.11,0.074,0.153
 Toto-2.0-1B,Toto-2.0-4m,0.962,0.885,1.0,0.107,0.065,0.155
 Toto-2.0-1B,Seasonal Naive,1.0,1.0,1.0,0.41,0.333,0.481
-Toto-2.0-313m,Chronos-2,0.462,0.269,0.654,-0.103,-0.196,-0.022
-Toto-2.0-313m,Toto-2.0-1B,0.5,0.308,0.692,-0.009,-0.037,0.011
-Toto-2.0-313m,Toto-2.0-313m,0.5,0.5,0.5,0.0,0.0,0.0
-Toto-2.0-313m,Toto-2.0-2.5B,0.385,0.231,0.577,0.003,-0.012,0.018
-Toto-2.0-313m,TabPFN-TS-3,0.5,0.308,0.692,-0.047,-0.16,0.066
-Toto-2.0-313m,Toto-2.0-22m,0.846,0.692,0.962,0.031,0.014,0.049
-Toto-2.0-313m,TiRex,0.769,0.615,0.923,0.054,0.021,0.09
-Toto-2.0-313m,TabPFN-TS,0.654,0.462,0.846,0.013,-0.097,0.104
-Toto-2.0-313m,TimesFM-2.5,0.769,0.615,0.923,0.073,0.032,0.121
-Toto-2.0-313m,FlowState,0.808,0.654,0.962,0.08,0.042,0.122
-Toto-2.0-313m,Moirai-2.0,0.808,0.654,0.924,0.09,0.047,0.134
-Toto-2.0-313m,Chronos-Bolt,0.846,0.692,0.962,0.079,0.033,0.131
-Toto-2.0-313m,TFT,0.731,0.576,0.885,0.086,-0.026,0.185
-Toto-2.0-313m,Toto-1.0,0.885,0.769,1.0,0.102,0.071,0.134
-Toto-2.0-313m,Toto-2.0-4m,0.923,0.808,1.0,0.099,0.061,0.139
-Toto-2.0-313m,Seasonal Naive,1.0,1.0,1.0,0.404,0.333,0.471
 Toto-2.0-2.5B,Chronos-2,0.423,0.231,0.615,-0.106,-0.196,-0.025
 Toto-2.0-2.5B,Toto-2.0-1B,0.346,0.192,0.538,-0.012,-0.03,0.002
-Toto-2.0-2.5B,Toto-2.0-313m,0.615,0.423,0.769,-0.003,-0.018,0.012
 Toto-2.0-2.5B,Toto-2.0-2.5B,0.5,0.5,0.5,0.0,0.0,0.0
+Toto-2.0-2.5B,Toto-2.0-313m,0.615,0.423,0.769,-0.003,-0.018,0.012
+Toto-2.0-2.5B,TiRex-2,0.538,0.346,0.731,-0.056,-0.158,0.027
 Toto-2.0-2.5B,TabPFN-TS-3,0.5,0.308,0.692,-0.05,-0.161,0.059
 Toto-2.0-2.5B,Toto-2.0-22m,0.769,0.615,0.923,0.028,0.011,0.045
 Toto-2.0-2.5B,TiRex,0.769,0.615,0.923,0.051,0.016,0.092
 Toto-2.0-2.5B,TabPFN-TS,0.692,0.538,0.846,0.01,-0.093,0.098
 Toto-2.0-2.5B,TimesFM-2.5,0.769,0.615,0.923,0.07,0.031,0.118
 Toto-2.0-2.5B,FlowState,0.846,0.692,0.962,0.077,0.036,0.12
-Toto-2.0-2.5B,Moirai-2.0,0.808,0.654,0.923,0.087,0.046,0.133
 Toto-2.0-2.5B,Chronos-Bolt,0.846,0.692,0.962,0.076,0.031,0.122
-Toto-2.0-2.5B,TFT,0.692,0.5,0.885,0.083,-0.025,0.185
+Toto-2.0-2.5B,Moirai-2.0,0.808,0.654,0.923,0.087,0.046,0.133
 Toto-2.0-2.5B,Toto-1.0,0.923,0.808,1.0,0.099,0.067,0.137
 Toto-2.0-2.5B,Toto-2.0-4m,0.846,0.692,0.962,0.096,0.057,0.137
 Toto-2.0-2.5B,Seasonal Naive,1.0,1.0,1.0,0.403,0.329,0.473
+Toto-2.0-313m,Chronos-2,0.462,0.269,0.654,-0.103,-0.196,-0.022
+Toto-2.0-313m,Toto-2.0-1B,0.5,0.308,0.692,-0.009,-0.037,0.011
+Toto-2.0-313m,Toto-2.0-2.5B,0.385,0.231,0.577,0.003,-0.012,0.018
+Toto-2.0-313m,Toto-2.0-313m,0.5,0.5,0.5,0.0,0.0,0.0
+Toto-2.0-313m,TiRex-2,0.538,0.346,0.731,-0.053,-0.156,0.03
+Toto-2.0-313m,TabPFN-TS-3,0.5,0.308,0.692,-0.047,-0.16,0.066
+Toto-2.0-313m,Toto-2.0-22m,0.846,0.692,0.962,0.031,0.014,0.049
+Toto-2.0-313m,TiRex,0.769,0.615,0.923,0.054,0.021,0.09
+Toto-2.0-313m,TabPFN-TS,0.654,0.462,0.846,0.013,-0.097,0.104
+Toto-2.0-313m,TimesFM-2.5,0.769,0.615,0.923,0.073,0.032,0.121
+Toto-2.0-313m,FlowState,0.808,0.654,0.962,0.08,0.042,0.122
+Toto-2.0-313m,Chronos-Bolt,0.846,0.692,0.962,0.079,0.033,0.131
+Toto-2.0-313m,Moirai-2.0,0.808,0.654,0.924,0.09,0.047,0.134
+Toto-2.0-313m,Toto-1.0,0.885,0.769,1.0,0.102,0.071,0.134
+Toto-2.0-313m,Toto-2.0-4m,0.923,0.808,1.0,0.099,0.061,0.139
+Toto-2.0-313m,Seasonal Naive,1.0,1.0,1.0,0.404,0.333,0.471
+TiRex-2,Chronos-2,0.423,0.231,0.615,-0.047,-0.104,0.001
+TiRex-2,Toto-2.0-1B,0.423,0.231,0.615,0.042,-0.043,0.129
+TiRex-2,Toto-2.0-2.5B,0.462,0.269,0.654,0.053,-0.028,0.137
+TiRex-2,Toto-2.0-313m,0.462,0.269,0.654,0.05,-0.031,0.135
+TiRex-2,TiRex-2,0.5,0.5,0.5,0.0,0.0,0.0
+TiRex-2,TabPFN-TS-3,0.5,0.308,0.692,0.006,-0.078,0.082
+TiRex-2,Toto-2.0-22m,0.5,0.308,0.692,0.08,0.002,0.161
+TiRex-2,TiRex,0.615,0.423,0.808,0.102,0.031,0.173
+TiRex-2,TabPFN-TS,0.615,0.423,0.808,0.063,-0.006,0.135
+TiRex-2,TimesFM-2.5,0.731,0.538,0.885,0.12,0.044,0.196
+TiRex-2,FlowState,0.808,0.654,0.923,0.126,0.052,0.194
+TiRex-2,Chronos-Bolt,0.808,0.654,0.962,0.125,0.045,0.209
+TiRex-2,Moirai-2.0,0.808,0.654,0.962,0.136,0.067,0.203
+TiRex-2,Toto-1.0,0.769,0.615,0.923,0.147,0.069,0.224
+TiRex-2,Toto-2.0-4m,0.846,0.692,0.962,0.144,0.068,0.221
+TiRex-2,Seasonal Naive,1.0,1.0,1.0,0.434,0.355,0.506
 TabPFN-TS-3,Chronos-2,0.308,0.154,0.5,-0.053,-0.119,0.003
 TabPFN-TS-3,Toto-2.0-1B,0.5,0.308,0.692,0.036,-0.08,0.134
-TabPFN-TS-3,Toto-2.0-313m,0.5,0.308,0.692,0.045,-0.071,0.138
 TabPFN-TS-3,Toto-2.0-2.5B,0.5,0.308,0.692,0.048,-0.063,0.139
+TabPFN-TS-3,Toto-2.0-313m,0.5,0.308,0.692,0.045,-0.071,0.138
+TabPFN-TS-3,TiRex-2,0.5,0.308,0.692,-0.006,-0.089,0.073
 TabPFN-TS-3,TabPFN-TS-3,0.5,0.5,0.5,0.0,0.0,0.0
 TabPFN-TS-3,Toto-2.0-22m,0.577,0.385,0.769,0.075,-0.031,0.163
 TabPFN-TS-3,TiRex,0.538,0.346,0.731,0.097,-0.002,0.184
 TabPFN-TS-3,TabPFN-TS,0.769,0.615,0.923,0.057,-0.009,0.113
 TabPFN-TS-3,TimesFM-2.5,0.615,0.423,0.808,0.114,0.023,0.198
 TabPFN-TS-3,FlowState,0.731,0.538,0.885,0.121,0.019,0.206
-TabPFN-TS-3,Moirai-2.0,0.654,0.462,0.846,0.131,0.027,0.222
 TabPFN-TS-3,Chronos-Bolt,0.731,0.577,0.885,0.12,0.034,0.196
-TabPFN-TS-3,TFT,0.731,0.576,0.885,0.127,0.028,0.222
+TabPFN-TS-3,Moirai-2.0,0.654,0.462,0.846,0.131,0.027,0.222
 TabPFN-TS-3,Toto-1.0,0.654,0.462,0.808,0.142,0.045,0.231
 TabPFN-TS-3,Toto-2.0-4m,0.692,0.5,0.846,0.139,0.049,0.221
 TabPFN-TS-3,Seasonal Naive,1.0,1.0,1.0,0.431,0.357,0.498
 Toto-2.0-22m,Chronos-2,0.308,0.154,0.5,-0.139,-0.231,-0.055
 Toto-2.0-22m,Toto-2.0-1B,0.115,0.0,0.269,-0.042,-0.07,-0.019
-Toto-2.0-22m,Toto-2.0-313m,0.154,0.038,0.308,-0.032,-0.052,-0.014
 Toto-2.0-22m,Toto-2.0-2.5B,0.231,0.077,0.385,-0.029,-0.047,-0.011
+Toto-2.0-22m,Toto-2.0-313m,0.154,0.038,0.308,-0.032,-0.052,-0.014
+Toto-2.0-22m,TiRex-2,0.5,0.308,0.692,-0.087,-0.192,-0.002
 Toto-2.0-22m,TabPFN-TS-3,0.423,0.231,0.615,-0.081,-0.195,0.03
 Toto-2.0-22m,Toto-2.0-22m,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-2.0-22m,TiRex,0.5,0.308,0.692,0.024,-0.012,0.064
 Toto-2.0-22m,TabPFN-TS,0.5,0.308,0.692,-0.019,-0.126,0.073
 Toto-2.0-22m,TimesFM-2.5,0.654,0.462,0.846,0.043,0.0,0.09
 Toto-2.0-22m,FlowState,0.769,0.615,0.923,0.05,0.007,0.089
-Toto-2.0-22m,Moirai-2.0,0.731,0.538,0.885,0.061,0.018,0.104
 Toto-2.0-22m,Chronos-Bolt,0.769,0.615,0.923,0.049,0.002,0.098
-Toto-2.0-22m,TFT,0.692,0.5,0.885,0.056,-0.058,0.156
+Toto-2.0-22m,Moirai-2.0,0.731,0.538,0.885,0.061,0.018,0.104
 Toto-2.0-22m,Toto-1.0,0.846,0.692,0.962,0.073,0.047,0.104
 Toto-2.0-22m,Toto-2.0-4m,0.808,0.654,0.962,0.069,0.038,0.103
 Toto-2.0-22m,Seasonal Naive,1.0,1.0,1.0,0.385,0.315,0.453
 TiRex,Chronos-2,0.192,0.038,0.346,-0.166,-0.256,-0.083
 TiRex,Toto-2.0-1B,0.269,0.115,0.423,-0.067,-0.129,-0.023
-TiRex,Toto-2.0-313m,0.231,0.077,0.385,-0.057,-0.099,-0.021
 TiRex,Toto-2.0-2.5B,0.231,0.077,0.385,-0.054,-0.102,-0.016
+TiRex,Toto-2.0-313m,0.231,0.077,0.385,-0.057,-0.099,-0.021
+TiRex,TiRex-2,0.385,0.192,0.577,-0.113,-0.209,-0.032
 TiRex,TabPFN-TS-3,0.462,0.269,0.654,-0.107,-0.225,0.002
 TiRex,Toto-2.0-22m,0.5,0.308,0.692,-0.024,-0.068,0.012
 TiRex,TiRex,0.5,0.5,0.5,0.0,0.0,0.0
 TiRex,TabPFN-TS,0.5,0.308,0.692,-0.043,-0.153,0.057
 TiRex,TimesFM-2.5,0.673,0.5,0.846,0.02,-0.015,0.053
 TiRex,FlowState,0.596,0.404,0.769,0.027,-0.013,0.066
-TiRex,Moirai-2.0,0.75,0.577,0.904,0.038,0.007,0.071
 TiRex,Chronos-Bolt,0.712,0.538,0.865,0.026,-0.018,0.077
-TiRex,TFT,0.654,0.462,0.846,0.033,-0.083,0.135
+TiRex,Moirai-2.0,0.75,0.577,0.904,0.038,0.007,0.071
 TiRex,Toto-1.0,0.788,0.635,0.942,0.05,0.022,0.081
 TiRex,Toto-2.0-4m,0.769,0.614,0.923,0.047,0.012,0.079
 TiRex,Seasonal Naive,1.0,1.0,1.0,0.37,0.299,0.439
 TabPFN-TS,Chronos-2,0.154,0.038,0.308,-0.118,-0.207,-0.048
 TabPFN-TS,Toto-2.0-1B,0.346,0.192,0.538,-0.022,-0.126,0.078
-TabPFN-TS,Toto-2.0-313m,0.346,0.154,0.538,-0.013,-0.116,0.088
 TabPFN-TS,Toto-2.0-2.5B,0.308,0.154,0.462,-0.01,-0.109,0.085
+TabPFN-TS,Toto-2.0-313m,0.346,0.154,0.538,-0.013,-0.116,0.088
+TabPFN-TS,TiRex-2,0.385,0.192,0.577,-0.067,-0.156,0.006
 TabPFN-TS,TabPFN-TS-3,0.231,0.077,0.385,-0.061,-0.128,0.009
 TabPFN-TS,Toto-2.0-22m,0.5,0.308,0.692,0.018,-0.078,0.112
 TabPFN-TS,TiRex,0.5,0.308,0.692,0.042,-0.06,0.132
 TabPFN-TS,TabPFN-TS,0.5,0.5,0.5,0.0,0.0,0.0
 TabPFN-TS,TimesFM-2.5,0.538,0.346,0.731,0.061,-0.032,0.147
 TabPFN-TS,FlowState,0.577,0.385,0.769,0.068,-0.037,0.15
-TabPFN-TS,Moirai-2.0,0.615,0.423,0.808,0.078,-0.027,0.177
 TabPFN-TS,Chronos-Bolt,0.577,0.385,0.769,0.066,-0.013,0.144
-TabPFN-TS,TFT,0.615,0.462,0.808,0.073,-0.017,0.157
+TabPFN-TS,Moirai-2.0,0.615,0.423,0.808,0.078,-0.027,0.177
 TabPFN-TS,Toto-1.0,0.577,0.385,0.769,0.09,-0.012,0.186
 TabPFN-TS,Toto-2.0-4m,0.615,0.423,0.808,0.087,-0.017,0.179
 TabPFN-TS,Seasonal Naive,1.0,1.0,1.0,0.396,0.322,0.469
 TimesFM-2.5,Chronos-2,0.192,0.038,0.346,-0.19,-0.289,-0.094
 TimesFM-2.5,Toto-2.0-1B,0.154,0.038,0.308,-0.088,-0.15,-0.039
-TimesFM-2.5,Toto-2.0-313m,0.231,0.077,0.385,-0.079,-0.137,-0.033
 TimesFM-2.5,Toto-2.0-2.5B,0.231,0.077,0.385,-0.075,-0.134,-0.032
+TimesFM-2.5,Toto-2.0-313m,0.231,0.077,0.385,-0.079,-0.137,-0.033
+TimesFM-2.5,TiRex-2,0.269,0.115,0.462,-0.136,-0.244,-0.046
 TimesFM-2.5,TabPFN-TS-3,0.385,0.192,0.577,-0.129,-0.247,-0.023
 TimesFM-2.5,Toto-2.0-22m,0.346,0.154,0.538,-0.045,-0.098,-0.0
 TimesFM-2.5,TiRex,0.327,0.154,0.5,-0.02,-0.056,0.015
 TimesFM-2.5,TabPFN-TS,0.462,0.269,0.654,-0.064,-0.172,0.031
 TimesFM-2.5,TimesFM-2.5,0.5,0.5,0.5,0.0,0.0,0.0
 TimesFM-2.5,FlowState,0.538,0.365,0.712,0.008,-0.042,0.052
-TimesFM-2.5,Moirai-2.0,0.615,0.442,0.788,0.018,-0.038,0.072
 TimesFM-2.5,Chronos-Bolt,0.577,0.404,0.75,0.006,-0.031,0.046
-TimesFM-2.5,TFT,0.615,0.423,0.808,0.014,-0.101,0.121
+TimesFM-2.5,Moirai-2.0,0.615,0.442,0.788,0.018,-0.038,0.072
 TimesFM-2.5,Toto-1.0,0.654,0.481,0.808,0.031,-0.017,0.08
 TimesFM-2.5,Toto-2.0-4m,0.615,0.423,0.808,0.028,-0.014,0.068
 TimesFM-2.5,Seasonal Naive,1.0,1.0,1.0,0.357,0.288,0.423
 FlowState,Chronos-2,0.154,0.038,0.308,-0.199,-0.288,-0.109
 FlowState,Toto-2.0-1B,0.192,0.038,0.346,-0.097,-0.151,-0.049
-FlowState,Toto-2.0-313m,0.192,0.038,0.346,-0.087,-0.139,-0.043
 FlowState,Toto-2.0-2.5B,0.154,0.038,0.308,-0.084,-0.136,-0.038
+FlowState,Toto-2.0-313m,0.192,0.038,0.346,-0.087,-0.139,-0.043
+FlowState,TiRex-2,0.192,0.077,0.346,-0.145,-0.241,-0.055
 FlowState,TabPFN-TS-3,0.269,0.115,0.462,-0.138,-0.259,-0.02
 FlowState,Toto-2.0-22m,0.231,0.077,0.385,-0.053,-0.098,-0.007
 FlowState,TiRex,0.404,0.231,0.596,-0.028,-0.071,0.013
 FlowState,TabPFN-TS,0.423,0.231,0.615,-0.073,-0.177,0.036
 FlowState,TimesFM-2.5,0.462,0.288,0.635,-0.008,-0.055,0.04
 FlowState,FlowState,0.5,0.5,0.5,0.0,0.0,0.0
-FlowState,Moirai-2.0,0.538,0.365,0.712,0.011,-0.039,0.061
 FlowState,Chronos-Bolt,0.5,0.326,0.674,-0.002,-0.052,0.067
-FlowState,TFT,0.577,0.385,0.769,0.006,-0.108,0.111
+FlowState,Moirai-2.0,0.538,0.365,0.712,0.011,-0.039,0.061
 FlowState,Toto-1.0,0.462,0.288,0.635,0.023,-0.024,0.072
 FlowState,Toto-2.0-4m,0.538,0.346,0.731,0.02,-0.033,0.065
 FlowState,Seasonal Naive,0.923,0.808,1.0,0.352,0.275,0.427
-Moirai-2.0,Chronos-2,0.077,0.0,0.192,-0.212,-0.32,-0.122
-Moirai-2.0,Toto-2.0-1B,0.154,0.038,0.308,-0.109,-0.173,-0.057
-Moirai-2.0,Toto-2.0-313m,0.192,0.076,0.346,-0.099,-0.154,-0.05
-Moirai-2.0,Toto-2.0-2.5B,0.192,0.077,0.346,-0.096,-0.154,-0.048
-Moirai-2.0,TabPFN-TS-3,0.346,0.154,0.538,-0.151,-0.285,-0.028
-Moirai-2.0,Toto-2.0-22m,0.269,0.115,0.462,-0.064,-0.116,-0.018
-Moirai-2.0,TiRex,0.25,0.096,0.423,-0.039,-0.077,-0.007
-Moirai-2.0,TabPFN-TS,0.385,0.192,0.577,-0.084,-0.216,0.026
-Moirai-2.0,TimesFM-2.5,0.385,0.212,0.558,-0.019,-0.077,0.037
-Moirai-2.0,FlowState,0.462,0.288,0.635,-0.011,-0.066,0.037
-Moirai-2.0,Moirai-2.0,0.5,0.5,0.5,0.0,0.0,0.0
-Moirai-2.0,Chronos-Bolt,0.538,0.365,0.692,-0.012,-0.082,0.058
-Moirai-2.0,TFT,0.615,0.423,0.808,-0.005,-0.135,0.104
-Moirai-2.0,Toto-1.0,0.538,0.365,0.712,0.013,-0.016,0.045
-Moirai-2.0,Toto-2.0-4m,0.538,0.346,0.731,0.009,-0.03,0.051
-Moirai-2.0,Seasonal Naive,0.923,0.808,1.0,0.345,0.266,0.421
 Chronos-Bolt,Chronos-2,0.038,0.0,0.115,-0.197,-0.299,-0.11
 Chronos-Bolt,Toto-2.0-1B,0.077,0.0,0.192,-0.095,-0.16,-0.038
-Chronos-Bolt,Toto-2.0-313m,0.154,0.038,0.308,-0.085,-0.15,-0.035
 Chronos-Bolt,Toto-2.0-2.5B,0.154,0.038,0.308,-0.082,-0.139,-0.032
+Chronos-Bolt,Toto-2.0-313m,0.154,0.038,0.308,-0.085,-0.15,-0.035
+Chronos-Bolt,TiRex-2,0.192,0.038,0.346,-0.143,-0.264,-0.047
 Chronos-Bolt,TabPFN-TS-3,0.269,0.115,0.423,-0.136,-0.244,-0.035
 Chronos-Bolt,Toto-2.0-22m,0.231,0.077,0.385,-0.051,-0.108,-0.002
 Chronos-Bolt,TiRex,0.288,0.135,0.462,-0.027,-0.084,0.018
 Chronos-Bolt,TabPFN-TS,0.423,0.231,0.615,-0.071,-0.168,0.013
 Chronos-Bolt,TimesFM-2.5,0.423,0.25,0.596,-0.006,-0.048,0.03
 Chronos-Bolt,FlowState,0.5,0.326,0.674,0.002,-0.072,0.05
-Chronos-Bolt,Moirai-2.0,0.462,0.308,0.635,0.012,-0.062,0.076
 Chronos-Bolt,Chronos-Bolt,0.5,0.5,0.5,0.0,0.0,0.0
-Chronos-Bolt,TFT,0.577,0.385,0.769,0.007,-0.099,0.108
+Chronos-Bolt,Moirai-2.0,0.462,0.308,0.635,0.012,-0.062,0.076
 Chronos-Bolt,Toto-1.0,0.615,0.442,0.769,0.025,-0.03,0.078
 Chronos-Bolt,Toto-2.0-4m,0.615,0.423,0.77,0.022,-0.038,0.07
 Chronos-Bolt,Seasonal Naive,1.0,1.0,1.0,0.353,0.287,0.417
-TFT,Chronos-2,0.231,0.077,0.385,-0.206,-0.343,-0.101
-TFT,Toto-2.0-1B,0.269,0.115,0.462,-0.103,-0.239,0.013
-TFT,Toto-2.0-313m,0.269,0.115,0.424,-0.094,-0.228,0.025
-TFT,Toto-2.0-2.5B,0.308,0.115,0.5,-0.09,-0.226,0.024
-TFT,TabPFN-TS-3,0.269,0.115,0.424,-0.145,-0.286,-0.029
-TFT,Toto-2.0-22m,0.308,0.115,0.5,-0.059,-0.185,0.055
-TFT,TiRex,0.346,0.154,0.538,-0.034,-0.156,0.076
-TFT,TabPFN-TS,0.385,0.192,0.538,-0.079,-0.186,0.017
-TFT,TimesFM-2.5,0.385,0.192,0.577,-0.014,-0.138,0.092
-TFT,FlowState,0.423,0.231,0.615,-0.006,-0.125,0.097
-TFT,Moirai-2.0,0.385,0.192,0.577,0.005,-0.116,0.119
-TFT,Chronos-Bolt,0.423,0.231,0.615,-0.008,-0.122,0.09
-TFT,TFT,0.5,0.5,0.5,0.0,0.0,0.0
-TFT,Toto-1.0,0.423,0.231,0.615,0.018,-0.106,0.133
-TFT,Toto-2.0-4m,0.385,0.192,0.577,0.014,-0.104,0.123
-TFT,Seasonal Naive,0.846,0.692,0.962,0.349,0.256,0.43
+Moirai-2.0,Chronos-2,0.077,0.0,0.192,-0.212,-0.32,-0.122
+Moirai-2.0,Toto-2.0-1B,0.154,0.038,0.308,-0.109,-0.173,-0.057
+Moirai-2.0,Toto-2.0-2.5B,0.192,0.077,0.346,-0.096,-0.154,-0.048
+Moirai-2.0,Toto-2.0-313m,0.192,0.076,0.346,-0.099,-0.154,-0.05
+Moirai-2.0,TiRex-2,0.192,0.038,0.346,-0.157,-0.255,-0.072
+Moirai-2.0,TabPFN-TS-3,0.346,0.154,0.538,-0.151,-0.285,-0.028
+Moirai-2.0,Toto-2.0-22m,0.269,0.115,0.462,-0.064,-0.116,-0.018
+Moirai-2.0,TiRex,0.25,0.096,0.423,-0.039,-0.077,-0.007
+Moirai-2.0,TabPFN-TS,0.385,0.192,0.577,-0.084,-0.216,0.026
+Moirai-2.0,TimesFM-2.5,0.385,0.212,0.558,-0.019,-0.077,0.037
+Moirai-2.0,FlowState,0.462,0.288,0.635,-0.011,-0.066,0.037
+Moirai-2.0,Chronos-Bolt,0.538,0.365,0.692,-0.012,-0.082,0.058
+Moirai-2.0,Moirai-2.0,0.5,0.5,0.5,0.0,0.0,0.0
+Moirai-2.0,Toto-1.0,0.538,0.365,0.712,0.013,-0.016,0.045
+Moirai-2.0,Toto-2.0-4m,0.538,0.346,0.731,0.009,-0.03,0.051
+Moirai-2.0,Seasonal Naive,0.923,0.808,1.0,0.345,0.266,0.421
 Toto-1.0,Chronos-2,0.115,0.0,0.231,-0.228,-0.337,-0.135
 Toto-1.0,Toto-2.0-1B,0.038,0.0,0.115,-0.123,-0.18,-0.08
-Toto-1.0,Toto-2.0-313m,0.115,0.0,0.231,-0.113,-0.155,-0.077
 Toto-1.0,Toto-2.0-2.5B,0.077,0.0,0.192,-0.11,-0.158,-0.072
+Toto-1.0,Toto-2.0-313m,0.115,0.0,0.231,-0.113,-0.155,-0.077
+Toto-1.0,TiRex-2,0.231,0.077,0.385,-0.172,-0.289,-0.074
 Toto-1.0,TabPFN-TS-3,0.346,0.192,0.538,-0.166,-0.3,-0.047
 Toto-1.0,Toto-2.0-22m,0.154,0.038,0.308,-0.078,-0.117,-0.049
 Toto-1.0,TiRex,0.212,0.058,0.365,-0.053,-0.088,-0.023
 Toto-1.0,TabPFN-TS,0.423,0.231,0.615,-0.099,-0.228,0.012
 Toto-1.0,TimesFM-2.5,0.346,0.192,0.519,-0.032,-0.087,0.017
 Toto-1.0,FlowState,0.538,0.365,0.712,-0.024,-0.078,0.023
-Toto-1.0,Moirai-2.0,0.462,0.288,0.635,-0.013,-0.047,0.016
 Toto-1.0,Chronos-Bolt,0.385,0.231,0.558,-0.026,-0.085,0.029
-Toto-1.0,TFT,0.577,0.385,0.769,-0.018,-0.153,0.095
+Toto-1.0,Moirai-2.0,0.462,0.288,0.635,-0.013,-0.047,0.016
 Toto-1.0,Toto-1.0,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-1.0,Toto-2.0-4m,0.577,0.385,0.731,-0.004,-0.04,0.026
 Toto-1.0,Seasonal Naive,0.962,0.885,1.0,0.337,0.259,0.412
 Toto-2.0-4m,Chronos-2,0.038,0.0,0.115,-0.224,-0.327,-0.128
 Toto-2.0-4m,Toto-2.0-1B,0.038,0.0,0.115,-0.119,-0.184,-0.069
-Toto-2.0-4m,Toto-2.0-313m,0.077,0.0,0.192,-0.109,-0.161,-0.065
 Toto-2.0-4m,Toto-2.0-2.5B,0.154,0.038,0.308,-0.106,-0.159,-0.06
+Toto-2.0-4m,Toto-2.0-313m,0.077,0.0,0.192,-0.109,-0.161,-0.065
+Toto-2.0-4m,TiRex-2,0.154,0.038,0.308,-0.168,-0.283,-0.072
 Toto-2.0-4m,TabPFN-TS-3,0.308,0.154,0.5,-0.161,-0.283,-0.052
 Toto-2.0-4m,Toto-2.0-22m,0.192,0.038,0.346,-0.075,-0.115,-0.039
 Toto-2.0-4m,TiRex,0.231,0.077,0.386,-0.049,-0.086,-0.012
 Toto-2.0-4m,TabPFN-TS,0.385,0.192,0.577,-0.095,-0.218,0.017
 Toto-2.0-4m,TimesFM-2.5,0.385,0.192,0.577,-0.028,-0.073,0.014
 Toto-2.0-4m,FlowState,0.462,0.269,0.654,-0.02,-0.07,0.032
-Toto-2.0-4m,Moirai-2.0,0.462,0.269,0.654,-0.01,-0.053,0.029
 Toto-2.0-4m,Chronos-Bolt,0.385,0.23,0.577,-0.022,-0.075,0.036
-Toto-2.0-4m,TFT,0.615,0.423,0.808,-0.014,-0.14,0.095
+Toto-2.0-4m,Moirai-2.0,0.462,0.269,0.654,-0.01,-0.053,0.029
 Toto-2.0-4m,Toto-1.0,0.423,0.269,0.615,0.004,-0.027,0.038
 Toto-2.0-4m,Toto-2.0-4m,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-2.0-4m,Seasonal Naive,1.0,1.0,1.0,0.339,0.27,0.408
 Seasonal Naive,Chronos-2,0.0,0.0,0.0,-0.852,-1.093,-0.622
 Seasonal Naive,Toto-2.0-1B,0.0,0.0,0.0,-0.694,-0.927,-0.5
-Seasonal Naive,Toto-2.0-313m,0.0,0.0,0.0,-0.679,-0.891,-0.5
 Seasonal Naive,Toto-2.0-2.5B,0.0,0.0,0.0,-0.674,-0.899,-0.491
+Seasonal Naive,Toto-2.0-313m,0.0,0.0,0.0,-0.679,-0.891,-0.5
+Seasonal Naive,TiRex-2,0.0,0.0,0.0,-0.768,-1.023,-0.55
 Seasonal Naive,TabPFN-TS-3,0.0,0.0,0.0,-0.758,-0.992,-0.556
 Seasonal Naive,Toto-2.0-22m,0.0,0.0,0.0,-0.626,-0.83,-0.46
 Seasonal Naive,TiRex,0.0,0.0,0.0,-0.588,-0.782,-0.427
 Seasonal Naive,TabPFN-TS,0.0,0.0,0.0,-0.657,-0.882,-0.476
 Seasonal Naive,TimesFM-2.5,0.0,0.0,0.0,-0.556,-0.734,-0.404
 Seasonal Naive,FlowState,0.077,0.0,0.192,-0.544,-0.745,-0.38
-Seasonal Naive,Moirai-2.0,0.077,0.0,0.192,-0.528,-0.727,-0.362
 Seasonal Naive,Chronos-Bolt,0.0,0.0,0.0,-0.547,-0.716,-0.403
-Seasonal Naive,TFT,0.154,0.038,0.308,-0.535,-0.756,-0.344
+Seasonal Naive,Moirai-2.0,0.077,0.0,0.192,-0.528,-0.727,-0.362
 Seasonal Naive,Toto-1.0,0.038,0.0,0.115,-0.508,-0.7,-0.35
 Seasonal Naive,Toto-2.0-4m,0.0,0.0,0.0,-0.513,-0.688,-0.369
 Seasonal Naive,Seasonal Naive,0.5,0.5,0.5,0.0,0.0,0.0
diff --git a/tables/domain_health/leaderboard_MASE.csv b/tables/domain_health/leaderboard_MASE.csv
index ce803780a54e6f3ac0be32a33a608a13c183ad52..5b680d21032d6666c7cc40272de57dcc8e76c066 100644
--- a/tables/domain_health/leaderboard_MASE.csv
+++ b/tables/domain_health/leaderboard_MASE.csv
@@ -1,28 +1,29 @@
 model_name,win_rate,skill_score,median_training_time_s_per100,median_inference_time_s_per100,training_corpus_overlap,num_failures
-TimesFM-2.5,71.53846153846153,32.87474894024488,0.0,1.1256479395833334,0.0,0.0
-Chronos-2,70.3846153846154,31.78597649489514,0.0,0.3492251116666667,0.0,0.0
-TabPFN-TS-3,70.0,28.963255047296542,0.0,199.6776895770319,0.0,0.0
-TabPFN-TS,68.07692307692308,34.55373879766452,0.0,53.951610824166664,0.0,0.0
-TiRex,67.3076923076923,32.47588770643868,0.0,0.330588668125,0.0,0.0
-FlowState,64.23076923076924,27.93729353213241,0.0,1.679734656979167,0.0,0.0
-Moirai-2.0,63.65384615384616,33.79488506711863,0.0,0.3505868739583333,0.1,0.0
-LightGBM,63.46153846153846,33.38915880315173,1.2161332720833333,0.19742606979166666,0.0,0.0
-CatBoost,62.69230769230768,33.16623383500657,13.210264008932292,0.19426541770833333,0.0,0.0
-Toto-2.0-313m,61.92307692307693,27.130941962281884,0.0,1.1242909435416668,0.0,0.0
-Toto-2.0-2.5B,61.53846153846154,27.02155839964281,0.0,5.925324101666666,0.0,0.0
-Toto-2.0-22m,57.6923076923077,27.354995059689568,0.0,0.4238227016666667,0.0,0.0
-Toto-2.0-1B,57.692307692307686,26.055688762834595,0.0,2.728815209166667,0.0,0.0
-Toto-1.0,56.92307692307692,31.700573837170467,0.0,9.804296426666667,0.0,0.0
-Chronos-Bolt,55.96153846153846,30.041136052707273,0.0,0.41178704374999997,0.0,0.0
-Toto-2.0-4m,55.769230769230774,28.997499277709025,0.0,0.36290417583333334,0.0,0.0
-AutoETS,49.23076923076924,28.071655328734924,0.0,2.5273205354166666,0.0,0.0
-Stat. Ensemble,49.230769230769226,29.22979017092695,0.0,191.30953815208332,0.0,0.0
-Sundial-Base,45.769230769230774,22.70787609837541,0.0,8.29280267,0.0,0.0
-AutoARIMA,33.46153846153846,5.881738752268506,0.0,7.6933014760416665,0.0,0.0
-TFT,30.000000000000004,8.056299346355855,577.3621929408333,0.91290832015625,0.0,0.0
-AutoTheta,27.692307692307693,15.20916710141943,0.0,2.3246237520833333,0.0,0.0
-DeepAR,24.230769230769234,8.848833829469338,1252.3585836206248,0.9790481578125001,0.0,0.0
-PatchTST,23.461538461538453,12.927869318522445,812.3820815818749,0.4485787422916667,0.0,0.0
-Seasonal Naive,20.961538461538463,0.0,0.0,1.2681127877083334,0.0,0.0
-Naive,18.65384615384615,0.30982947391161586,0.0,1.2969351423177082,0.0,0.0
-Drift,18.461538461538467,7.491051482058886,0.0,1.3917920932291667,0.0,0.0
+TiRex-2,80.37037037037038,34.9166343514373,0.0,0.3575023838736039,0.0,0.0
+TimesFM-2.5,70.37037037037038,32.87474894024488,0.0,1.1256479395833334,0.0,0.0
+Chronos-2,68.88888888888891,31.78597649489514,0.0,0.3492251116666667,0.0,0.0
+TabPFN-TS-3,68.51851851851852,28.963255047296542,0.0,199.6776895770319,0.0,0.0
+TabPFN-TS,66.66666666666666,34.55373879766452,0.0,53.951610824166664,0.0,0.0
+TiRex,65.18518518518519,32.47588770643868,0.0,0.330588668125,0.0,0.0
+FlowState,63.33333333333334,27.93729353213241,0.0,1.679734656979167,0.0,0.0
+LightGBM,62.96296296296296,33.38915880315173,1.2161332720833333,0.19742606979166666,0.0,0.0
+CatBoost,62.22222222222222,33.16623383500657,13.210264008932292,0.19426541770833333,0.0,0.0
+Moirai-2.0,62.03703703703704,33.79488506711863,0.0,0.3505868739583333,0.1,0.0
+Toto-2.0-313m,60.74074074074075,27.130941962281884,0.0,1.1242909435416668,0.0,0.0
+Toto-2.0-2.5B,60.74074074074075,27.02155839964281,0.0,5.925324101666666,0.0,0.0
+Toto-2.0-1B,56.666666666666664,26.055688762834595,0.0,2.728815209166667,0.0,0.0
+Toto-2.0-22m,56.2962962962963,27.354995059689568,0.0,0.4238227016666667,0.0,0.0
+Toto-1.0,55.18518518518518,31.700573837170467,0.0,9.804296426666667,0.0,0.0
+Chronos-Bolt,54.629629629629626,30.041136052707273,0.0,0.41178704374999997,0.0,0.0
+Toto-2.0-4m,54.07407407407408,28.997499277709025,0.0,0.36290417583333334,0.0,0.0
+AutoETS,48.14814814814816,28.071655328734924,0.0,2.5273205354166666,0.0,0.0
+Stat. Ensemble,48.148148148148145,29.22979017092695,0.0,191.30953815208332,0.0,0.0
+Sundial-Base,44.81481481481482,22.70787609837541,0.0,8.29280267,0.0,0.0
+AutoARIMA,32.59259259259259,5.881738752268506,0.0,7.6933014760416665,0.0,0.0
+TFT,28.888888888888886,8.056299346355855,577.3621929408333,0.91290832015625,0.0,0.0
+AutoTheta,26.666666666666668,15.20916710141943,0.0,2.3246237520833333,0.0,0.0
+DeepAR,23.333333333333336,8.848833829469338,1252.3585836206248,0.9790481578125001,0.0,0.0
+PatchTST,22.592592592592585,12.927869318522445,812.3820815818749,0.4485787422916667,0.0,0.0
+Seasonal Naive,20.185185185185187,0.0,0.0,1.2681127877083334,0.0,0.0
+Naive,17.962962962962962,0.30982947391161586,0.0,1.2969351423177082,0.0,0.0
+Drift,17.77777777777778,7.491051482058886,0.0,1.3917920932291667,0.0,0.0
diff --git a/tables/domain_health/leaderboard_SQL.csv b/tables/domain_health/leaderboard_SQL.csv
index 107bec7ef8dcda746dbe19d57ef07f5a9a20f517..a002d0daa30ddb0895db3ed35cdb809a566a4150 100644
--- a/tables/domain_health/leaderboard_SQL.csv
+++ b/tables/domain_health/leaderboard_SQL.csv
@@ -1,28 +1,29 @@
 model_name,win_rate,skill_score,median_training_time_s_per100,median_inference_time_s_per100,training_corpus_overlap,num_failures
-Chronos-2,80.38461538461537,38.08875531260849,0.0,0.3492251116666667,0.0,0.0
-TimesFM-2.5,75.0,38.03594071146331,0.0,1.1256479395833334,0.0,0.0
-Toto-2.0-313m,69.61538461538463,33.76977925435224,0.0,1.1242909435416668,0.0,0.0
-Moirai-2.0,69.03846153846153,38.69101646514035,0.0,0.3505868739583333,0.1,0.0
-TabPFN-TS,68.46153846153847,37.79500412291329,0.0,53.951610824166664,0.0,0.0
-TiRex,67.6923076923077,36.908809542631595,0.0,0.330588668125,0.0,0.0
-Toto-2.0-2.5B,67.3076923076923,33.54660585794915,0.0,5.925324101666666,0.0,0.0
-TabPFN-TS-3,66.53846153846156,33.86938070997042,0.0,199.6776895770319,0.0,0.0
-Toto-1.0,65.00000000000001,37.78506660666954,0.0,9.804296426666667,0.0,0.0
-Toto-2.0-1B,64.23076923076923,32.77732666419397,0.0,2.728815209166667,0.0,0.0
-Toto-2.0-22m,63.846153846153854,33.710262442699914,0.0,0.4238227016666667,0.0,0.0
-Chronos-Bolt,63.26923076923075,36.49963478571547,0.0,0.41178704374999997,0.0,0.0
-FlowState,58.46153846153845,32.77403706037661,0.0,1.679734656979167,0.0,0.0
-Toto-2.0-4m,57.30769230769231,34.41096517434523,0.0,0.36290417583333334,0.0,0.0
-AutoETS,53.07692307692308,31.12404358258436,0.0,2.5273205354166666,0.0,0.0
-Stat. Ensemble,47.30769230769231,31.666899122864876,0.0,191.30953815208332,0.0,0.0
-LightGBM,43.07692307692307,24.996902028028057,1.2161332720833333,0.19742606979166666,0.0,0.0
-CatBoost,39.23076923076923,24.745890887412404,13.210264008932292,0.19426541770833333,0.0,0.0
-Sundial-Base,36.92307692307691,23.555776042271713,0.0,8.29280267,0.0,0.0
-AutoARIMA,34.230769230769226,8.15543220497067,0.0,7.6933014760416665,0.0,0.0
-TFT,33.84615384615384,13.487049535026774,577.3621929408333,0.91290832015625,0.0,0.0
-PatchTST,26.923076923076923,17.70708962424181,812.3820815818749,0.4485787422916667,0.0,0.0
-AutoTheta,26.15384615384615,17.733419411019135,0.0,2.3246237520833333,0.0,0.0
-DeepAR,23.846153846153847,13.730380882991922,1252.3585836206248,0.9790481578125001,0.0,0.0
-Seasonal Naive,20.192307692307693,0.0,0.0,1.2681127877083334,0.0,0.0
-Naive,15.192307692307693,-7.297793646802875,0.0,1.2969351423177082,0.0,0.0
-Drift,13.846153846153847,0.404190086867684,0.0,1.3917920932291667,0.0,0.0
+TiRex-2,84.44444444444444,39.425727939082535,0.0,0.3575023838736039,0.0,0.0
+Chronos-2,78.51851851851852,38.08875531260849,0.0,0.3492251116666667,0.0,0.0
+TimesFM-2.5,73.33333333333336,38.03594071146331,0.0,1.1256479395833334,0.0,0.0
+Toto-2.0-313m,68.51851851851852,33.76977925435224,0.0,1.1242909435416668,0.0,0.0
+Moirai-2.0,67.5925925925926,38.69101646514035,0.0,0.3505868739583333,0.1,0.0
+TabPFN-TS,66.66666666666666,37.79500412291329,0.0,53.951610824166664,0.0,0.0
+Toto-2.0-2.5B,65.92592592592594,33.54660585794915,0.0,5.925324101666666,0.0,0.0
+TiRex,65.55555555555556,36.908809542631595,0.0,0.330588668125,0.0,0.0
+TabPFN-TS-3,64.81481481481482,33.86938070997042,0.0,199.6776895770319,0.0,0.0
+Toto-1.0,63.703703703703695,37.78506660666954,0.0,9.804296426666667,0.0,0.0
+Toto-2.0-1B,62.5925925925926,32.77732666419397,0.0,2.728815209166667,0.0,0.0
+Toto-2.0-22m,62.22222222222222,33.710262442699914,0.0,0.4238227016666667,0.0,0.0
+Chronos-Bolt,61.66666666666666,36.49963478571547,0.0,0.41178704374999997,0.0,0.0
+FlowState,57.03703703703704,32.77403706037661,0.0,1.679734656979167,0.0,0.0
+Toto-2.0-4m,55.18518518518518,34.41096517434523,0.0,0.36290417583333334,0.0,0.0
+AutoETS,52.22222222222223,31.12404358258436,0.0,2.5273205354166666,0.0,0.0
+Stat. Ensemble,46.666666666666664,31.666899122864876,0.0,191.30953815208332,0.0,0.0
+LightGBM,41.851851851851855,24.996902028028057,1.2161332720833333,0.19742606979166666,0.0,0.0
+CatBoost,37.77777777777778,24.745890887412404,13.210264008932292,0.19426541770833333,0.0,0.0
+Sundial-Base,36.29629629629629,23.555776042271713,0.0,8.29280267,0.0,0.0
+AutoARIMA,33.33333333333333,8.15543220497067,0.0,7.6933014760416665,0.0,0.0
+TFT,32.59259259259259,13.487049535026774,577.3621929408333,0.91290832015625,0.0,0.0
+PatchTST,25.925925925925924,17.70708962424181,812.3820815818749,0.4485787422916667,0.0,0.0
+AutoTheta,25.185185185185183,17.733419411019135,0.0,2.3246237520833333,0.0,0.0
+DeepAR,22.962962962962962,13.730380882991922,1252.3585836206248,0.9790481578125001,0.0,0.0
+Seasonal Naive,19.444444444444446,0.0,0.0,1.2681127877083334,0.0,0.0
+Naive,14.629629629629632,-7.297793646802875,0.0,1.2969351423177082,0.0,0.0
+Drift,13.333333333333334,0.404190086867684,0.0,1.3917920932291667,0.0,0.0
diff --git a/tables/domain_health/leaderboard_WAPE.csv b/tables/domain_health/leaderboard_WAPE.csv
index a1e941b3a8f428f938c0bbce85a50bf5578fd11a..81a55a5b3a26864ea485c80b230eab733715104b 100644
--- a/tables/domain_health/leaderboard_WAPE.csv
+++ b/tables/domain_health/leaderboard_WAPE.csv
@@ -1,28 +1,29 @@
 model_name,win_rate,skill_score,median_training_time_s_per100,median_inference_time_s_per100,training_corpus_overlap,num_failures
-TimesFM-2.5,70.0,30.236433011588616,0.0,1.1256479395833334,0.0,0.0
-TabPFN-TS-3,68.07692307692308,27.06736057976333,0.0,199.6776895770319,0.0,0.0
-Chronos-2,66.92307692307693,29.12048347898083,0.0,0.3492251116666667,0.0,0.0
-Toto-2.0-2.5B,64.99999999999999,23.803402469752132,0.0,5.925324101666666,0.0,0.0
-TiRex,64.61538461538461,29.759653720585042,0.0,0.330588668125,0.0,0.0
-FlowState,62.69230769230769,25.714346434991153,0.0,1.679734656979167,0.0,0.0
-Moirai-2.0,61.73076923076923,31.595921669939887,0.0,0.3505868739583333,0.1,0.0
-Toto-1.0,60.76923076923077,28.753205083598854,0.0,9.804296426666667,0.0,0.0
-Toto-2.0-313m,60.00000000000001,23.159110215973843,0.0,1.1242909435416668,0.0,0.0
-Toto-2.0-22m,59.23076923076923,23.737937635347716,0.0,0.4238227016666667,0.0,0.0
-Toto-2.0-1B,59.23076923076923,22.479955103457115,0.0,2.728815209166667,0.0,0.0
-TabPFN-TS,58.46153846153845,29.1761523445201,0.0,53.951610824166664,0.0,0.0
-AutoETS,57.692307692307686,29.45241897965094,0.0,2.5273205354166666,0.0,0.0
-Stat. Ensemble,56.92307692307692,29.6956210738891,0.0,191.30953815208332,0.0,0.0
-Toto-2.0-4m,56.53846153846154,24.961571876693643,0.0,0.36290417583333334,0.0,0.0
-LightGBM,55.38461538461538,28.23998648969035,1.2161332720833333,0.19742606979166666,0.0,0.0
-Chronos-Bolt,53.65384615384616,25.883263022341175,0.0,0.41178704374999997,0.0,0.0
-CatBoost,47.692307692307686,24.80079887494443,13.210264008932292,0.19426541770833333,0.0,0.0
-Sundial-Base,42.692307692307686,16.462366143379946,0.0,8.29280267,0.0,0.0
-AutoARIMA,37.3076923076923,15.90999185953288,0.0,7.6933014760416665,0.0,0.0
-AutoTheta,31.538461538461537,14.265515876146328,0.0,2.3246237520833333,0.0,0.0
-DeepAR,28.84615384615385,4.835755105983619,1252.3585836206248,0.9790481578125001,0.0,0.0
-Drift,26.923076923076923,6.995102476216641,0.0,1.3917920932291667,0.0,0.0
-TFT,25.38461538461539,-0.6246028567987283,577.3621929408333,0.91290832015625,0.0,0.0
-Seasonal Naive,25.192307692307697,0.0,0.0,1.2681127877083334,0.0,0.0
-Naive,25.192307692307693,0.09410405602899852,0.0,1.2969351423177082,0.0,0.0
-PatchTST,22.307692307692303,2.754946880183251,812.3820815818749,0.4485787422916667,0.0,0.0
+TimesFM-2.5,69.62962962962965,30.236433011588616,0.0,1.1256479395833334,0.0,0.0
+TiRex-2,68.14814814814817,26.601930748682324,0.0,0.3575023838736039,0.0,0.0
+TabPFN-TS-3,67.77777777777779,27.06736057976333,0.0,199.6776895770319,0.0,0.0
+Chronos-2,66.2962962962963,29.12048347898083,0.0,0.3492251116666667,0.0,0.0
+Toto-2.0-2.5B,64.07407407407408,23.803402469752132,0.0,5.925324101666666,0.0,0.0
+TiRex,63.70370370370372,29.759653720585042,0.0,0.330588668125,0.0,0.0
+FlowState,62.22222222222222,25.714346434991153,0.0,1.679734656979167,0.0,0.0
+Moirai-2.0,60.92592592592593,31.595921669939887,0.0,0.3505868739583333,0.1,0.0
+Toto-1.0,60.370370370370374,28.753205083598854,0.0,9.804296426666667,0.0,0.0
+Toto-2.0-313m,59.25925925925927,23.159110215973843,0.0,1.1242909435416668,0.0,0.0
+Toto-2.0-22m,58.51851851851851,23.737937635347716,0.0,0.4238227016666667,0.0,0.0
+Toto-2.0-1B,58.14814814814815,22.479955103457115,0.0,2.728815209166667,0.0,0.0
+TabPFN-TS,57.407407407407405,29.1761523445201,0.0,53.951610824166664,0.0,0.0
+AutoETS,56.666666666666664,29.45241897965094,0.0,2.5273205354166666,0.0,0.0
+Toto-2.0-4m,55.92592592592594,24.961571876693643,0.0,0.36290417583333334,0.0,0.0
+Stat. Ensemble,55.925925925925924,29.6956210738891,0.0,191.30953815208332,0.0,0.0
+LightGBM,54.81481481481482,28.23998648969035,1.2161332720833333,0.19742606979166666,0.0,0.0
+Chronos-Bolt,52.77777777777778,25.883263022341175,0.0,0.41178704374999997,0.0,0.0
+CatBoost,47.77777777777777,24.80079887494443,13.210264008932292,0.19426541770833333,0.0,0.0
+Sundial-Base,41.85185185185184,16.462366143379946,0.0,8.29280267,0.0,0.0
+AutoARIMA,36.66666666666667,15.90999185953288,0.0,7.6933014760416665,0.0,0.0
+AutoTheta,30.740740740740733,14.265515876146328,0.0,2.3246237520833333,0.0,0.0
+DeepAR,28.148148148148156,4.835755105983619,1252.3585836206248,0.9790481578125001,0.0,0.0
+Drift,26.296296296296294,6.995102476216641,0.0,1.3917920932291667,0.0,0.0
+TFT,24.814814814814813,-0.6246028567987283,577.3621929408333,0.91290832015625,0.0,0.0
+Seasonal Naive,24.629629629629633,0.0,0.0,1.2681127877083334,0.0,0.0
+Naive,24.629629629629626,0.09410405602899852,0.0,1.2969351423177082,0.0,0.0
+PatchTST,21.851851851851848,2.754946880183251,812.3820815818749,0.4485787422916667,0.0,0.0
diff --git a/tables/domain_health/leaderboard_WQL.csv b/tables/domain_health/leaderboard_WQL.csv
index a093a9f1adc9c23595d7f60773c9d482f4c3a203..a082139ac2bd09d3da051e0ad576ce623f98bc2c 100644
--- a/tables/domain_health/leaderboard_WQL.csv
+++ b/tables/domain_health/leaderboard_WQL.csv
@@ -1,28 +1,29 @@
 model_name,win_rate,skill_score,median_training_time_s_per100,median_inference_time_s_per100,training_corpus_overlap,num_failures
-Chronos-2,74.6153846153846,40.421377709866235,0.0,0.3492251116666667,0.0,0.0
-TimesFM-2.5,72.3076923076923,40.552489916172874,0.0,1.1256479395833334,0.0,0.0
-Moirai-2.0,69.8076923076923,41.64215770095807,0.0,0.3505868739583333,0.1,0.0
-TabPFN-TS-3,69.61538461538463,37.518925534209544,0.0,199.6776895770319,0.0,0.0
-Toto-2.0-2.5B,66.53846153846155,34.86494484839163,0.0,5.925324101666666,0.0,0.0
-Toto-2.0-313m,65.76923076923076,34.84636139478182,0.0,1.1242909435416668,0.0,0.0
-TiRex,65.00000000000001,38.88592212674449,0.0,0.330588668125,0.0,0.0
-Toto-2.0-22m,64.61538461538461,35.47613872211428,0.0,0.4238227016666667,0.0,0.0
-Toto-1.0,64.61538461538461,40.320844847410996,0.0,9.804296426666667,0.0,0.0
-Toto-2.0-1B,63.07692307692309,34.52744790415115,0.0,2.728815209166667,0.0,0.0
-TabPFN-TS,60.76923076923077,38.14282869293443,0.0,53.951610824166664,0.0,0.0
-Chronos-Bolt,60.57692307692307,38.083893021927985,0.0,0.41178704374999997,0.0,0.0
-FlowState,60.0,36.31335951896396,0.0,1.679734656979167,0.0,0.0
-Toto-2.0-4m,57.30769230769231,35.62915272518256,0.0,0.36290417583333334,0.0,0.0
-Stat. Ensemble,55.38461538461539,33.50707751988894,0.0,191.30953815208332,0.0,0.0
-AutoETS,54.61538461538462,32.19312847125849,0.0,2.5273205354166666,0.0,0.0
-LightGBM,38.07692307692309,25.255259089696292,1.2161332720833333,0.19742606979166666,0.0,0.0
-AutoARIMA,37.692307692307686,19.925031039747566,0.0,7.6933014760416665,0.0,0.0
-Sundial-Base,36.92307692307691,24.248203702135108,0.0,8.29280267,0.0,0.0
-CatBoost,33.07692307692307,21.67302472205549,13.210264008932292,0.19426541770833333,0.0,0.0
-DeepAR,32.30769230769231,15.68929320376099,1252.3585836206248,0.9790481578125001,0.0,0.0
-AutoTheta,30.76923076923077,18.143895495008643,0.0,2.3246237520833333,0.0,0.0
-TFT,28.076923076923077,6.246826522995086,577.3621929408333,0.91290832015625,0.0,0.0
-PatchTST,27.307692307692307,15.548311275264371,812.3820815818749,0.4485787422916667,0.0,0.0
-Seasonal Naive,22.88461538461539,0.0,0.0,1.2681127877083334,0.0,0.0
-Drift,20.0,0.8421348846480603,0.0,1.3917920932291667,0.0,0.0
-Naive,18.269230769230766,-6.552998310854519,0.0,1.2969351423177082,0.0,0.0
+Chronos-2,73.7037037037037,40.421377709866235,0.0,0.3492251116666667,0.0,0.0
+TimesFM-2.5,71.48148148148148,40.552489916172874,0.0,1.1256479395833334,0.0,0.0
+TiRex-2,71.48148148148148,37.313049400685664,0.0,0.3575023838736039,0.0,0.0
+Moirai-2.0,69.07407407407405,41.64215770095807,0.0,0.3505868739583333,0.1,0.0
+TabPFN-TS-3,68.51851851851852,37.518925534209544,0.0,199.6776895770319,0.0,0.0
+Toto-2.0-2.5B,65.18518518518519,34.86494484839163,0.0,5.925324101666666,0.0,0.0
+Toto-2.0-313m,64.81481481481481,34.84636139478182,0.0,1.1242909435416668,0.0,0.0
+TiRex,64.07407407407408,38.88592212674449,0.0,0.330588668125,0.0,0.0
+Toto-1.0,64.07407407407408,40.320844847410996,0.0,9.804296426666667,0.0,0.0
+Toto-2.0-22m,62.96296296296296,35.47613872211428,0.0,0.4238227016666667,0.0,0.0
+Toto-2.0-1B,61.851851851851855,34.52744790415115,0.0,2.728815209166667,0.0,0.0
+TabPFN-TS,60.0,38.14282869293443,0.0,53.951610824166664,0.0,0.0
+Chronos-Bolt,59.814814814814824,38.083893021927985,0.0,0.41178704374999997,0.0,0.0
+FlowState,59.25925925925925,36.31335951896396,0.0,1.679734656979167,0.0,0.0
+Toto-2.0-4m,56.2962962962963,35.62915272518256,0.0,0.36290417583333334,0.0,0.0
+Stat. Ensemble,54.81481481481482,33.50707751988894,0.0,191.30953815208332,0.0,0.0
+AutoETS,54.074074074074076,32.19312847125849,0.0,2.5273205354166666,0.0,0.0
+LightGBM,37.777777777777786,25.255259089696292,1.2161332720833333,0.19742606979166666,0.0,0.0
+AutoARIMA,36.666666666666664,19.925031039747566,0.0,7.6933014760416665,0.0,0.0
+Sundial-Base,36.29629629629629,24.248203702135108,0.0,8.29280267,0.0,0.0
+CatBoost,32.592592592592595,21.67302472205549,13.210264008932292,0.19426541770833333,0.0,0.0
+DeepAR,31.481481481481477,15.68929320376099,1252.3585836206248,0.9790481578125001,0.0,0.0
+AutoTheta,30.0,18.143895495008643,0.0,2.3246237520833333,0.0,0.0
+TFT,27.037037037037038,6.246826522995086,577.3621929408333,0.91290832015625,0.0,0.0
+PatchTST,26.66666666666666,15.548311275264371,812.3820815818749,0.4485787422916667,0.0,0.0
+Seasonal Naive,22.40740740740741,0.0,0.0,1.2681127877083334,0.0,0.0
+Drift,19.62962962962963,0.8421348846480603,0.0,1.3917920932291667,0.0,0.0
+Naive,17.96296296296296,-6.552998310854519,0.0,1.2969351423177082,0.0,0.0
diff --git a/tables/domain_health/pairwise_MASE.csv b/tables/domain_health/pairwise_MASE.csv
index 6b94e5d7d9bea5aed305eb9ec1633c351408756a..7fa54c7454e00b9a161565a6157a70959347b637 100644
--- a/tables/domain_health/pairwise_MASE.csv
+++ b/tables/domain_health/pairwise_MASE.csv
@@ -1,11 +1,29 @@
 model_1,model_2,win_rate,win_rate_lower,win_rate_upper,skill_score,skill_score_lower,skill_score_upper
+TiRex-2,TiRex-2,0.5,0.5,0.5,0.0,0.0,0.0
+TiRex-2,TimesFM-2.5,0.6,0.3,0.9,0.03,-0.041,0.111
+TiRex-2,Chronos-2,0.7,0.4,0.9,0.046,0.007,0.092
+TiRex-2,LightGBM,0.5,0.2,0.8,0.023,-0.068,0.13
+TiRex-2,TabPFN-TS-3,0.7,0.4,0.9,0.084,0.014,0.165
+TiRex-2,CatBoost,0.5,0.2,0.8,0.026,-0.061,0.126
+TiRex-2,TabPFN-TS,0.7,0.4,1.0,0.006,-0.051,0.055
+TiRex-2,TiRex,0.9,0.7,1.0,0.036,0.002,0.069
+TiRex-2,FlowState,0.6,0.3,0.9,0.097,-0.012,0.196
+TiRex-2,Moirai-2.0,0.8,0.6,1.0,0.017,-0.034,0.061
+TiRex-2,Toto-2.0-2.5B,0.6,0.3,0.9,0.108,0.039,0.166
+TiRex-2,Toto-2.0-313m,0.7,0.4,0.902,0.107,0.031,0.187
+TiRex-2,Toto-1.0,0.9,0.7,1.0,0.047,0.018,0.081
+TiRex-2,Toto-2.0-22m,0.8,0.5,1.0,0.104,0.042,0.158
+TiRex-2,Toto-2.0-1B,0.7,0.4,0.902,0.12,0.044,0.19
+TiRex-2,Chronos-Bolt,0.8,0.6,1.0,0.07,0.005,0.131
+TiRex-2,Seasonal Naive,1.0,1.0,1.0,0.349,0.2,0.495
+TimesFM-2.5,TiRex-2,0.4,0.1,0.7,-0.031,-0.125,0.04
 TimesFM-2.5,TimesFM-2.5,0.5,0.5,0.5,0.0,0.0,0.0
 TimesFM-2.5,Chronos-2,0.5,0.2,0.8,0.016,-0.093,0.11
-TimesFM-2.5,TabPFN-TS-3,0.4,0.1,0.7,0.055,-0.033,0.157
 TimesFM-2.5,LightGBM,0.5,0.2,0.8,-0.008,-0.151,0.132
+TimesFM-2.5,TabPFN-TS-3,0.4,0.1,0.7,0.055,-0.033,0.157
 TimesFM-2.5,CatBoost,0.5,0.2,0.8,-0.004,-0.149,0.123
-TimesFM-2.5,TiRex,0.7,0.4,0.9,0.006,-0.088,0.075
 TimesFM-2.5,TabPFN-TS,0.7,0.4,1.0,-0.026,-0.178,0.069
+TimesFM-2.5,TiRex,0.7,0.4,0.9,0.006,-0.088,0.075
 TimesFM-2.5,FlowState,0.6,0.3,0.9,0.069,-0.018,0.168
 TimesFM-2.5,Moirai-2.0,0.6,0.3,0.9,-0.014,-0.094,0.036
 TimesFM-2.5,Toto-2.0-2.5B,0.6,0.3,0.9,0.08,-0.008,0.176
@@ -15,13 +33,14 @@ TimesFM-2.5,Toto-2.0-22m,0.6,0.3,0.9,0.076,-0.002,0.159
 TimesFM-2.5,Toto-2.0-1B,0.7,0.4,1.0,0.092,0.014,0.176
 TimesFM-2.5,Chronos-Bolt,0.8,0.6,1.0,0.041,-0.026,0.112
 TimesFM-2.5,Seasonal Naive,1.0,1.0,1.0,0.329,0.204,0.472
+Chronos-2,TiRex-2,0.3,0.1,0.6,-0.048,-0.102,-0.007
 Chronos-2,TimesFM-2.5,0.5,0.2,0.8,-0.016,-0.124,0.085
 Chronos-2,Chronos-2,0.5,0.5,0.5,0.0,0.0,0.0
-Chronos-2,TabPFN-TS-3,0.5,0.2,0.8,0.04,-0.012,0.095
 Chronos-2,LightGBM,0.4,0.1,0.7,-0.024,-0.166,0.118
+Chronos-2,TabPFN-TS-3,0.5,0.2,0.8,0.04,-0.012,0.095
 Chronos-2,CatBoost,0.5,0.2,0.8,-0.021,-0.154,0.112
-Chronos-2,TiRex,0.6,0.3,0.9,-0.01,-0.052,0.023
 Chronos-2,TabPFN-TS,0.5,0.2,0.8,-0.042,-0.101,0.001
+Chronos-2,TiRex,0.6,0.3,0.9,-0.01,-0.052,0.023
 Chronos-2,FlowState,0.6,0.3,0.9,0.053,-0.056,0.143
 Chronos-2,Moirai-2.0,0.7,0.4,0.9,-0.03,-0.114,0.028
 Chronos-2,Toto-2.0-2.5B,0.6,0.3,0.9,0.065,0.003,0.126
@@ -31,29 +50,14 @@ Chronos-2,Toto-2.0-22m,0.8,0.6,1.0,0.061,-0.014,0.133
 Chronos-2,Toto-2.0-1B,0.6,0.3,0.9,0.077,0.004,0.159
 Chronos-2,Chronos-Bolt,0.8,0.6,1.0,0.025,-0.04,0.08
 Chronos-2,Seasonal Naive,0.9,0.7,1.0,0.318,0.17,0.455
-TabPFN-TS-3,TimesFM-2.5,0.6,0.3,0.9,-0.058,-0.186,0.032
-TabPFN-TS-3,Chronos-2,0.5,0.2,0.8,-0.041,-0.105,0.012
-TabPFN-TS-3,TabPFN-TS-3,0.5,0.5,0.5,0.0,0.0,0.0
-TabPFN-TS-3,LightGBM,0.5,0.2,0.8,-0.066,-0.255,0.11
-TabPFN-TS-3,CatBoost,0.5,0.2,0.8,-0.063,-0.234,0.102
-TabPFN-TS-3,TiRex,0.4,0.1,0.7,-0.052,-0.134,0.003
-TabPFN-TS-3,TabPFN-TS,0.4,0.1,0.7,-0.085,-0.189,-0.005
-TabPFN-TS-3,FlowState,0.6,0.3,0.9,0.014,-0.051,0.075
-TabPFN-TS-3,Moirai-2.0,0.6,0.3,0.9,-0.073,-0.185,0.003
-TabPFN-TS-3,Toto-2.0-2.5B,0.6,0.3,0.9,0.027,-0.07,0.11
-TabPFN-TS-3,Toto-2.0-313m,0.7,0.4,1.0,0.025,-0.09,0.121
-TabPFN-TS-3,Toto-1.0,0.7,0.4,0.902,-0.04,-0.152,0.039
-TabPFN-TS-3,Toto-2.0-22m,0.7,0.4,1.0,0.022,-0.093,0.114
-TabPFN-TS-3,Toto-2.0-1B,0.6,0.3,0.9,0.039,-0.058,0.122
-TabPFN-TS-3,Chronos-Bolt,0.6,0.3,0.9,-0.015,-0.067,0.028
-TabPFN-TS-3,Seasonal Naive,1.0,1.0,1.0,0.29,0.176,0.398
+LightGBM,TiRex-2,0.5,0.2,0.8,-0.023,-0.149,0.064
 LightGBM,TimesFM-2.5,0.5,0.2,0.8,0.008,-0.152,0.131
 LightGBM,Chronos-2,0.6,0.3,0.9,0.024,-0.134,0.142
-LightGBM,TabPFN-TS-3,0.5,0.2,0.8,0.062,-0.124,0.203
 LightGBM,LightGBM,0.5,0.5,0.5,0.0,0.0,0.0
+LightGBM,TabPFN-TS-3,0.5,0.2,0.8,0.062,-0.124,0.203
 LightGBM,CatBoost,0.6,0.3,0.9,0.003,-0.02,0.028
-LightGBM,TiRex,0.5,0.2,0.8,0.014,-0.136,0.114
 LightGBM,TabPFN-TS,0.5,0.2,0.8,-0.018,-0.155,0.089
+LightGBM,TiRex,0.5,0.2,0.8,0.014,-0.136,0.114
 LightGBM,FlowState,0.4,0.1,0.7,0.076,-0.119,0.233
 LightGBM,Moirai-2.0,0.6,0.3,0.9,-0.006,-0.147,0.089
 LightGBM,Toto-2.0-2.5B,0.7,0.4,0.902,0.087,-0.086,0.211
@@ -63,13 +67,31 @@ LightGBM,Toto-2.0-22m,0.7,0.4,0.902,0.083,-0.079,0.19
 LightGBM,Toto-2.0-1B,0.7,0.4,0.902,0.099,-0.085,0.221
 LightGBM,Chronos-Bolt,0.6,0.3,0.9,0.048,-0.118,0.168
 LightGBM,Seasonal Naive,0.8,0.5,1.0,0.334,0.122,0.504
+TabPFN-TS-3,TiRex-2,0.3,0.1,0.6,-0.091,-0.198,-0.014
+TabPFN-TS-3,TimesFM-2.5,0.6,0.3,0.9,-0.058,-0.186,0.032
+TabPFN-TS-3,Chronos-2,0.5,0.2,0.8,-0.041,-0.105,0.012
+TabPFN-TS-3,LightGBM,0.5,0.2,0.8,-0.066,-0.255,0.11
+TabPFN-TS-3,TabPFN-TS-3,0.5,0.5,0.5,0.0,0.0,0.0
+TabPFN-TS-3,CatBoost,0.5,0.2,0.8,-0.063,-0.234,0.102
+TabPFN-TS-3,TabPFN-TS,0.4,0.1,0.7,-0.085,-0.189,-0.005
+TabPFN-TS-3,TiRex,0.4,0.1,0.7,-0.052,-0.134,0.003
+TabPFN-TS-3,FlowState,0.6,0.3,0.9,0.014,-0.051,0.075
+TabPFN-TS-3,Moirai-2.0,0.6,0.3,0.9,-0.073,-0.185,0.003
+TabPFN-TS-3,Toto-2.0-2.5B,0.6,0.3,0.9,0.027,-0.07,0.11
+TabPFN-TS-3,Toto-2.0-313m,0.7,0.4,1.0,0.025,-0.09,0.121
+TabPFN-TS-3,Toto-1.0,0.7,0.4,0.902,-0.04,-0.152,0.039
+TabPFN-TS-3,Toto-2.0-22m,0.7,0.4,1.0,0.022,-0.093,0.114
+TabPFN-TS-3,Toto-2.0-1B,0.6,0.3,0.9,0.039,-0.058,0.122
+TabPFN-TS-3,Chronos-Bolt,0.6,0.3,0.9,-0.015,-0.067,0.028
+TabPFN-TS-3,Seasonal Naive,1.0,1.0,1.0,0.29,0.176,0.398
+CatBoost,TiRex-2,0.5,0.2,0.8,-0.027,-0.144,0.058
 CatBoost,TimesFM-2.5,0.5,0.2,0.8,0.004,-0.14,0.129
 CatBoost,Chronos-2,0.5,0.2,0.8,0.02,-0.127,0.134
-CatBoost,TabPFN-TS-3,0.5,0.2,0.8,0.059,-0.114,0.189
 CatBoost,LightGBM,0.4,0.1,0.7,-0.003,-0.029,0.019
+CatBoost,TabPFN-TS-3,0.5,0.2,0.8,0.059,-0.114,0.189
 CatBoost,CatBoost,0.5,0.5,0.5,0.0,0.0,0.0
-CatBoost,TiRex,0.5,0.2,0.8,0.01,-0.126,0.107
 CatBoost,TabPFN-TS,0.5,0.2,0.8,-0.021,-0.14,0.076
+CatBoost,TiRex,0.5,0.2,0.8,0.01,-0.126,0.107
 CatBoost,FlowState,0.4,0.1,0.7,0.073,-0.112,0.218
 CatBoost,Moirai-2.0,0.6,0.3,0.9,-0.009,-0.137,0.079
 CatBoost,Toto-2.0-2.5B,0.7,0.4,0.902,0.084,-0.076,0.205
@@ -79,29 +101,14 @@ CatBoost,Toto-2.0-22m,0.7,0.4,0.902,0.08,-0.071,0.185
 CatBoost,Toto-2.0-1B,0.7,0.4,0.902,0.096,-0.073,0.217
 CatBoost,Chronos-Bolt,0.6,0.3,0.9,0.045,-0.115,0.157
 CatBoost,Seasonal Naive,0.8,0.5,1.0,0.332,0.125,0.498
-TiRex,TimesFM-2.5,0.3,0.1,0.6,-0.006,-0.081,0.081
-TiRex,Chronos-2,0.4,0.1,0.7,0.01,-0.024,0.049
-TiRex,TabPFN-TS-3,0.6,0.3,0.9,0.049,-0.003,0.118
-TiRex,LightGBM,0.5,0.2,0.8,-0.014,-0.129,0.119
-TiRex,CatBoost,0.5,0.2,0.8,-0.01,-0.12,0.112
-TiRex,TiRex,0.5,0.5,0.5,0.0,0.0,0.0
-TiRex,TabPFN-TS,0.5,0.2,0.8,-0.032,-0.085,0.006
-TiRex,FlowState,0.5,0.2,0.8,0.063,-0.026,0.146
-TiRex,Moirai-2.0,0.7,0.4,0.9,-0.02,-0.063,0.015
-TiRex,Toto-2.0-2.5B,0.6,0.3,0.9,0.075,-0.003,0.149
-TiRex,Toto-2.0-313m,0.5,0.2,0.8,0.073,-0.012,0.166
-TiRex,Toto-1.0,0.7,0.4,0.902,0.011,-0.041,0.062
-TiRex,Toto-2.0-22m,0.5,0.2,0.8,0.07,-0.006,0.145
-TiRex,Toto-2.0-1B,0.6,0.3,0.9,0.087,0.004,0.168
-TiRex,Chronos-Bolt,0.7,0.4,0.9,0.035,-0.013,0.085
-TiRex,Seasonal Naive,1.0,1.0,1.0,0.325,0.184,0.464
+TabPFN-TS,TiRex-2,0.3,0.0,0.6,-0.006,-0.059,0.049
 TabPFN-TS,TimesFM-2.5,0.3,0.0,0.6,0.025,-0.074,0.151
 TabPFN-TS,Chronos-2,0.5,0.2,0.8,0.041,-0.001,0.091
-TabPFN-TS,TabPFN-TS-3,0.6,0.3,0.9,0.079,0.005,0.159
 TabPFN-TS,LightGBM,0.5,0.2,0.8,0.017,-0.098,0.134
+TabPFN-TS,TabPFN-TS-3,0.6,0.3,0.9,0.079,0.005,0.159
 TabPFN-TS,CatBoost,0.5,0.2,0.8,0.021,-0.082,0.123
-TabPFN-TS,TiRex,0.5,0.2,0.8,0.031,-0.006,0.079
 TabPFN-TS,TabPFN-TS,0.5,0.5,0.5,0.0,0.0,0.0
+TabPFN-TS,TiRex,0.5,0.2,0.8,0.031,-0.006,0.079
 TabPFN-TS,FlowState,0.5,0.2,0.8,0.092,-0.014,0.193
 TabPFN-TS,Moirai-2.0,0.6,0.3,0.9,0.011,-0.055,0.076
 TabPFN-TS,Toto-2.0-2.5B,0.5,0.2,0.8,0.103,0.01,0.195
@@ -111,13 +118,31 @@ TabPFN-TS,Toto-2.0-22m,0.6,0.3,0.9,0.099,0.001,0.188
 TabPFN-TS,Toto-2.0-1B,0.6,0.3,0.9,0.115,0.015,0.226
 TabPFN-TS,Chronos-Bolt,0.6,0.3,0.9,0.065,-0.002,0.145
 TabPFN-TS,Seasonal Naive,1.0,1.0,1.0,0.346,0.194,0.48
+TiRex,TiRex-2,0.1,0.0,0.3,-0.038,-0.075,-0.002
+TiRex,TimesFM-2.5,0.3,0.1,0.6,-0.006,-0.081,0.081
+TiRex,Chronos-2,0.4,0.1,0.7,0.01,-0.024,0.049
+TiRex,LightGBM,0.5,0.2,0.8,-0.014,-0.129,0.119
+TiRex,TabPFN-TS-3,0.6,0.3,0.9,0.049,-0.003,0.118
+TiRex,CatBoost,0.5,0.2,0.8,-0.01,-0.12,0.112
+TiRex,TabPFN-TS,0.5,0.2,0.8,-0.032,-0.085,0.006
+TiRex,TiRex,0.5,0.5,0.5,0.0,0.0,0.0
+TiRex,FlowState,0.5,0.2,0.8,0.063,-0.026,0.146
+TiRex,Moirai-2.0,0.7,0.4,0.9,-0.02,-0.063,0.015
+TiRex,Toto-2.0-2.5B,0.6,0.3,0.9,0.075,-0.003,0.149
+TiRex,Toto-2.0-313m,0.5,0.2,0.8,0.073,-0.012,0.166
+TiRex,Toto-1.0,0.7,0.4,0.902,0.011,-0.041,0.062
+TiRex,Toto-2.0-22m,0.5,0.2,0.8,0.07,-0.006,0.145
+TiRex,Toto-2.0-1B,0.6,0.3,0.9,0.087,0.004,0.168
+TiRex,Chronos-Bolt,0.7,0.4,0.9,0.035,-0.013,0.085
+TiRex,Seasonal Naive,1.0,1.0,1.0,0.325,0.184,0.464
+FlowState,TiRex-2,0.4,0.1,0.7,-0.107,-0.244,0.012
 FlowState,TimesFM-2.5,0.4,0.1,0.7,-0.074,-0.201,0.018
 FlowState,Chronos-2,0.4,0.1,0.7,-0.056,-0.167,0.053
-FlowState,TabPFN-TS-3,0.4,0.1,0.7,-0.014,-0.081,0.048
 FlowState,LightGBM,0.6,0.3,0.9,-0.082,-0.303,0.107
+FlowState,TabPFN-TS-3,0.4,0.1,0.7,-0.014,-0.081,0.048
 FlowState,CatBoost,0.6,0.3,0.9,-0.078,-0.28,0.101
-FlowState,TiRex,0.5,0.2,0.8,-0.067,-0.171,0.025
 FlowState,TabPFN-TS,0.5,0.2,0.8,-0.101,-0.239,0.014
+FlowState,TiRex,0.5,0.2,0.8,-0.067,-0.171,0.025
 FlowState,FlowState,0.5,0.5,0.5,0.0,0.0,0.0
 FlowState,Moirai-2.0,0.5,0.2,0.8,-0.088,-0.212,0.013
 FlowState,Toto-2.0-2.5B,0.5,0.2,0.8,0.013,-0.135,0.139
@@ -127,13 +152,14 @@ FlowState,Toto-2.0-22m,0.5,0.2,0.8,0.008,-0.146,0.136
 FlowState,Toto-2.0-1B,0.5,0.2,0.8,0.025,-0.115,0.145
 FlowState,Chronos-Bolt,0.7,0.4,0.902,-0.03,-0.119,0.052
 FlowState,Seasonal Naive,0.9,0.7,1.0,0.279,0.18,0.379
+Moirai-2.0,TiRex-2,0.2,0.0,0.4,-0.017,-0.065,0.033
 Moirai-2.0,TimesFM-2.5,0.4,0.1,0.7,0.014,-0.037,0.086
 Moirai-2.0,Chronos-2,0.3,0.1,0.6,0.029,-0.029,0.102
-Moirai-2.0,TabPFN-TS-3,0.4,0.1,0.7,0.068,-0.003,0.156
 Moirai-2.0,LightGBM,0.4,0.1,0.7,0.006,-0.097,0.128
+Moirai-2.0,TabPFN-TS-3,0.4,0.1,0.7,0.068,-0.003,0.156
 Moirai-2.0,CatBoost,0.4,0.1,0.7,0.009,-0.086,0.121
-Moirai-2.0,TiRex,0.3,0.1,0.6,0.02,-0.015,0.059
 Moirai-2.0,TabPFN-TS,0.4,0.1,0.7,-0.012,-0.082,0.052
+Moirai-2.0,TiRex,0.3,0.1,0.6,0.02,-0.015,0.059
 Moirai-2.0,FlowState,0.5,0.2,0.8,0.081,-0.013,0.175
 Moirai-2.0,Moirai-2.0,0.5,0.5,0.5,0.0,0.0,0.0
 Moirai-2.0,Toto-2.0-2.5B,0.6,0.3,0.9,0.093,-0.001,0.183
@@ -143,13 +169,14 @@ Moirai-2.0,Toto-2.0-22m,0.5,0.2,0.8,0.089,-0.002,0.173
 Moirai-2.0,Toto-2.0-1B,0.6,0.3,0.9,0.105,0.003,0.197
 Moirai-2.0,Chronos-Bolt,0.75,0.45,1.0,0.054,0.003,0.111
 Moirai-2.0,Seasonal Naive,1.0,1.0,1.0,0.338,0.203,0.482
+Toto-2.0-2.5B,TiRex-2,0.4,0.1,0.7,-0.121,-0.2,-0.041
 Toto-2.0-2.5B,TimesFM-2.5,0.4,0.1,0.7,-0.087,-0.213,0.008
 Toto-2.0-2.5B,Chronos-2,0.4,0.1,0.7,-0.07,-0.144,-0.003
-Toto-2.0-2.5B,TabPFN-TS-3,0.4,0.1,0.7,-0.027,-0.123,0.066
 Toto-2.0-2.5B,LightGBM,0.3,0.098,0.6,-0.096,-0.268,0.079
+Toto-2.0-2.5B,TabPFN-TS-3,0.4,0.1,0.7,-0.027,-0.123,0.066
 Toto-2.0-2.5B,CatBoost,0.3,0.098,0.6,-0.092,-0.257,0.07
-Toto-2.0-2.5B,TiRex,0.4,0.1,0.7,-0.081,-0.175,0.003
 Toto-2.0-2.5B,TabPFN-TS,0.5,0.2,0.8,-0.115,-0.242,-0.01
+Toto-2.0-2.5B,TiRex,0.4,0.1,0.7,-0.081,-0.175,0.003
 Toto-2.0-2.5B,FlowState,0.5,0.2,0.8,-0.013,-0.162,0.119
 Toto-2.0-2.5B,Moirai-2.0,0.4,0.1,0.7,-0.102,-0.223,0.001
 Toto-2.0-2.5B,Toto-2.0-2.5B,0.5,0.5,0.5,0.0,0.0,0.0
@@ -159,13 +186,14 @@ Toto-2.0-2.5B,Toto-2.0-22m,0.6,0.3,0.9,-0.005,-0.046,0.029
 Toto-2.0-2.5B,Toto-2.0-1B,0.8,0.5,1.0,0.013,-0.014,0.046
 Toto-2.0-2.5B,Chronos-Bolt,0.6,0.3,0.9,-0.043,-0.145,0.039
 Toto-2.0-2.5B,Seasonal Naive,0.8,0.6,1.0,0.27,0.097,0.424
+Toto-2.0-313m,TiRex-2,0.3,0.098,0.6,-0.12,-0.231,-0.032
 Toto-2.0-313m,TimesFM-2.5,0.4,0.1,0.7,-0.086,-0.182,-0.006
 Toto-2.0-313m,Chronos-2,0.4,0.1,0.7,-0.068,-0.19,0.022
-Toto-2.0-313m,TabPFN-TS-3,0.3,0.0,0.6,-0.026,-0.138,0.082
 Toto-2.0-313m,LightGBM,0.3,0.098,0.6,-0.094,-0.268,0.085
+Toto-2.0-313m,TabPFN-TS-3,0.3,0.0,0.6,-0.026,-0.138,0.082
 Toto-2.0-313m,CatBoost,0.3,0.098,0.6,-0.09,-0.27,0.077
-Toto-2.0-313m,TiRex,0.5,0.2,0.8,-0.079,-0.199,0.012
 Toto-2.0-313m,TabPFN-TS,0.5,0.2,0.8,-0.113,-0.282,0.005
+Toto-2.0-313m,TiRex,0.5,0.2,0.8,-0.079,-0.199,0.012
 Toto-2.0-313m,FlowState,0.5,0.2,0.8,-0.011,-0.155,0.126
 Toto-2.0-313m,Moirai-2.0,0.4,0.1,0.7,-0.101,-0.229,0.01
 Toto-2.0-313m,Toto-2.0-2.5B,0.5,0.2,0.8,0.001,-0.052,0.053
@@ -175,13 +203,14 @@ Toto-2.0-313m,Toto-2.0-22m,0.6,0.3,0.9,-0.003,-0.054,0.033
 Toto-2.0-313m,Toto-2.0-1B,0.5,0.2,0.8,0.015,-0.01,0.046
 Toto-2.0-313m,Chronos-Bolt,0.7,0.4,1.0,-0.042,-0.144,0.049
 Toto-2.0-313m,Seasonal Naive,0.8,0.6,1.0,0.271,0.114,0.434
+Toto-1.0,TiRex-2,0.1,0.0,0.3,-0.049,-0.089,-0.019
 Toto-1.0,TimesFM-2.5,0.4,0.1,0.7,-0.017,-0.125,0.082
 Toto-1.0,Chronos-2,0.3,0.0,0.6,-0.001,-0.041,0.045
-Toto-1.0,TabPFN-TS-3,0.3,0.098,0.6,0.039,-0.041,0.132
 Toto-1.0,LightGBM,0.5,0.2,0.8,-0.025,-0.145,0.096
+Toto-1.0,TabPFN-TS-3,0.3,0.098,0.6,0.039,-0.041,0.132
 Toto-1.0,CatBoost,0.5,0.2,0.8,-0.022,-0.135,0.092
-Toto-1.0,TiRex,0.3,0.098,0.6,-0.011,-0.066,0.039
 Toto-1.0,TabPFN-TS,0.3,0.1,0.6,-0.044,-0.113,0.022
+Toto-1.0,TiRex,0.3,0.098,0.6,-0.011,-0.066,0.039
 Toto-1.0,FlowState,0.3,0.098,0.6,0.052,-0.085,0.175
 Toto-1.0,Moirai-2.0,0.4,0.1,0.7,-0.032,-0.115,0.033
 Toto-1.0,Toto-2.0-2.5B,0.5,0.2,0.8,0.064,0.003,0.121
@@ -191,13 +220,14 @@ Toto-1.0,Toto-2.0-22m,0.6,0.3,0.9,0.06,-0.004,0.118
 Toto-1.0,Toto-2.0-1B,0.6,0.3,0.9,0.076,0.003,0.155
 Toto-1.0,Chronos-Bolt,0.5,0.2,0.8,0.024,-0.058,0.096
 Toto-1.0,Seasonal Naive,0.9,0.7,1.0,0.317,0.15,0.473
+Toto-2.0-22m,TiRex-2,0.2,0.0,0.5,-0.116,-0.187,-0.044
 Toto-2.0-22m,TimesFM-2.5,0.4,0.1,0.7,-0.082,-0.189,0.002
 Toto-2.0-22m,Chronos-2,0.2,0.0,0.4,-0.065,-0.153,0.014
-Toto-2.0-22m,TabPFN-TS-3,0.3,0.0,0.6,-0.023,-0.129,0.085
 Toto-2.0-22m,LightGBM,0.3,0.098,0.6,-0.091,-0.235,0.073
+Toto-2.0-22m,TabPFN-TS-3,0.3,0.0,0.6,-0.023,-0.129,0.085
 Toto-2.0-22m,CatBoost,0.3,0.098,0.6,-0.087,-0.228,0.066
-Toto-2.0-22m,TiRex,0.5,0.2,0.8,-0.076,-0.169,0.006
 Toto-2.0-22m,TabPFN-TS,0.4,0.1,0.7,-0.11,-0.231,-0.001
+Toto-2.0-22m,TiRex,0.5,0.2,0.8,-0.076,-0.169,0.006
 Toto-2.0-22m,FlowState,0.5,0.2,0.8,-0.008,-0.157,0.127
 Toto-2.0-22m,Moirai-2.0,0.5,0.2,0.8,-0.097,-0.209,0.002
 Toto-2.0-22m,Toto-2.0-2.5B,0.4,0.1,0.7,0.005,-0.03,0.044
@@ -207,13 +237,14 @@ Toto-2.0-22m,Toto-2.0-22m,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-2.0-22m,Toto-2.0-1B,0.6,0.3,0.9,0.018,-0.019,0.059
 Toto-2.0-22m,Chronos-Bolt,0.5,0.2,0.8,-0.038,-0.146,0.054
 Toto-2.0-22m,Seasonal Naive,0.8,0.6,1.0,0.274,0.095,0.44
+Toto-2.0-1B,TiRex-2,0.3,0.098,0.6,-0.136,-0.234,-0.047
 Toto-2.0-1B,TimesFM-2.5,0.3,0.0,0.6,-0.102,-0.213,-0.014
 Toto-2.0-1B,Chronos-2,0.4,0.1,0.7,-0.084,-0.188,-0.005
-Toto-2.0-1B,TabPFN-TS-3,0.4,0.1,0.7,-0.041,-0.139,0.055
 Toto-2.0-1B,LightGBM,0.3,0.098,0.6,-0.11,-0.283,0.078
+Toto-2.0-1B,TabPFN-TS-3,0.4,0.1,0.7,-0.041,-0.139,0.055
 Toto-2.0-1B,CatBoost,0.3,0.098,0.6,-0.106,-0.277,0.068
-Toto-2.0-1B,TiRex,0.4,0.1,0.7,-0.095,-0.202,-0.004
 Toto-2.0-1B,TabPFN-TS,0.4,0.1,0.7,-0.13,-0.292,-0.015
+Toto-2.0-1B,TiRex,0.4,0.1,0.7,-0.095,-0.202,-0.004
 Toto-2.0-1B,FlowState,0.5,0.2,0.8,-0.026,-0.169,0.103
 Toto-2.0-1B,Moirai-2.0,0.4,0.1,0.7,-0.117,-0.246,-0.003
 Toto-2.0-1B,Toto-2.0-2.5B,0.2,0.0,0.5,-0.013,-0.048,0.014
@@ -223,13 +254,14 @@ Toto-2.0-1B,Toto-2.0-22m,0.4,0.1,0.7,-0.018,-0.063,0.019
 Toto-2.0-1B,Toto-2.0-1B,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-2.0-1B,Chronos-Bolt,0.6,0.3,0.9,-0.057,-0.153,0.026
 Toto-2.0-1B,Seasonal Naive,0.8,0.6,1.0,0.261,0.1,0.412
+Chronos-Bolt,TiRex-2,0.2,0.0,0.4,-0.075,-0.151,-0.005
 Chronos-Bolt,TimesFM-2.5,0.2,0.0,0.4,-0.042,-0.127,0.025
 Chronos-Bolt,Chronos-2,0.2,0.0,0.4,-0.026,-0.087,0.038
-Chronos-Bolt,TabPFN-TS-3,0.4,0.1,0.7,0.015,-0.029,0.063
 Chronos-Bolt,LightGBM,0.4,0.1,0.7,-0.05,-0.201,0.106
+Chronos-Bolt,TabPFN-TS-3,0.4,0.1,0.7,0.015,-0.029,0.063
 Chronos-Bolt,CatBoost,0.4,0.1,0.7,-0.047,-0.186,0.103
-Chronos-Bolt,TiRex,0.3,0.1,0.6,-0.036,-0.092,0.013
 Chronos-Bolt,TabPFN-TS,0.4,0.1,0.7,-0.069,-0.169,0.002
+Chronos-Bolt,TiRex,0.3,0.1,0.6,-0.036,-0.092,0.013
 Chronos-Bolt,FlowState,0.3,0.098,0.6,0.029,-0.055,0.107
 Chronos-Bolt,Moirai-2.0,0.25,0.0,0.55,-0.057,-0.125,-0.003
 Chronos-Bolt,Toto-2.0-2.5B,0.4,0.1,0.7,0.041,-0.04,0.127
@@ -239,13 +271,14 @@ Chronos-Bolt,Toto-2.0-22m,0.5,0.2,0.8,0.037,-0.057,0.127
 Chronos-Bolt,Toto-2.0-1B,0.4,0.1,0.7,0.054,-0.027,0.133
 Chronos-Bolt,Chronos-Bolt,0.5,0.5,0.5,0.0,0.0,0.0
 Chronos-Bolt,Seasonal Naive,1.0,1.0,1.0,0.3,0.183,0.423
+Seasonal Naive,TiRex-2,0.0,0.0,0.0,-0.536,-0.978,-0.25
 Seasonal Naive,TimesFM-2.5,0.0,0.0,0.0,-0.49,-0.893,-0.257
 Seasonal Naive,Chronos-2,0.1,0.0,0.3,-0.466,-0.835,-0.204
-Seasonal Naive,TabPFN-TS-3,0.0,0.0,0.0,-0.408,-0.661,-0.214
 Seasonal Naive,LightGBM,0.2,0.0,0.5,-0.501,-1.017,-0.14
+Seasonal Naive,TabPFN-TS-3,0.0,0.0,0.0,-0.408,-0.661,-0.214
 Seasonal Naive,CatBoost,0.2,0.0,0.5,-0.496,-0.991,-0.143
-Seasonal Naive,TiRex,0.0,0.0,0.0,-0.481,-0.865,-0.226
 Seasonal Naive,TabPFN-TS,0.0,0.0,0.0,-0.528,-0.922,-0.241
+Seasonal Naive,TiRex,0.0,0.0,0.0,-0.481,-0.865,-0.226
 Seasonal Naive,FlowState,0.1,0.0,0.3,-0.388,-0.61,-0.22
 Seasonal Naive,Moirai-2.0,0.0,0.0,0.0,-0.51,-0.93,-0.255
 Seasonal Naive,Toto-2.0-2.5B,0.2,0.0,0.4,-0.37,-0.735,-0.107
diff --git a/tables/domain_health/pairwise_SQL.csv b/tables/domain_health/pairwise_SQL.csv
index 78fc1abbc5947ffa8ff7365f1e6478b626562ea3..a5210e1d84002c4327caa854090a817b7e54c7d7 100644
--- a/tables/domain_health/pairwise_SQL.csv
+++ b/tables/domain_health/pairwise_SQL.csv
@@ -1,257 +1,257 @@
 model_1,model_2,win_rate,win_rate_lower,win_rate_upper,skill_score,skill_score_lower,skill_score_upper
+TiRex-2,TiRex-2,0.5,0.5,0.5,0.0,0.0,0.0
+TiRex-2,Chronos-2,0.7,0.4,1.0,0.022,-0.01,0.059
+TiRex-2,TimesFM-2.5,0.7,0.4,0.902,0.022,-0.04,0.096
+TiRex-2,Toto-2.0-2.5B,0.7,0.4,1.0,0.088,0.023,0.15
+TiRex-2,Toto-2.0-313m,0.6,0.3,0.9,0.085,0.014,0.154
+TiRex-2,TabPFN-TS,0.8,0.5,1.0,0.026,-0.001,0.06
+TiRex-2,TabPFN-TS-3,0.8,0.5,1.0,0.084,0.022,0.151
+TiRex-2,TiRex,0.9,0.7,1.0,0.04,0.008,0.069
+TiRex-2,Moirai-2.0,0.7,0.4,0.9,0.012,-0.031,0.053
+TiRex-2,Toto-1.0,0.7,0.4,0.902,0.026,-0.023,0.077
+TiRex-2,Toto-2.0-1B,0.8,0.5,1.0,0.099,0.03,0.163
+TiRex-2,Toto-2.0-22m,0.8,0.5,1.0,0.086,0.02,0.144
+TiRex-2,Chronos-Bolt,0.8,0.6,1.0,0.046,-0.007,0.098
+TiRex-2,FlowState,0.8,0.6,1.0,0.099,0.005,0.182
+TiRex-2,Toto-2.0-4m,1.0,1.0,1.0,0.076,0.033,0.123
+TiRex-2,Seasonal Naive,1.0,1.0,1.0,0.394,0.256,0.521
+Chronos-2,TiRex-2,0.3,0.0,0.6,-0.022,-0.062,0.01
 Chronos-2,Chronos-2,0.5,0.5,0.5,0.0,0.0,0.0
 Chronos-2,TimesFM-2.5,0.5,0.2,0.8,0.001,-0.091,0.094
 Chronos-2,Toto-2.0-2.5B,0.6,0.3,0.9,0.068,-0.001,0.133
-Chronos-2,TiRex,0.7,0.4,0.9,0.019,-0.022,0.054
 Chronos-2,Toto-2.0-313m,0.7,0.4,0.902,0.065,-0.023,0.154
-Chronos-2,TabPFN-TS-3,0.7,0.4,0.9,0.064,0.009,0.119
 Chronos-2,TabPFN-TS,0.8,0.5,1.0,0.005,-0.032,0.03
+Chronos-2,TabPFN-TS-3,0.7,0.4,0.9,0.064,0.009,0.119
+Chronos-2,TiRex,0.7,0.4,0.9,0.019,-0.022,0.054
 Chronos-2,Moirai-2.0,0.7,0.4,0.9,-0.01,-0.086,0.045
 Chronos-2,Toto-1.0,0.8,0.598,1.0,0.005,-0.053,0.052
 Chronos-2,Toto-2.0-1B,0.6,0.3,0.9,0.079,0.002,0.157
 Chronos-2,Toto-2.0-22m,0.8,0.6,1.0,0.066,-0.016,0.142
 Chronos-2,Chronos-Bolt,0.8,0.6,1.0,0.025,-0.035,0.08
-Chronos-2,AutoETS,0.7,0.4,0.902,0.101,-0.023,0.231
 Chronos-2,FlowState,0.6,0.3,0.9,0.079,-0.021,0.16
 Chronos-2,Toto-2.0-4m,0.9,0.7,1.0,0.056,0.012,0.113
 Chronos-2,Seasonal Naive,1.0,1.0,1.0,0.381,0.242,0.504
+TimesFM-2.5,TiRex-2,0.3,0.098,0.6,-0.023,-0.106,0.039
 TimesFM-2.5,Chronos-2,0.5,0.2,0.8,-0.001,-0.104,0.084
 TimesFM-2.5,TimesFM-2.5,0.5,0.5,0.5,0.0,0.0,0.0
 TimesFM-2.5,Toto-2.0-2.5B,0.6,0.3,0.9,0.068,-0.024,0.165
-TimesFM-2.5,TiRex,0.7,0.4,0.9,0.018,-0.05,0.072
 TimesFM-2.5,Toto-2.0-313m,0.6,0.3,0.9,0.064,-0.006,0.141
-TimesFM-2.5,TabPFN-TS-3,0.6,0.3,0.9,0.063,-0.014,0.15
 TimesFM-2.5,TabPFN-TS,0.7,0.4,1.0,0.004,-0.096,0.075
+TimesFM-2.5,TabPFN-TS-3,0.6,0.3,0.9,0.063,-0.014,0.15
+TimesFM-2.5,TiRex,0.7,0.4,0.9,0.018,-0.05,0.072
 TimesFM-2.5,Moirai-2.0,0.7,0.4,0.9,-0.011,-0.085,0.035
 TimesFM-2.5,Toto-1.0,0.6,0.3,0.9,0.004,-0.105,0.104
 TimesFM-2.5,Toto-2.0-1B,0.7,0.4,1.0,0.078,0.004,0.156
 TimesFM-2.5,Toto-2.0-22m,0.5,0.2,0.8,0.065,-0.012,0.149
 TimesFM-2.5,Chronos-Bolt,0.7,0.4,1.0,0.024,-0.032,0.08
-TimesFM-2.5,AutoETS,0.6,0.3,0.9,0.1,-0.086,0.252
 TimesFM-2.5,FlowState,0.7,0.4,1.0,0.078,0.001,0.158
 TimesFM-2.5,Toto-2.0-4m,0.6,0.3,0.9,0.055,-0.059,0.151
 TimesFM-2.5,Seasonal Naive,1.0,1.0,1.0,0.38,0.264,0.511
+Toto-2.0-2.5B,TiRex-2,0.3,0.0,0.6,-0.097,-0.177,-0.023
 Toto-2.0-2.5B,Chronos-2,0.4,0.1,0.7,-0.073,-0.154,0.001
 Toto-2.0-2.5B,TimesFM-2.5,0.4,0.1,0.7,-0.072,-0.198,0.023
 Toto-2.0-2.5B,Toto-2.0-2.5B,0.5,0.5,0.5,0.0,0.0,0.0
-Toto-2.0-2.5B,TiRex,0.6,0.3,0.9,-0.053,-0.145,0.024
 Toto-2.0-2.5B,Toto-2.0-313m,0.5,0.2,0.8,-0.003,-0.059,0.046
-Toto-2.0-2.5B,TabPFN-TS-3,0.5,0.2,0.8,-0.005,-0.107,0.091
 Toto-2.0-2.5B,TabPFN-TS,0.5,0.2,0.8,-0.068,-0.169,0.018
+Toto-2.0-2.5B,TabPFN-TS-3,0.5,0.2,0.8,-0.005,-0.107,0.091
+Toto-2.0-2.5B,TiRex,0.6,0.3,0.9,-0.053,-0.145,0.024
 Toto-2.0-2.5B,Moirai-2.0,0.5,0.2,0.8,-0.084,-0.205,0.013
 Toto-2.0-2.5B,Toto-1.0,0.4,0.1,0.7,-0.068,-0.141,0.001
 Toto-2.0-2.5B,Toto-2.0-1B,0.7,0.4,0.9,0.011,-0.022,0.045
 Toto-2.0-2.5B,Toto-2.0-22m,0.6,0.3,0.9,-0.002,-0.046,0.032
 Toto-2.0-2.5B,Chronos-Bolt,0.6,0.3,0.9,-0.047,-0.159,0.041
-Toto-2.0-2.5B,AutoETS,0.6,0.3,0.9,0.035,-0.115,0.171
 Toto-2.0-2.5B,FlowState,0.6,0.3,0.9,0.011,-0.142,0.135
 Toto-2.0-2.5B,Toto-2.0-4m,0.7,0.4,0.902,-0.013,-0.083,0.04
 Toto-2.0-2.5B,Seasonal Naive,0.8,0.6,1.0,0.335,0.163,0.479
-TiRex,Chronos-2,0.3,0.1,0.6,-0.019,-0.057,0.021
-TiRex,TimesFM-2.5,0.3,0.1,0.6,-0.018,-0.077,0.048
-TiRex,Toto-2.0-2.5B,0.4,0.1,0.7,0.051,-0.025,0.126
-TiRex,TiRex,0.5,0.5,0.5,0.0,0.0,0.0
-TiRex,Toto-2.0-313m,0.5,0.2,0.8,0.047,-0.034,0.126
-TiRex,TabPFN-TS-3,0.6,0.3,0.9,0.046,0.001,0.108
-TiRex,TabPFN-TS,0.5,0.2,0.8,-0.014,-0.055,0.023
-TiRex,Moirai-2.0,0.5,0.2,0.8,-0.029,-0.073,0.009
-TiRex,Toto-1.0,0.7,0.4,0.902,-0.014,-0.082,0.044
-TiRex,Toto-2.0-1B,0.5,0.2,0.8,0.061,-0.016,0.136
-TiRex,Toto-2.0-22m,0.5,0.2,0.8,0.048,-0.028,0.12
-TiRex,Chronos-Bolt,0.7,0.4,0.9,0.006,-0.035,0.045
-TiRex,AutoETS,0.6,0.3,0.9,0.084,-0.051,0.223
-TiRex,FlowState,0.6,0.3,0.9,0.062,-0.016,0.132
-TiRex,Toto-2.0-4m,0.6,0.3,0.9,0.038,-0.018,0.105
-TiRex,Seasonal Naive,1.0,1.0,1.0,0.369,0.24,0.497
+Toto-2.0-313m,TiRex-2,0.4,0.1,0.7,-0.093,-0.182,-0.014
 Toto-2.0-313m,Chronos-2,0.3,0.098,0.6,-0.07,-0.182,0.022
 Toto-2.0-313m,TimesFM-2.5,0.4,0.1,0.7,-0.069,-0.164,0.006
 Toto-2.0-313m,Toto-2.0-2.5B,0.5,0.2,0.8,0.003,-0.049,0.056
-Toto-2.0-313m,TiRex,0.5,0.2,0.8,-0.05,-0.144,0.033
 Toto-2.0-313m,Toto-2.0-313m,0.5,0.5,0.5,0.0,0.0,0.0
-Toto-2.0-313m,TabPFN-TS-3,0.4,0.1,0.7,-0.002,-0.106,0.105
 Toto-2.0-313m,TabPFN-TS,0.5,0.2,0.8,-0.065,-0.175,0.032
+Toto-2.0-313m,TabPFN-TS-3,0.4,0.1,0.7,-0.002,-0.106,0.105
+Toto-2.0-313m,TiRex,0.5,0.2,0.8,-0.05,-0.144,0.033
 Toto-2.0-313m,Moirai-2.0,0.6,0.3,0.9,-0.08,-0.195,0.018
 Toto-2.0-313m,Toto-1.0,0.4,0.1,0.7,-0.065,-0.178,0.016
 Toto-2.0-313m,Toto-2.0-1B,0.5,0.2,0.8,0.015,-0.006,0.041
 Toto-2.0-313m,Toto-2.0-22m,0.7,0.4,1.0,0.001,-0.037,0.027
 Toto-2.0-313m,Chronos-Bolt,0.6,0.3,0.9,-0.043,-0.147,0.047
-Toto-2.0-313m,AutoETS,0.6,0.3,0.9,0.038,-0.148,0.182
 Toto-2.0-313m,FlowState,0.5,0.2,0.8,0.015,-0.121,0.142
 Toto-2.0-313m,Toto-2.0-4m,0.8,0.5,1.0,-0.01,-0.112,0.051
 Toto-2.0-313m,Seasonal Naive,0.9,0.7,1.0,0.338,0.182,0.488
-TabPFN-TS-3,Chronos-2,0.3,0.1,0.6,-0.068,-0.135,-0.009
-TabPFN-TS-3,TimesFM-2.5,0.4,0.1,0.7,-0.067,-0.177,0.013
-TabPFN-TS-3,Toto-2.0-2.5B,0.5,0.2,0.8,0.005,-0.1,0.097
-TabPFN-TS-3,TiRex,0.4,0.1,0.7,-0.048,-0.121,-0.001
-TabPFN-TS-3,Toto-2.0-313m,0.6,0.3,0.9,0.002,-0.117,0.096
-TabPFN-TS-3,TabPFN-TS-3,0.5,0.5,0.5,0.0,0.0,0.0
-TabPFN-TS-3,TabPFN-TS,0.5,0.2,0.8,-0.063,-0.126,-0.004
-TabPFN-TS-3,Moirai-2.0,0.5,0.2,0.8,-0.079,-0.194,-0.004
-TabPFN-TS-3,Toto-1.0,0.6,0.3,0.9,-0.063,-0.191,0.029
-TabPFN-TS-3,Toto-2.0-1B,0.5,0.2,0.8,0.016,-0.087,0.104
-TabPFN-TS-3,Toto-2.0-22m,0.6,0.3,0.9,0.002,-0.12,0.097
-TabPFN-TS-3,Chronos-Bolt,0.5,0.2,0.8,-0.041,-0.106,0.011
-TabPFN-TS-3,AutoETS,0.6,0.3,0.9,0.04,-0.124,0.197
-TabPFN-TS-3,FlowState,0.6,0.3,0.9,0.016,-0.048,0.076
-TabPFN-TS-3,Toto-2.0-4m,0.6,0.3,0.9,-0.008,-0.099,0.077
-TabPFN-TS-3,Seasonal Naive,1.0,1.0,1.0,0.339,0.227,0.44
+TabPFN-TS,TiRex-2,0.2,0.0,0.5,-0.027,-0.064,0.001
 TabPFN-TS,Chronos-2,0.2,0.0,0.5,-0.005,-0.031,0.031
 TabPFN-TS,TimesFM-2.5,0.3,0.0,0.6,-0.004,-0.081,0.087
 TabPFN-TS,Toto-2.0-2.5B,0.5,0.2,0.8,0.064,-0.018,0.144
-TabPFN-TS,TiRex,0.5,0.2,0.8,0.014,-0.023,0.052
 TabPFN-TS,Toto-2.0-313m,0.5,0.2,0.8,0.061,-0.033,0.149
-TabPFN-TS,TabPFN-TS-3,0.5,0.2,0.8,0.059,0.004,0.112
 TabPFN-TS,TabPFN-TS,0.5,0.5,0.5,0.0,0.0,0.0
+TabPFN-TS,TabPFN-TS-3,0.5,0.2,0.8,0.059,0.004,0.112
+TabPFN-TS,TiRex,0.5,0.2,0.8,0.014,-0.023,0.052
 TabPFN-TS,Moirai-2.0,0.6,0.3,0.9,-0.015,-0.077,0.034
 TabPFN-TS,Toto-1.0,0.5,0.2,0.8,0.0,-0.071,0.059
 TabPFN-TS,Toto-2.0-1B,0.5,0.2,0.8,0.075,-0.01,0.157
 TabPFN-TS,Toto-2.0-22m,0.6,0.3,0.9,0.062,-0.032,0.135
 TabPFN-TS,Chronos-Bolt,0.7,0.4,0.9,0.02,-0.025,0.07
-TabPFN-TS,AutoETS,0.5,0.2,0.8,0.097,-0.022,0.22
 TabPFN-TS,FlowState,0.6,0.3,0.9,0.075,-0.015,0.159
 TabPFN-TS,Toto-2.0-4m,0.7,0.4,0.9,0.052,-0.001,0.105
 TabPFN-TS,Seasonal Naive,1.0,1.0,1.0,0.378,0.247,0.498
+TabPFN-TS-3,TiRex-2,0.2,0.0,0.5,-0.092,-0.178,-0.023
+TabPFN-TS-3,Chronos-2,0.3,0.1,0.6,-0.068,-0.135,-0.009
+TabPFN-TS-3,TimesFM-2.5,0.4,0.1,0.7,-0.067,-0.177,0.013
+TabPFN-TS-3,Toto-2.0-2.5B,0.5,0.2,0.8,0.005,-0.1,0.097
+TabPFN-TS-3,Toto-2.0-313m,0.6,0.3,0.9,0.002,-0.117,0.096
+TabPFN-TS-3,TabPFN-TS,0.5,0.2,0.8,-0.063,-0.126,-0.004
+TabPFN-TS-3,TabPFN-TS-3,0.5,0.5,0.5,0.0,0.0,0.0
+TabPFN-TS-3,TiRex,0.4,0.1,0.7,-0.048,-0.121,-0.001
+TabPFN-TS-3,Moirai-2.0,0.5,0.2,0.8,-0.079,-0.194,-0.004
+TabPFN-TS-3,Toto-1.0,0.6,0.3,0.9,-0.063,-0.191,0.029
+TabPFN-TS-3,Toto-2.0-1B,0.5,0.2,0.8,0.016,-0.087,0.104
+TabPFN-TS-3,Toto-2.0-22m,0.6,0.3,0.9,0.002,-0.12,0.097
+TabPFN-TS-3,Chronos-Bolt,0.5,0.2,0.8,-0.041,-0.106,0.011
+TabPFN-TS-3,FlowState,0.6,0.3,0.9,0.016,-0.048,0.076
+TabPFN-TS-3,Toto-2.0-4m,0.6,0.3,0.9,-0.008,-0.099,0.077
+TabPFN-TS-3,Seasonal Naive,1.0,1.0,1.0,0.339,0.227,0.44
+TiRex,TiRex-2,0.1,0.0,0.3,-0.042,-0.074,-0.008
+TiRex,Chronos-2,0.3,0.1,0.6,-0.019,-0.057,0.021
+TiRex,TimesFM-2.5,0.3,0.1,0.6,-0.018,-0.077,0.048
+TiRex,Toto-2.0-2.5B,0.4,0.1,0.7,0.051,-0.025,0.126
+TiRex,Toto-2.0-313m,0.5,0.2,0.8,0.047,-0.034,0.126
+TiRex,TabPFN-TS,0.5,0.2,0.8,-0.014,-0.055,0.023
+TiRex,TabPFN-TS-3,0.6,0.3,0.9,0.046,0.001,0.108
+TiRex,TiRex,0.5,0.5,0.5,0.0,0.0,0.0
+TiRex,Moirai-2.0,0.5,0.2,0.8,-0.029,-0.073,0.009
+TiRex,Toto-1.0,0.7,0.4,0.902,-0.014,-0.082,0.044
+TiRex,Toto-2.0-1B,0.5,0.2,0.8,0.061,-0.016,0.136
+TiRex,Toto-2.0-22m,0.5,0.2,0.8,0.048,-0.028,0.12
+TiRex,Chronos-Bolt,0.7,0.4,0.9,0.006,-0.035,0.045
+TiRex,FlowState,0.6,0.3,0.9,0.062,-0.016,0.132
+TiRex,Toto-2.0-4m,0.6,0.3,0.9,0.038,-0.018,0.105
+TiRex,Seasonal Naive,1.0,1.0,1.0,0.369,0.24,0.497
+Moirai-2.0,TiRex-2,0.3,0.1,0.6,-0.012,-0.056,0.03
 Moirai-2.0,Chronos-2,0.3,0.1,0.6,0.01,-0.047,0.079
 Moirai-2.0,TimesFM-2.5,0.3,0.1,0.6,0.011,-0.036,0.078
 Moirai-2.0,Toto-2.0-2.5B,0.5,0.2,0.8,0.077,-0.013,0.17
-Moirai-2.0,TiRex,0.5,0.2,0.8,0.028,-0.009,0.068
 Moirai-2.0,Toto-2.0-313m,0.4,0.1,0.7,0.074,-0.018,0.163
-Moirai-2.0,TabPFN-TS-3,0.5,0.2,0.8,0.073,0.004,0.162
 Moirai-2.0,TabPFN-TS,0.4,0.1,0.7,0.014,-0.035,0.072
+Moirai-2.0,TabPFN-TS-3,0.5,0.2,0.8,0.073,0.004,0.162
+Moirai-2.0,TiRex,0.5,0.2,0.8,0.028,-0.009,0.068
 Moirai-2.0,Moirai-2.0,0.5,0.5,0.5,0.0,0.0,0.0
 Moirai-2.0,Toto-1.0,0.6,0.3,0.9,0.015,-0.052,0.084
 Moirai-2.0,Toto-2.0-1B,0.5,0.2,0.8,0.088,-0.004,0.174
 Moirai-2.0,Toto-2.0-22m,0.4,0.1,0.7,0.075,-0.01,0.156
 Moirai-2.0,Chronos-Bolt,0.65,0.35,0.9,0.035,-0.011,0.083
-Moirai-2.0,AutoETS,0.7,0.4,1.0,0.11,-0.022,0.239
 Moirai-2.0,FlowState,0.8,0.5,1.0,0.088,-0.002,0.175
 Moirai-2.0,Toto-2.0-4m,0.5,0.2,0.8,0.065,-0.007,0.142
 Moirai-2.0,Seasonal Naive,1.0,1.0,1.0,0.387,0.253,0.522
+Toto-1.0,TiRex-2,0.3,0.098,0.6,-0.027,-0.084,0.022
 Toto-1.0,Chronos-2,0.2,0.0,0.402,-0.005,-0.054,0.05
 Toto-1.0,TimesFM-2.5,0.4,0.1,0.7,-0.004,-0.116,0.095
 Toto-1.0,Toto-2.0-2.5B,0.6,0.3,0.9,0.064,-0.001,0.124
-Toto-1.0,TiRex,0.3,0.098,0.6,0.014,-0.046,0.076
 Toto-1.0,Toto-2.0-313m,0.6,0.3,0.9,0.061,-0.016,0.151
-Toto-1.0,TabPFN-TS-3,0.4,0.1,0.7,0.059,-0.03,0.161
 Toto-1.0,TabPFN-TS,0.5,0.2,0.8,-0.0,-0.063,0.066
+Toto-1.0,TabPFN-TS-3,0.4,0.1,0.7,0.059,-0.03,0.161
+Toto-1.0,TiRex,0.3,0.098,0.6,0.014,-0.046,0.076
 Toto-1.0,Moirai-2.0,0.4,0.1,0.7,-0.015,-0.092,0.049
 Toto-1.0,Toto-1.0,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-1.0,Toto-2.0-1B,0.6,0.3,0.9,0.074,-0.0,0.151
 Toto-1.0,Toto-2.0-22m,0.6,0.3,0.9,0.061,-0.006,0.123
 Toto-1.0,Chronos-Bolt,0.5,0.2,0.8,0.02,-0.06,0.091
-Toto-1.0,AutoETS,0.5,0.2,0.8,0.097,-0.011,0.203
 Toto-1.0,FlowState,0.4,0.1,0.7,0.075,-0.06,0.197
 Toto-1.0,Toto-2.0-4m,0.6,0.3,0.9,0.051,0.004,0.099
 Toto-1.0,Seasonal Naive,1.0,1.0,1.0,0.378,0.214,0.526
+Toto-2.0-1B,TiRex-2,0.2,0.0,0.5,-0.11,-0.195,-0.031
 Toto-2.0-1B,Chronos-2,0.4,0.1,0.7,-0.086,-0.186,-0.002
 Toto-2.0-1B,TimesFM-2.5,0.3,0.0,0.6,-0.085,-0.185,-0.005
 Toto-2.0-1B,Toto-2.0-2.5B,0.3,0.1,0.6,-0.012,-0.047,0.021
-Toto-2.0-1B,TiRex,0.5,0.2,0.8,-0.065,-0.157,0.015
 Toto-2.0-1B,Toto-2.0-313m,0.5,0.2,0.8,-0.015,-0.043,0.005
-Toto-2.0-1B,TabPFN-TS-3,0.5,0.2,0.8,-0.017,-0.116,0.08
 Toto-2.0-1B,TabPFN-TS,0.5,0.2,0.8,-0.081,-0.186,0.01
+Toto-2.0-1B,TabPFN-TS-3,0.5,0.2,0.8,-0.017,-0.116,0.08
+Toto-2.0-1B,TiRex,0.5,0.2,0.8,-0.065,-0.157,0.015
 Toto-2.0-1B,Moirai-2.0,0.5,0.2,0.8,-0.096,-0.211,0.004
 Toto-2.0-1B,Toto-1.0,0.4,0.1,0.7,-0.08,-0.177,0.0
 Toto-2.0-1B,Toto-2.0-1B,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-2.0-1B,Toto-2.0-22m,0.5,0.2,0.8,-0.014,-0.051,0.017
 Toto-2.0-1B,Chronos-Bolt,0.6,0.3,0.9,-0.059,-0.158,0.025
-Toto-2.0-1B,AutoETS,0.5,0.2,0.8,0.024,-0.154,0.166
 Toto-2.0-1B,FlowState,0.5,0.2,0.8,0.0,-0.137,0.124
 Toto-2.0-1B,Toto-2.0-4m,0.7,0.4,0.902,-0.025,-0.119,0.034
 Toto-2.0-1B,Seasonal Naive,0.8,0.6,1.0,0.328,0.168,0.472
+Toto-2.0-22m,TiRex-2,0.2,0.0,0.5,-0.094,-0.168,-0.021
 Toto-2.0-22m,Chronos-2,0.2,0.0,0.4,-0.071,-0.166,0.015
 Toto-2.0-22m,TimesFM-2.5,0.5,0.2,0.8,-0.07,-0.175,0.011
 Toto-2.0-22m,Toto-2.0-2.5B,0.4,0.1,0.7,0.002,-0.033,0.044
-Toto-2.0-22m,TiRex,0.5,0.2,0.8,-0.051,-0.137,0.027
 Toto-2.0-22m,Toto-2.0-313m,0.3,0.0,0.6,-0.001,-0.028,0.036
-Toto-2.0-22m,TabPFN-TS-3,0.4,0.1,0.7,-0.002,-0.107,0.107
 Toto-2.0-22m,TabPFN-TS,0.4,0.1,0.7,-0.066,-0.156,0.031
+Toto-2.0-22m,TabPFN-TS-3,0.4,0.1,0.7,-0.002,-0.107,0.107
+Toto-2.0-22m,TiRex,0.5,0.2,0.8,-0.051,-0.137,0.027
 Toto-2.0-22m,Moirai-2.0,0.6,0.3,0.9,-0.081,-0.185,0.01
 Toto-2.0-22m,Toto-1.0,0.4,0.1,0.7,-0.065,-0.14,0.006
 Toto-2.0-22m,Toto-2.0-1B,0.5,0.2,0.8,0.014,-0.017,0.048
 Toto-2.0-22m,Toto-2.0-22m,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-2.0-22m,Chronos-Bolt,0.5,0.2,0.8,-0.044,-0.148,0.046
-Toto-2.0-22m,AutoETS,0.7,0.4,1.0,0.038,-0.112,0.17
 Toto-2.0-22m,FlowState,0.6,0.3,0.9,0.014,-0.129,0.14
 Toto-2.0-22m,Toto-2.0-4m,0.7,0.4,0.902,-0.011,-0.081,0.041
 Toto-2.0-22m,Seasonal Naive,0.8,0.6,1.0,0.337,0.162,0.491
+Chronos-Bolt,TiRex-2,0.2,0.0,0.4,-0.048,-0.108,0.007
 Chronos-Bolt,Chronos-2,0.2,0.0,0.4,-0.026,-0.086,0.033
 Chronos-Bolt,TimesFM-2.5,0.3,0.0,0.6,-0.025,-0.087,0.031
 Chronos-Bolt,Toto-2.0-2.5B,0.4,0.1,0.7,0.044,-0.043,0.137
-Chronos-Bolt,TiRex,0.3,0.1,0.6,-0.006,-0.048,0.033
 Chronos-Bolt,Toto-2.0-313m,0.4,0.1,0.7,0.041,-0.05,0.128
-Chronos-Bolt,TabPFN-TS-3,0.5,0.2,0.8,0.04,-0.011,0.095
 Chronos-Bolt,TabPFN-TS,0.3,0.1,0.6,-0.021,-0.075,0.024
+Chronos-Bolt,TabPFN-TS-3,0.5,0.2,0.8,0.04,-0.011,0.095
+Chronos-Bolt,TiRex,0.3,0.1,0.6,-0.006,-0.048,0.033
 Chronos-Bolt,Moirai-2.0,0.35,0.1,0.65,-0.036,-0.091,0.01
 Chronos-Bolt,Toto-1.0,0.5,0.2,0.8,-0.021,-0.1,0.057
 Chronos-Bolt,Toto-2.0-1B,0.4,0.1,0.7,0.055,-0.026,0.136
 Chronos-Bolt,Toto-2.0-22m,0.5,0.2,0.8,0.042,-0.048,0.129
 Chronos-Bolt,Chronos-Bolt,0.5,0.5,0.5,0.0,0.0,0.0
-Chronos-Bolt,AutoETS,0.5,0.2,0.8,0.078,-0.063,0.207
 Chronos-Bolt,FlowState,0.8,0.5,1.0,0.055,-0.03,0.134
 Chronos-Bolt,Toto-2.0-4m,0.4,0.1,0.7,0.032,-0.046,0.115
 Chronos-Bolt,Seasonal Naive,1.0,1.0,1.0,0.365,0.247,0.481
-AutoETS,Chronos-2,0.3,0.098,0.6,-0.112,-0.3,0.023
-AutoETS,TimesFM-2.5,0.4,0.1,0.7,-0.112,-0.337,0.079
-AutoETS,Toto-2.0-2.5B,0.4,0.1,0.7,-0.036,-0.207,0.103
-AutoETS,TiRex,0.4,0.1,0.7,-0.092,-0.288,0.049
-AutoETS,Toto-2.0-313m,0.4,0.1,0.7,-0.04,-0.223,0.129
-AutoETS,TabPFN-TS-3,0.4,0.1,0.7,-0.042,-0.246,0.111
-AutoETS,TabPFN-TS,0.5,0.2,0.8,-0.107,-0.282,0.021
-AutoETS,Moirai-2.0,0.3,0.0,0.6,-0.123,-0.313,0.022
-AutoETS,Toto-1.0,0.5,0.2,0.8,-0.107,-0.254,0.011
-AutoETS,Toto-2.0-1B,0.5,0.2,0.8,-0.025,-0.199,0.134
-AutoETS,Toto-2.0-22m,0.3,0.0,0.6,-0.039,-0.204,0.101
-AutoETS,Chronos-Bolt,0.5,0.2,0.8,-0.085,-0.262,0.059
-AutoETS,AutoETS,0.5,0.5,0.5,0.0,0.0,0.0
-AutoETS,FlowState,0.5,0.2,0.8,-0.025,-0.289,0.166
-AutoETS,Toto-2.0-4m,0.5,0.2,0.8,-0.05,-0.187,0.052
-AutoETS,Seasonal Naive,0.7,0.4,1.0,0.311,0.076,0.492
+FlowState,TiRex-2,0.2,0.0,0.4,-0.11,-0.222,-0.005
 FlowState,Chronos-2,0.4,0.1,0.7,-0.086,-0.191,0.02
 FlowState,TimesFM-2.5,0.3,0.0,0.6,-0.085,-0.187,-0.001
 FlowState,Toto-2.0-2.5B,0.4,0.1,0.7,-0.012,-0.156,0.124
-FlowState,TiRex,0.4,0.1,0.7,-0.066,-0.152,0.016
 FlowState,Toto-2.0-313m,0.5,0.2,0.8,-0.015,-0.165,0.108
-FlowState,TabPFN-TS-3,0.4,0.1,0.7,-0.017,-0.083,0.046
 FlowState,TabPFN-TS,0.4,0.1,0.7,-0.081,-0.189,0.015
+FlowState,TabPFN-TS-3,0.4,0.1,0.7,-0.017,-0.083,0.046
+FlowState,TiRex,0.4,0.1,0.7,-0.066,-0.152,0.016
 FlowState,Moirai-2.0,0.2,0.0,0.5,-0.097,-0.213,0.002
 FlowState,Toto-1.0,0.6,0.3,0.9,-0.081,-0.245,0.057
 FlowState,Toto-2.0-1B,0.5,0.2,0.8,-0.0,-0.142,0.121
 FlowState,Toto-2.0-22m,0.4,0.1,0.7,-0.014,-0.163,0.114
 FlowState,Chronos-Bolt,0.2,0.0,0.5,-0.059,-0.154,0.03
-FlowState,AutoETS,0.5,0.2,0.8,0.024,-0.199,0.224
 FlowState,FlowState,0.5,0.5,0.5,0.0,0.0,0.0
 FlowState,Toto-2.0-4m,0.4,0.1,0.7,-0.025,-0.158,0.102
 FlowState,Seasonal Naive,1.0,1.0,1.0,0.328,0.22,0.435
+Toto-2.0-4m,TiRex-2,0.0,0.0,0.0,-0.083,-0.14,-0.034
 Toto-2.0-4m,Chronos-2,0.1,0.0,0.3,-0.059,-0.127,-0.012
 Toto-2.0-4m,TimesFM-2.5,0.4,0.1,0.7,-0.059,-0.177,0.056
 Toto-2.0-4m,Toto-2.0-2.5B,0.3,0.098,0.6,0.013,-0.041,0.077
-Toto-2.0-4m,TiRex,0.4,0.1,0.7,-0.04,-0.118,0.018
 Toto-2.0-4m,Toto-2.0-313m,0.2,0.0,0.5,0.01,-0.053,0.101
-Toto-2.0-4m,TabPFN-TS-3,0.4,0.1,0.7,0.008,-0.084,0.09
 Toto-2.0-4m,TabPFN-TS,0.3,0.1,0.6,-0.054,-0.117,0.001
+Toto-2.0-4m,TabPFN-TS-3,0.4,0.1,0.7,0.008,-0.084,0.09
+Toto-2.0-4m,TiRex,0.4,0.1,0.7,-0.04,-0.118,0.018
 Toto-2.0-4m,Moirai-2.0,0.5,0.2,0.8,-0.07,-0.165,0.007
 Toto-2.0-4m,Toto-1.0,0.4,0.1,0.7,-0.054,-0.109,-0.004
 Toto-2.0-4m,Toto-2.0-1B,0.3,0.098,0.6,0.024,-0.035,0.106
 Toto-2.0-4m,Toto-2.0-22m,0.3,0.098,0.6,0.011,-0.043,0.075
 Toto-2.0-4m,Chronos-Bolt,0.6,0.3,0.9,-0.033,-0.129,0.044
-Toto-2.0-4m,AutoETS,0.5,0.2,0.8,0.048,-0.055,0.158
 Toto-2.0-4m,FlowState,0.6,0.3,0.9,0.024,-0.113,0.136
 Toto-2.0-4m,Toto-2.0-4m,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-2.0-4m,Seasonal Naive,0.8,0.6,1.0,0.344,0.172,0.491
+Seasonal Naive,TiRex-2,0.0,0.0,0.0,-0.651,-1.086,-0.344
 Seasonal Naive,Chronos-2,0.0,0.0,0.0,-0.615,-1.015,-0.319
 Seasonal Naive,TimesFM-2.5,0.0,0.0,0.0,-0.614,-1.045,-0.359
 Seasonal Naive,Toto-2.0-2.5B,0.2,0.0,0.4,-0.505,-0.918,-0.195
-Seasonal Naive,TiRex,0.0,0.0,0.0,-0.585,-0.99,-0.316
 Seasonal Naive,Toto-2.0-313m,0.1,0.0,0.3,-0.51,-0.953,-0.223
-Seasonal Naive,TabPFN-TS-3,0.0,0.0,0.0,-0.512,-0.787,-0.293
 Seasonal Naive,TabPFN-TS,0.0,0.0,0.0,-0.608,-0.992,-0.328
+Seasonal Naive,TabPFN-TS-3,0.0,0.0,0.0,-0.512,-0.787,-0.293
+Seasonal Naive,TiRex,0.0,0.0,0.0,-0.585,-0.99,-0.316
 Seasonal Naive,Moirai-2.0,0.0,0.0,0.0,-0.631,-1.091,-0.338
 Seasonal Naive,Toto-1.0,0.0,0.0,0.0,-0.607,-1.108,-0.272
 Seasonal Naive,Toto-2.0-1B,0.2,0.0,0.4,-0.488,-0.893,-0.202
 Seasonal Naive,Toto-2.0-22m,0.2,0.0,0.4,-0.509,-0.966,-0.194
 Seasonal Naive,Chronos-Bolt,0.0,0.0,0.0,-0.575,-0.927,-0.328
-Seasonal Naive,AutoETS,0.3,0.0,0.6,-0.452,-0.969,-0.082
 Seasonal Naive,FlowState,0.0,0.0,0.0,-0.488,-0.769,-0.282
 Seasonal Naive,Toto-2.0-4m,0.2,0.0,0.4,-0.525,-0.963,-0.208
 Seasonal Naive,Seasonal Naive,0.5,0.5,0.5,0.0,0.0,0.0
diff --git a/tables/domain_health/pairwise_WAPE.csv b/tables/domain_health/pairwise_WAPE.csv
index 1ee84132788a3c526c20db20841431e4b943a477..03c9d23835fd2632e89986f25282b52412c2e43b 100644
--- a/tables/domain_health/pairwise_WAPE.csv
+++ b/tables/domain_health/pairwise_WAPE.csv
@@ -1,290 +1,290 @@
 model_1,model_2,win_rate,win_rate_lower,win_rate_upper,skill_score,skill_score_lower,skill_score_upper
-TimesFM-2.5,TimesFM-2.5,0.5,0.5,0.5,0.0,0.0,0.0
-TimesFM-2.5,TabPFN-TS-3,0.4,0.1,0.7,0.043,-0.042,0.157
-TimesFM-2.5,Toto-2.0-2.5B,0.6,0.3,0.9,0.084,-0.022,0.202
-TimesFM-2.5,Chronos-2,0.5,0.2,0.8,0.016,-0.108,0.137
-TimesFM-2.5,TiRex,0.6,0.3,0.9,0.007,-0.063,0.073
-TimesFM-2.5,Toto-2.0-313m,0.5,0.2,0.8,0.092,-0.021,0.205
-TimesFM-2.5,Moirai-2.0,0.6,0.3,0.9,-0.02,-0.124,0.049
-TimesFM-2.5,FlowState,0.6,0.3,0.9,0.061,-0.057,0.195
-TimesFM-2.5,Toto-1.0,0.6,0.3,0.9,0.021,-0.095,0.138
-TimesFM-2.5,Toto-2.0-1B,0.6,0.3,0.9,0.1,-0.007,0.209
-TimesFM-2.5,Toto-2.0-22m,0.6,0.3,0.9,0.085,-0.01,0.182
-TimesFM-2.5,AutoETS,0.6,0.3,0.9,0.011,-0.166,0.152
-TimesFM-2.5,TabPFN-TS,0.6,0.3,0.9,0.015,-0.089,0.113
-TimesFM-2.5,Toto-2.0-4m,0.5,0.2,0.8,0.07,-0.046,0.188
-TimesFM-2.5,Stat. Ensemble,0.8,0.6,1.0,0.008,-0.184,0.15
-TimesFM-2.5,Chronos-Bolt,0.8,0.6,1.0,0.059,-0.012,0.139
-TimesFM-2.5,Seasonal Naive,0.9,0.7,1.0,0.302,0.151,0.466
-TabPFN-TS-3,TimesFM-2.5,0.6,0.3,0.9,-0.045,-0.186,0.041
 TabPFN-TS-3,TabPFN-TS-3,0.5,0.5,0.5,0.0,0.0,0.0
-TabPFN-TS-3,Toto-2.0-2.5B,0.5,0.2,0.8,0.043,-0.069,0.141
+TabPFN-TS-3,TiRex-2,0.6,0.3,0.9,0.006,-0.116,0.104
+TabPFN-TS-3,TimesFM-2.5,0.6,0.3,0.9,-0.045,-0.186,0.041
 TabPFN-TS-3,Chronos-2,0.5,0.2,0.8,-0.029,-0.128,0.059
+TabPFN-TS-3,Toto-2.0-2.5B,0.5,0.2,0.8,0.043,-0.069,0.141
 TabPFN-TS-3,TiRex,0.6,0.3,0.9,-0.038,-0.168,0.031
 TabPFN-TS-3,Toto-2.0-313m,0.6,0.3,0.9,0.051,-0.101,0.171
+TabPFN-TS-3,Toto-1.0,0.6,0.3,0.9,-0.024,-0.153,0.076
 TabPFN-TS-3,Moirai-2.0,0.5,0.2,0.8,-0.066,-0.193,0.03
 TabPFN-TS-3,FlowState,0.7,0.4,1.0,0.018,-0.084,0.109
-TabPFN-TS-3,Toto-1.0,0.6,0.3,0.9,-0.024,-0.153,0.076
 TabPFN-TS-3,Toto-2.0-1B,0.5,0.2,0.8,0.059,-0.072,0.167
 TabPFN-TS-3,Toto-2.0-22m,0.7,0.4,0.9,0.044,-0.115,0.149
 TabPFN-TS-3,AutoETS,0.5,0.2,0.8,-0.034,-0.196,0.113
 TabPFN-TS-3,TabPFN-TS,0.5,0.2,0.8,-0.03,-0.11,0.034
 TabPFN-TS-3,Toto-2.0-4m,0.7,0.4,0.9,0.028,-0.108,0.134
-TabPFN-TS-3,Stat. Ensemble,0.6,0.3,0.9,-0.037,-0.182,0.1
 TabPFN-TS-3,Chronos-Bolt,0.6,0.3,0.9,0.016,-0.04,0.071
 TabPFN-TS-3,Seasonal Naive,0.9,0.7,1.0,0.271,0.109,0.406
-Toto-2.0-2.5B,TimesFM-2.5,0.4,0.1,0.7,-0.092,-0.253,0.021
-Toto-2.0-2.5B,TabPFN-TS-3,0.5,0.2,0.8,-0.045,-0.164,0.065
-Toto-2.0-2.5B,Toto-2.0-2.5B,0.5,0.5,0.5,0.0,0.0,0.0
-Toto-2.0-2.5B,Chronos-2,0.4,0.1,0.7,-0.075,-0.188,0.016
-Toto-2.0-2.5B,TiRex,0.5,0.2,0.8,-0.085,-0.194,0.009
-Toto-2.0-2.5B,Toto-2.0-313m,0.6,0.3,0.9,0.008,-0.043,0.054
-Toto-2.0-2.5B,Moirai-2.0,0.6,0.3,0.9,-0.114,-0.286,0.022
-Toto-2.0-2.5B,FlowState,0.6,0.3,0.9,-0.026,-0.249,0.151
-Toto-2.0-2.5B,Toto-1.0,0.4,0.1,0.7,-0.069,-0.145,-0.0
-Toto-2.0-2.5B,Toto-2.0-1B,0.8,0.5,1.0,0.017,-0.012,0.05
-Toto-2.0-2.5B,Toto-2.0-22m,0.7,0.4,1.0,0.001,-0.076,0.055
-Toto-2.0-2.5B,AutoETS,0.6,0.3,0.9,-0.08,-0.321,0.104
-Toto-2.0-2.5B,TabPFN-TS,0.6,0.3,0.9,-0.076,-0.183,0.012
-Toto-2.0-2.5B,Toto-2.0-4m,0.5,0.2,0.8,-0.015,-0.072,0.028
-Toto-2.0-2.5B,Stat. Ensemble,0.7,0.4,1.0,-0.084,-0.324,0.095
-Toto-2.0-2.5B,Chronos-Bolt,0.7,0.4,1.0,-0.028,-0.167,0.084
-Toto-2.0-2.5B,Seasonal Naive,0.8,0.6,1.0,0.238,-0.014,0.419
-Chronos-2,TimesFM-2.5,0.5,0.2,0.8,-0.016,-0.159,0.097
+TiRex-2,TabPFN-TS-3,0.4,0.1,0.7,-0.006,-0.116,0.104
+TiRex-2,TiRex-2,0.5,0.5,0.5,0.0,0.0,0.0
+TiRex-2,TimesFM-2.5,0.4,0.1,0.7,-0.052,-0.18,0.036
+TiRex-2,Chronos-2,0.5,0.2,0.8,-0.036,-0.156,0.044
+TiRex-2,Toto-2.0-2.5B,0.6,0.3,0.9,0.037,0.003,0.073
+TiRex-2,TiRex,0.6,0.3,0.9,-0.045,-0.141,0.028
+TiRex-2,Toto-2.0-313m,0.6,0.3,0.9,0.045,-0.002,0.099
+TiRex-2,Toto-1.0,0.5,0.2,0.8,-0.03,-0.111,0.031
+TiRex-2,Moirai-2.0,0.6,0.3,0.9,-0.073,-0.232,0.042
+TiRex-2,FlowState,0.5,0.2,0.8,0.012,-0.194,0.191
+TiRex-2,Toto-2.0-1B,0.7,0.4,0.902,0.053,0.016,0.093
+TiRex-2,Toto-2.0-22m,0.6,0.3,0.9,0.038,-0.02,0.091
+TiRex-2,AutoETS,0.7,0.4,1.0,-0.04,-0.265,0.136
+TiRex-2,TabPFN-TS,0.7,0.4,1.0,-0.036,-0.145,0.04
+TiRex-2,Toto-2.0-4m,0.6,0.3,0.9,0.022,-0.047,0.077
+TiRex-2,Chronos-Bolt,0.7,0.4,1.0,0.01,-0.111,0.117
+TiRex-2,Seasonal Naive,0.9,0.7,1.0,0.266,0.03,0.446
+TimesFM-2.5,TabPFN-TS-3,0.4,0.1,0.7,0.043,-0.042,0.157
+TimesFM-2.5,TiRex-2,0.6,0.3,0.9,0.05,-0.037,0.153
+TimesFM-2.5,TimesFM-2.5,0.5,0.5,0.5,0.0,0.0,0.0
+TimesFM-2.5,Chronos-2,0.5,0.2,0.8,0.016,-0.108,0.137
+TimesFM-2.5,Toto-2.0-2.5B,0.6,0.3,0.9,0.084,-0.022,0.202
+TimesFM-2.5,TiRex,0.6,0.3,0.9,0.007,-0.063,0.073
+TimesFM-2.5,Toto-2.0-313m,0.5,0.2,0.8,0.092,-0.021,0.205
+TimesFM-2.5,Toto-1.0,0.6,0.3,0.9,0.021,-0.095,0.138
+TimesFM-2.5,Moirai-2.0,0.6,0.3,0.9,-0.02,-0.124,0.049
+TimesFM-2.5,FlowState,0.6,0.3,0.9,0.061,-0.057,0.195
+TimesFM-2.5,Toto-2.0-1B,0.6,0.3,0.9,0.1,-0.007,0.209
+TimesFM-2.5,Toto-2.0-22m,0.6,0.3,0.9,0.085,-0.01,0.182
+TimesFM-2.5,AutoETS,0.6,0.3,0.9,0.011,-0.166,0.152
+TimesFM-2.5,TabPFN-TS,0.6,0.3,0.9,0.015,-0.089,0.113
+TimesFM-2.5,Toto-2.0-4m,0.5,0.2,0.8,0.07,-0.046,0.188
+TimesFM-2.5,Chronos-Bolt,0.8,0.6,1.0,0.059,-0.012,0.139
+TimesFM-2.5,Seasonal Naive,0.9,0.7,1.0,0.302,0.151,0.466
 Chronos-2,TabPFN-TS-3,0.5,0.2,0.8,0.028,-0.062,0.114
-Chronos-2,Toto-2.0-2.5B,0.6,0.3,0.9,0.07,-0.016,0.158
+Chronos-2,TiRex-2,0.5,0.2,0.8,0.034,-0.047,0.135
+Chronos-2,TimesFM-2.5,0.5,0.2,0.8,-0.016,-0.159,0.097
 Chronos-2,Chronos-2,0.5,0.5,0.5,0.0,0.0,0.0
+Chronos-2,Toto-2.0-2.5B,0.6,0.3,0.9,0.07,-0.016,0.158
 Chronos-2,TiRex,0.5,0.2,0.8,-0.009,-0.092,0.059
 Chronos-2,Toto-2.0-313m,0.7,0.4,0.9,0.078,-0.034,0.196
+Chronos-2,Toto-1.0,0.5,0.2,0.8,0.005,-0.065,0.075
 Chronos-2,Moirai-2.0,0.4,0.1,0.7,-0.036,-0.144,0.052
 Chronos-2,FlowState,0.6,0.3,0.9,0.046,-0.141,0.185
-Chronos-2,Toto-1.0,0.5,0.2,0.8,0.005,-0.065,0.075
 Chronos-2,Toto-2.0-1B,0.5,0.2,0.8,0.086,-0.012,0.196
 Chronos-2,Toto-2.0-22m,0.7,0.4,0.9,0.071,-0.036,0.181
 Chronos-2,AutoETS,0.5,0.2,0.8,-0.005,-0.165,0.134
 Chronos-2,TabPFN-TS,0.7,0.4,0.9,-0.001,-0.035,0.025
 Chronos-2,Toto-2.0-4m,0.6,0.3,0.9,0.055,-0.026,0.131
-Chronos-2,Stat. Ensemble,0.6,0.3,0.9,-0.008,-0.16,0.126
 Chronos-2,Chronos-Bolt,0.6,0.3,0.9,0.044,-0.071,0.143
 Chronos-2,Seasonal Naive,0.8,0.6,1.0,0.291,0.052,0.471
-TiRex,TimesFM-2.5,0.4,0.1,0.7,-0.007,-0.078,0.059
+Toto-2.0-2.5B,TabPFN-TS-3,0.5,0.2,0.8,-0.045,-0.164,0.065
+Toto-2.0-2.5B,TiRex-2,0.4,0.1,0.7,-0.038,-0.079,-0.003
+Toto-2.0-2.5B,TimesFM-2.5,0.4,0.1,0.7,-0.092,-0.253,0.021
+Toto-2.0-2.5B,Chronos-2,0.4,0.1,0.7,-0.075,-0.188,0.016
+Toto-2.0-2.5B,Toto-2.0-2.5B,0.5,0.5,0.5,0.0,0.0,0.0
+Toto-2.0-2.5B,TiRex,0.5,0.2,0.8,-0.085,-0.194,0.009
+Toto-2.0-2.5B,Toto-2.0-313m,0.6,0.3,0.9,0.008,-0.043,0.054
+Toto-2.0-2.5B,Toto-1.0,0.4,0.1,0.7,-0.069,-0.145,-0.0
+Toto-2.0-2.5B,Moirai-2.0,0.6,0.3,0.9,-0.114,-0.286,0.022
+Toto-2.0-2.5B,FlowState,0.6,0.3,0.9,-0.026,-0.249,0.151
+Toto-2.0-2.5B,Toto-2.0-1B,0.8,0.5,1.0,0.017,-0.012,0.05
+Toto-2.0-2.5B,Toto-2.0-22m,0.7,0.4,1.0,0.001,-0.076,0.055
+Toto-2.0-2.5B,AutoETS,0.6,0.3,0.9,-0.08,-0.321,0.104
+Toto-2.0-2.5B,TabPFN-TS,0.6,0.3,0.9,-0.076,-0.183,0.012
+Toto-2.0-2.5B,Toto-2.0-4m,0.5,0.2,0.8,-0.015,-0.072,0.028
+Toto-2.0-2.5B,Chronos-Bolt,0.7,0.4,1.0,-0.028,-0.167,0.084
+Toto-2.0-2.5B,Seasonal Naive,0.8,0.6,1.0,0.238,-0.014,0.419
 TiRex,TabPFN-TS-3,0.4,0.1,0.7,0.037,-0.032,0.144
-TiRex,Toto-2.0-2.5B,0.5,0.2,0.8,0.078,-0.009,0.162
+TiRex,TiRex-2,0.4,0.1,0.7,0.043,-0.029,0.123
+TiRex,TimesFM-2.5,0.4,0.1,0.7,-0.007,-0.078,0.059
 TiRex,Chronos-2,0.5,0.2,0.8,0.009,-0.062,0.084
+TiRex,Toto-2.0-2.5B,0.5,0.2,0.8,0.078,-0.009,0.162
 TiRex,TiRex,0.5,0.5,0.5,0.0,0.0,0.0
 TiRex,Toto-2.0-313m,0.5,0.2,0.8,0.086,-0.013,0.18
+TiRex,Toto-1.0,0.6,0.3,0.9,0.014,-0.053,0.073
 TiRex,Moirai-2.0,0.5,0.2,0.8,-0.027,-0.087,0.031
 TiRex,FlowState,0.5,0.2,0.8,0.054,-0.089,0.201
-TiRex,Toto-1.0,0.6,0.3,0.9,0.014,-0.053,0.073
 TiRex,Toto-2.0-1B,0.5,0.2,0.8,0.094,0.0,0.183
 TiRex,Toto-2.0-22m,0.5,0.2,0.8,0.079,-0.005,0.156
 TiRex,AutoETS,0.6,0.3,0.9,0.004,-0.139,0.133
 TiRex,TabPFN-TS,0.6,0.3,0.9,0.008,-0.044,0.069
 TiRex,Toto-2.0-4m,0.6,0.3,0.9,0.064,-0.008,0.139
-TiRex,Stat. Ensemble,0.6,0.3,0.9,0.001,-0.156,0.132
 TiRex,Chronos-Bolt,0.7,0.4,0.9,0.052,-0.028,0.146
 TiRex,Seasonal Naive,0.9,0.7,1.0,0.298,0.098,0.478
-Toto-2.0-313m,TimesFM-2.5,0.5,0.2,0.8,-0.101,-0.258,0.021
 Toto-2.0-313m,TabPFN-TS-3,0.4,0.1,0.7,-0.054,-0.207,0.092
-Toto-2.0-313m,Toto-2.0-2.5B,0.4,0.1,0.7,-0.008,-0.057,0.041
+Toto-2.0-313m,TiRex-2,0.4,0.1,0.7,-0.047,-0.109,0.002
+Toto-2.0-313m,TimesFM-2.5,0.5,0.2,0.8,-0.101,-0.258,0.021
 Toto-2.0-313m,Chronos-2,0.3,0.1,0.6,-0.084,-0.243,0.033
+Toto-2.0-313m,Toto-2.0-2.5B,0.4,0.1,0.7,-0.008,-0.057,0.041
 Toto-2.0-313m,TiRex,0.5,0.2,0.8,-0.094,-0.22,0.013
 Toto-2.0-313m,Toto-2.0-313m,0.5,0.5,0.5,0.0,0.0,0.0
+Toto-2.0-313m,Toto-1.0,0.4,0.1,0.7,-0.079,-0.187,0.009
 Toto-2.0-313m,Moirai-2.0,0.6,0.3,0.9,-0.123,-0.32,0.036
 Toto-2.0-313m,FlowState,0.6,0.3,0.9,-0.034,-0.278,0.17
-Toto-2.0-313m,Toto-1.0,0.4,0.1,0.7,-0.079,-0.187,0.009
 Toto-2.0-313m,Toto-2.0-1B,0.6,0.3,0.9,0.009,-0.011,0.033
 Toto-2.0-313m,Toto-2.0-22m,0.4,0.1,0.7,-0.008,-0.04,0.026
 Toto-2.0-313m,AutoETS,0.6,0.3,0.9,-0.089,-0.353,0.109
 Toto-2.0-313m,TabPFN-TS,0.6,0.3,0.9,-0.085,-0.231,0.029
 Toto-2.0-313m,Toto-2.0-4m,0.6,0.3,0.9,-0.024,-0.111,0.031
-Toto-2.0-313m,Stat. Ensemble,0.6,0.3,0.9,-0.093,-0.357,0.102
 Toto-2.0-313m,Chronos-Bolt,0.6,0.3,0.9,-0.037,-0.193,0.102
 Toto-2.0-313m,Seasonal Naive,0.8,0.6,1.0,0.232,-0.027,0.431
-Moirai-2.0,TimesFM-2.5,0.4,0.1,0.7,0.019,-0.052,0.11
+Toto-1.0,TabPFN-TS-3,0.4,0.1,0.7,0.023,-0.082,0.133
+Toto-1.0,TiRex-2,0.5,0.2,0.8,0.029,-0.032,0.1
+Toto-1.0,TimesFM-2.5,0.4,0.1,0.7,-0.021,-0.161,0.087
+Toto-1.0,Chronos-2,0.5,0.2,0.8,-0.005,-0.081,0.061
+Toto-1.0,Toto-2.0-2.5B,0.6,0.3,0.9,0.065,0.0,0.126
+Toto-1.0,TiRex,0.4,0.1,0.7,-0.014,-0.079,0.051
+Toto-1.0,Toto-2.0-313m,0.6,0.3,0.9,0.073,-0.009,0.157
+Toto-1.0,Toto-1.0,0.5,0.5,0.5,0.0,0.0,0.0
+Toto-1.0,Moirai-2.0,0.4,0.1,0.7,-0.042,-0.144,0.043
+Toto-1.0,FlowState,0.4,0.1,0.7,0.041,-0.163,0.214
+Toto-1.0,Toto-2.0-1B,0.6,0.3,0.9,0.081,0.004,0.159
+Toto-1.0,Toto-2.0-22m,0.5,0.2,0.8,0.066,-0.014,0.143
+Toto-1.0,AutoETS,0.5,0.2,0.8,-0.01,-0.17,0.12
+Toto-1.0,TabPFN-TS,0.4,0.1,0.7,-0.006,-0.073,0.057
+Toto-1.0,Toto-2.0-4m,0.7,0.4,0.902,0.051,0.011,0.086
+Toto-1.0,Chronos-Bolt,0.5,0.2,0.8,0.039,-0.077,0.133
+Toto-1.0,Seasonal Naive,0.9,0.7,1.0,0.288,0.053,0.476
 Moirai-2.0,TabPFN-TS-3,0.5,0.2,0.8,0.062,-0.031,0.162
-Moirai-2.0,Toto-2.0-2.5B,0.4,0.1,0.7,0.102,-0.023,0.223
+Moirai-2.0,TiRex-2,0.4,0.1,0.7,0.068,-0.044,0.188
+Moirai-2.0,TimesFM-2.5,0.4,0.1,0.7,0.019,-0.052,0.11
 Moirai-2.0,Chronos-2,0.6,0.3,0.9,0.035,-0.055,0.126
+Moirai-2.0,Toto-2.0-2.5B,0.4,0.1,0.7,0.102,-0.023,0.223
 Moirai-2.0,TiRex,0.5,0.2,0.8,0.026,-0.032,0.08
 Moirai-2.0,Toto-2.0-313m,0.4,0.1,0.7,0.11,-0.037,0.242
+Moirai-2.0,Toto-1.0,0.6,0.3,0.9,0.04,-0.045,0.126
 Moirai-2.0,Moirai-2.0,0.5,0.5,0.5,0.0,0.0,0.0
 Moirai-2.0,FlowState,0.5,0.2,0.8,0.079,-0.061,0.204
-Moirai-2.0,Toto-1.0,0.6,0.3,0.9,0.04,-0.045,0.126
 Moirai-2.0,Toto-2.0-1B,0.5,0.2,0.8,0.118,-0.024,0.242
 Moirai-2.0,Toto-2.0-22m,0.4,0.1,0.7,0.103,-0.025,0.22
 Moirai-2.0,AutoETS,0.5,0.2,0.8,0.03,-0.08,0.138
 Moirai-2.0,TabPFN-TS,0.6,0.3,0.9,0.034,-0.041,0.101
 Moirai-2.0,Toto-2.0-4m,0.3,0.0,0.6,0.088,-0.021,0.191
-Moirai-2.0,Stat. Ensemble,0.5,0.2,0.8,0.027,-0.093,0.134
 Moirai-2.0,Chronos-Bolt,0.75,0.45,1.0,0.077,-0.001,0.158
 Moirai-2.0,Seasonal Naive,0.9,0.7,1.0,0.316,0.124,0.487
-FlowState,TimesFM-2.5,0.4,0.1,0.7,-0.065,-0.242,0.054
 FlowState,TabPFN-TS-3,0.3,0.0,0.6,-0.019,-0.122,0.078
-FlowState,Toto-2.0-2.5B,0.4,0.1,0.7,0.025,-0.178,0.199
+FlowState,TiRex-2,0.5,0.2,0.8,-0.012,-0.236,0.162
+FlowState,TimesFM-2.5,0.4,0.1,0.7,-0.065,-0.242,0.054
 FlowState,Chronos-2,0.4,0.1,0.7,-0.048,-0.227,0.124
+FlowState,Toto-2.0-2.5B,0.4,0.1,0.7,0.025,-0.178,0.199
 FlowState,TiRex,0.5,0.2,0.8,-0.058,-0.251,0.082
 FlowState,Toto-2.0-313m,0.4,0.1,0.7,0.033,-0.204,0.217
+FlowState,Toto-1.0,0.6,0.3,0.9,-0.043,-0.273,0.14
 FlowState,Moirai-2.0,0.5,0.2,0.8,-0.086,-0.257,0.058
 FlowState,FlowState,0.5,0.5,0.5,0.0,0.0,0.0
-FlowState,Toto-1.0,0.6,0.3,0.9,-0.043,-0.273,0.14
 FlowState,Toto-2.0-1B,0.4,0.1,0.7,0.042,-0.177,0.214
 FlowState,Toto-2.0-22m,0.5,0.2,0.8,0.026,-0.204,0.195
 FlowState,AutoETS,0.6,0.3,0.9,-0.053,-0.274,0.151
 FlowState,TabPFN-TS,0.5,0.2,0.8,-0.049,-0.208,0.096
 FlowState,Toto-2.0-4m,0.6,0.3,0.9,0.01,-0.216,0.197
-FlowState,Stat. Ensemble,0.6,0.3,0.9,-0.057,-0.267,0.131
 FlowState,Chronos-Bolt,0.7,0.4,1.0,-0.002,-0.133,0.112
 FlowState,Seasonal Naive,0.9,0.7,1.0,0.257,0.128,0.376
-Toto-1.0,TimesFM-2.5,0.4,0.1,0.7,-0.021,-0.161,0.087
-Toto-1.0,TabPFN-TS-3,0.4,0.1,0.7,0.023,-0.082,0.133
-Toto-1.0,Toto-2.0-2.5B,0.6,0.3,0.9,0.065,0.0,0.126
-Toto-1.0,Chronos-2,0.5,0.2,0.8,-0.005,-0.081,0.061
-Toto-1.0,TiRex,0.4,0.1,0.7,-0.014,-0.079,0.051
-Toto-1.0,Toto-2.0-313m,0.6,0.3,0.9,0.073,-0.009,0.157
-Toto-1.0,Moirai-2.0,0.4,0.1,0.7,-0.042,-0.144,0.043
-Toto-1.0,FlowState,0.4,0.1,0.7,0.041,-0.163,0.214
-Toto-1.0,Toto-1.0,0.5,0.5,0.5,0.0,0.0,0.0
-Toto-1.0,Toto-2.0-1B,0.6,0.3,0.9,0.081,0.004,0.159
-Toto-1.0,Toto-2.0-22m,0.5,0.2,0.8,0.066,-0.014,0.143
-Toto-1.0,AutoETS,0.5,0.2,0.8,-0.01,-0.17,0.12
-Toto-1.0,TabPFN-TS,0.4,0.1,0.7,-0.006,-0.073,0.057
-Toto-1.0,Toto-2.0-4m,0.7,0.4,0.902,0.051,0.011,0.086
-Toto-1.0,Stat. Ensemble,0.5,0.2,0.8,-0.013,-0.172,0.119
-Toto-1.0,Chronos-Bolt,0.5,0.2,0.8,0.039,-0.077,0.133
-Toto-1.0,Seasonal Naive,0.9,0.7,1.0,0.288,0.053,0.476
-Toto-2.0-1B,TimesFM-2.5,0.4,0.1,0.7,-0.111,-0.265,0.007
 Toto-2.0-1B,TabPFN-TS-3,0.5,0.2,0.8,-0.063,-0.2,0.067
-Toto-2.0-1B,Toto-2.0-2.5B,0.2,0.0,0.5,-0.017,-0.053,0.012
+Toto-2.0-1B,TiRex-2,0.3,0.098,0.6,-0.056,-0.102,-0.016
+Toto-2.0-1B,TimesFM-2.5,0.4,0.1,0.7,-0.111,-0.265,0.007
 Toto-2.0-1B,Chronos-2,0.5,0.2,0.8,-0.094,-0.243,0.012
+Toto-2.0-1B,Toto-2.0-2.5B,0.2,0.0,0.5,-0.017,-0.053,0.012
 Toto-2.0-1B,TiRex,0.5,0.2,0.8,-0.104,-0.223,-0.0
 Toto-2.0-1B,Toto-2.0-313m,0.4,0.1,0.7,-0.009,-0.035,0.011
+Toto-2.0-1B,Toto-1.0,0.4,0.1,0.7,-0.088,-0.189,-0.004
 Toto-2.0-1B,Moirai-2.0,0.5,0.2,0.8,-0.133,-0.319,0.023
 Toto-2.0-1B,FlowState,0.6,0.3,0.9,-0.044,-0.272,0.151
-Toto-2.0-1B,Toto-1.0,0.4,0.1,0.7,-0.088,-0.189,-0.004
 Toto-2.0-1B,Toto-2.0-1B,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-2.0-1B,Toto-2.0-22m,0.5,0.2,0.8,-0.016,-0.069,0.026
 Toto-2.0-1B,AutoETS,0.6,0.3,0.9,-0.099,-0.356,0.093
 Toto-2.0-1B,TabPFN-TS,0.6,0.3,0.9,-0.095,-0.226,0.007
 Toto-2.0-1B,Toto-2.0-4m,0.5,0.2,0.8,-0.033,-0.119,0.023
-Toto-2.0-1B,Stat. Ensemble,0.6,0.3,0.9,-0.103,-0.358,0.083
 Toto-2.0-1B,Chronos-Bolt,0.6,0.3,0.9,-0.046,-0.196,0.08
 Toto-2.0-1B,Seasonal Naive,0.8,0.6,1.0,0.225,-0.025,0.414
-Toto-2.0-22m,TimesFM-2.5,0.4,0.1,0.7,-0.093,-0.222,0.01
 Toto-2.0-22m,TabPFN-TS-3,0.3,0.1,0.6,-0.046,-0.175,0.103
-Toto-2.0-22m,Toto-2.0-2.5B,0.3,0.0,0.6,-0.001,-0.058,0.071
+Toto-2.0-22m,TiRex-2,0.4,0.1,0.7,-0.039,-0.1,0.019
+Toto-2.0-22m,TimesFM-2.5,0.4,0.1,0.7,-0.093,-0.222,0.01
 Toto-2.0-22m,Chronos-2,0.3,0.1,0.6,-0.076,-0.22,0.035
+Toto-2.0-22m,Toto-2.0-2.5B,0.3,0.0,0.6,-0.001,-0.058,0.071
 Toto-2.0-22m,TiRex,0.5,0.2,0.8,-0.086,-0.185,0.005
 Toto-2.0-22m,Toto-2.0-313m,0.6,0.3,0.9,0.008,-0.027,0.038
+Toto-2.0-22m,Toto-1.0,0.5,0.2,0.8,-0.07,-0.166,0.013
 Toto-2.0-22m,Moirai-2.0,0.6,0.3,0.9,-0.115,-0.282,0.025
 Toto-2.0-22m,FlowState,0.5,0.2,0.8,-0.027,-0.243,0.169
-Toto-2.0-22m,Toto-1.0,0.5,0.2,0.8,-0.07,-0.166,0.013
 Toto-2.0-22m,Toto-2.0-1B,0.5,0.2,0.8,0.016,-0.027,0.064
 Toto-2.0-22m,Toto-2.0-22m,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-2.0-22m,AutoETS,0.6,0.3,0.9,-0.081,-0.33,0.102
 Toto-2.0-22m,TabPFN-TS,0.5,0.2,0.8,-0.077,-0.203,0.031
 Toto-2.0-22m,Toto-2.0-4m,0.5,0.2,0.8,-0.016,-0.098,0.049
-Toto-2.0-22m,Stat. Ensemble,0.6,0.3,0.9,-0.085,-0.337,0.105
 Toto-2.0-22m,Chronos-Bolt,0.6,0.3,0.9,-0.029,-0.176,0.113
 Toto-2.0-22m,Seasonal Naive,0.8,0.6,1.0,0.237,-0.01,0.447
-AutoETS,TimesFM-2.5,0.4,0.1,0.7,-0.011,-0.179,0.143
 AutoETS,TabPFN-TS-3,0.5,0.2,0.8,0.033,-0.128,0.164
-AutoETS,Toto-2.0-2.5B,0.4,0.1,0.7,0.074,-0.116,0.243
+AutoETS,TiRex-2,0.3,0.0,0.6,0.039,-0.158,0.21
+AutoETS,TimesFM-2.5,0.4,0.1,0.7,-0.011,-0.179,0.143
 AutoETS,Chronos-2,0.5,0.2,0.8,0.005,-0.154,0.142
+AutoETS,Toto-2.0-2.5B,0.4,0.1,0.7,0.074,-0.116,0.243
 AutoETS,TiRex,0.4,0.1,0.7,-0.004,-0.153,0.122
 AutoETS,Toto-2.0-313m,0.4,0.1,0.7,0.082,-0.122,0.261
+AutoETS,Toto-1.0,0.5,0.2,0.8,0.01,-0.136,0.145
 AutoETS,Moirai-2.0,0.5,0.2,0.8,-0.031,-0.16,0.074
 AutoETS,FlowState,0.4,0.1,0.7,0.05,-0.178,0.215
-AutoETS,Toto-1.0,0.5,0.2,0.8,0.01,-0.136,0.145
 AutoETS,Toto-2.0-1B,0.4,0.1,0.7,0.09,-0.102,0.262
 AutoETS,Toto-2.0-22m,0.4,0.1,0.7,0.075,-0.114,0.248
 AutoETS,AutoETS,0.5,0.5,0.5,0.0,0.0,0.0
 AutoETS,TabPFN-TS,0.7,0.4,1.0,0.004,-0.146,0.122
 AutoETS,Toto-2.0-4m,0.5,0.2,0.8,0.06,-0.106,0.211
-AutoETS,Stat. Ensemble,0.4,0.1,0.7,-0.003,-0.04,0.045
 AutoETS,Chronos-Bolt,0.6,0.3,0.9,0.048,-0.082,0.166
 AutoETS,Seasonal Naive,0.7,0.4,1.0,0.295,0.066,0.481
-TabPFN-TS,TimesFM-2.5,0.4,0.1,0.7,-0.015,-0.128,0.082
 TabPFN-TS,TabPFN-TS-3,0.5,0.2,0.8,0.029,-0.035,0.099
-TabPFN-TS,Toto-2.0-2.5B,0.4,0.1,0.7,0.071,-0.012,0.155
+TabPFN-TS,TiRex-2,0.3,0.0,0.6,0.035,-0.042,0.127
+TabPFN-TS,TimesFM-2.5,0.4,0.1,0.7,-0.015,-0.128,0.082
 TabPFN-TS,Chronos-2,0.3,0.1,0.6,0.001,-0.026,0.034
+TabPFN-TS,Toto-2.0-2.5B,0.4,0.1,0.7,0.071,-0.012,0.155
 TabPFN-TS,TiRex,0.4,0.1,0.7,-0.008,-0.074,0.042
 TabPFN-TS,Toto-2.0-313m,0.4,0.1,0.7,0.078,-0.03,0.188
+TabPFN-TS,Toto-1.0,0.6,0.3,0.9,0.006,-0.061,0.068
 TabPFN-TS,Moirai-2.0,0.4,0.1,0.7,-0.035,-0.112,0.039
 TabPFN-TS,FlowState,0.5,0.2,0.8,0.047,-0.106,0.172
-TabPFN-TS,Toto-1.0,0.6,0.3,0.9,0.006,-0.061,0.068
 TabPFN-TS,Toto-2.0-1B,0.4,0.1,0.7,0.086,-0.007,0.184
 TabPFN-TS,Toto-2.0-22m,0.5,0.2,0.8,0.071,-0.032,0.169
 TabPFN-TS,AutoETS,0.3,0.0,0.6,-0.004,-0.139,0.128
 TabPFN-TS,TabPFN-TS,0.5,0.5,0.5,0.0,0.0,0.0
 TabPFN-TS,Toto-2.0-4m,0.7,0.4,0.9,0.056,-0.024,0.127
-TabPFN-TS,Stat. Ensemble,0.4,0.1,0.7,-0.007,-0.14,0.118
 TabPFN-TS,Chronos-Bolt,0.6,0.3,0.9,0.044,-0.043,0.124
 TabPFN-TS,Seasonal Naive,0.9,0.7,1.0,0.292,0.081,0.459
-Toto-2.0-4m,TimesFM-2.5,0.5,0.2,0.8,-0.076,-0.232,0.044
 Toto-2.0-4m,TabPFN-TS-3,0.3,0.1,0.6,-0.029,-0.154,0.097
-Toto-2.0-4m,Toto-2.0-2.5B,0.5,0.2,0.8,0.015,-0.029,0.067
+Toto-2.0-4m,TiRex-2,0.4,0.1,0.7,-0.022,-0.083,0.045
+Toto-2.0-4m,TimesFM-2.5,0.5,0.2,0.8,-0.076,-0.232,0.044
 Toto-2.0-4m,Chronos-2,0.4,0.1,0.7,-0.059,-0.15,0.025
+Toto-2.0-4m,Toto-2.0-2.5B,0.5,0.2,0.8,0.015,-0.029,0.067
 Toto-2.0-4m,TiRex,0.4,0.1,0.7,-0.068,-0.161,0.008
 Toto-2.0-4m,Toto-2.0-313m,0.4,0.1,0.7,0.023,-0.032,0.1
+Toto-2.0-4m,Toto-1.0,0.3,0.098,0.6,-0.053,-0.095,-0.011
 Toto-2.0-4m,Moirai-2.0,0.7,0.4,1.0,-0.097,-0.237,0.021
 Toto-2.0-4m,FlowState,0.4,0.1,0.7,-0.01,-0.245,0.177
-Toto-2.0-4m,Toto-1.0,0.3,0.098,0.6,-0.053,-0.095,-0.011
 Toto-2.0-4m,Toto-2.0-1B,0.5,0.2,0.8,0.032,-0.024,0.107
 Toto-2.0-4m,Toto-2.0-22m,0.5,0.2,0.8,0.016,-0.052,0.089
 Toto-2.0-4m,AutoETS,0.5,0.2,0.8,-0.064,-0.267,0.096
 Toto-2.0-4m,TabPFN-TS,0.3,0.1,0.6,-0.06,-0.145,0.024
 Toto-2.0-4m,Toto-2.0-4m,0.5,0.5,0.5,0.0,0.0,0.0
-Toto-2.0-4m,Stat. Ensemble,0.4,0.1,0.7,-0.067,-0.263,0.091
 Toto-2.0-4m,Chronos-Bolt,0.7,0.4,0.9,-0.012,-0.159,0.103
 Toto-2.0-4m,Seasonal Naive,0.8,0.6,1.0,0.25,-0.021,0.452
-Stat. Ensemble,TimesFM-2.5,0.2,0.0,0.4,-0.008,-0.176,0.156
-Stat. Ensemble,TabPFN-TS-3,0.4,0.1,0.7,0.036,-0.111,0.154
-Stat. Ensemble,Toto-2.0-2.5B,0.3,0.0,0.6,0.077,-0.105,0.245
-Stat. Ensemble,Chronos-2,0.4,0.1,0.7,0.008,-0.145,0.138
-Stat. Ensemble,TiRex,0.4,0.1,0.7,-0.001,-0.153,0.135
-Stat. Ensemble,Toto-2.0-313m,0.4,0.1,0.7,0.085,-0.113,0.263
-Stat. Ensemble,Moirai-2.0,0.5,0.2,0.8,-0.028,-0.155,0.085
-Stat. Ensemble,FlowState,0.4,0.1,0.7,0.054,-0.15,0.211
-Stat. Ensemble,Toto-1.0,0.5,0.2,0.8,0.013,-0.135,0.147
-Stat. Ensemble,Toto-2.0-1B,0.4,0.1,0.7,0.093,-0.091,0.264
-Stat. Ensemble,Toto-2.0-22m,0.4,0.1,0.7,0.078,-0.117,0.252
-Stat. Ensemble,AutoETS,0.6,0.3,0.9,0.003,-0.047,0.039
-Stat. Ensemble,TabPFN-TS,0.6,0.3,0.9,0.007,-0.134,0.123
-Stat. Ensemble,Toto-2.0-4m,0.6,0.3,0.9,0.063,-0.1,0.208
-Stat. Ensemble,Stat. Ensemble,0.5,0.5,0.5,0.0,0.0,0.0
-Stat. Ensemble,Chronos-Bolt,0.6,0.3,0.9,0.051,-0.066,0.167
-Stat. Ensemble,Seasonal Naive,0.7,0.4,1.0,0.297,0.08,0.468
-Chronos-Bolt,TimesFM-2.5,0.2,0.0,0.4,-0.062,-0.161,0.011
 Chronos-Bolt,TabPFN-TS-3,0.4,0.1,0.7,-0.016,-0.076,0.038
-Chronos-Bolt,Toto-2.0-2.5B,0.3,0.0,0.6,0.027,-0.091,0.143
+Chronos-Bolt,TiRex-2,0.3,0.0,0.6,-0.01,-0.133,0.1
+Chronos-Bolt,TimesFM-2.5,0.2,0.0,0.4,-0.062,-0.161,0.011
 Chronos-Bolt,Chronos-2,0.4,0.1,0.7,-0.046,-0.167,0.066
+Chronos-Bolt,Toto-2.0-2.5B,0.3,0.0,0.6,0.027,-0.091,0.143
 Chronos-Bolt,TiRex,0.3,0.1,0.6,-0.055,-0.171,0.027
 Chronos-Bolt,Toto-2.0-313m,0.4,0.1,0.7,0.035,-0.114,0.162
+Chronos-Bolt,Toto-1.0,0.5,0.2,0.8,-0.04,-0.154,0.072
 Chronos-Bolt,Moirai-2.0,0.25,0.0,0.55,-0.084,-0.188,0.001
 Chronos-Bolt,FlowState,0.3,0.0,0.6,0.002,-0.126,0.117
-Chronos-Bolt,Toto-1.0,0.5,0.2,0.8,-0.04,-0.154,0.072
 Chronos-Bolt,Toto-2.0-1B,0.4,0.1,0.7,0.044,-0.087,0.164
 Chronos-Bolt,Toto-2.0-22m,0.4,0.1,0.7,0.028,-0.127,0.149
 Chronos-Bolt,AutoETS,0.4,0.1,0.7,-0.051,-0.199,0.076
 Chronos-Bolt,TabPFN-TS,0.4,0.1,0.7,-0.046,-0.142,0.041
 Chronos-Bolt,Toto-2.0-4m,0.3,0.1,0.6,0.012,-0.115,0.137
-Chronos-Bolt,Stat. Ensemble,0.4,0.1,0.7,-0.054,-0.201,0.062
 Chronos-Bolt,Chronos-Bolt,0.5,0.5,0.5,0.0,0.0,0.0
 Chronos-Bolt,Seasonal Naive,0.9,0.7,1.0,0.259,0.102,0.399
-Seasonal Naive,TimesFM-2.5,0.1,0.0,0.3,-0.433,-0.874,-0.179
 Seasonal Naive,TabPFN-TS-3,0.1,0.0,0.3,-0.371,-0.684,-0.122
-Seasonal Naive,Toto-2.0-2.5B,0.2,0.0,0.4,-0.312,-0.721,0.014
+Seasonal Naive,TiRex-2,0.1,0.0,0.3,-0.362,-0.804,-0.031
+Seasonal Naive,TimesFM-2.5,0.1,0.0,0.3,-0.433,-0.874,-0.179
 Seasonal Naive,Chronos-2,0.2,0.0,0.4,-0.411,-0.889,-0.054
+Seasonal Naive,Toto-2.0-2.5B,0.2,0.0,0.4,-0.312,-0.721,0.014
 Seasonal Naive,TiRex,0.1,0.0,0.3,-0.424,-0.915,-0.109
 Seasonal Naive,Toto-2.0-313m,0.2,0.0,0.4,-0.301,-0.758,0.027
+Seasonal Naive,Toto-1.0,0.1,0.0,0.3,-0.404,-0.91,-0.055
 Seasonal Naive,Moirai-2.0,0.1,0.0,0.3,-0.462,-0.951,-0.141
 Seasonal Naive,FlowState,0.1,0.0,0.3,-0.346,-0.602,-0.147
-Seasonal Naive,Toto-1.0,0.1,0.0,0.3,-0.404,-0.91,-0.055
 Seasonal Naive,Toto-2.0-1B,0.2,0.0,0.4,-0.29,-0.707,0.024
 Seasonal Naive,Toto-2.0-22m,0.2,0.0,0.4,-0.311,-0.809,0.009
 Seasonal Naive,AutoETS,0.3,0.0,0.6,-0.417,-0.928,-0.07
 Seasonal Naive,TabPFN-TS,0.1,0.0,0.3,-0.412,-0.85,-0.089
 Seasonal Naive,Toto-2.0-4m,0.2,0.0,0.4,-0.333,-0.826,0.02
-Seasonal Naive,Stat. Ensemble,0.3,0.0,0.6,-0.422,-0.879,-0.087
 Seasonal Naive,Chronos-Bolt,0.1,0.0,0.3,-0.349,-0.664,-0.113
 Seasonal Naive,Seasonal Naive,0.5,0.5,0.5,0.0,0.0,0.0
diff --git a/tables/domain_health/pairwise_WQL.csv b/tables/domain_health/pairwise_WQL.csv
index 45c7765cc36f1a10383e9e3aa52df3596261b26e..6feeafcdcee9986346b6dc54544a9f573a68f271 100644
--- a/tables/domain_health/pairwise_WQL.csv
+++ b/tables/domain_health/pairwise_WQL.csv
@@ -1,257 +1,257 @@
 model_1,model_2,win_rate,win_rate_lower,win_rate_upper,skill_score,skill_score_lower,skill_score_upper
 Chronos-2,Chronos-2,0.5,0.5,0.5,0.0,0.0,0.0
+Chronos-2,TiRex-2,0.5,0.2,0.8,0.05,-0.019,0.145
 Chronos-2,TabPFN-TS-3,0.5,0.2,0.8,0.046,-0.035,0.122
 Chronos-2,TimesFM-2.5,0.5,0.2,0.8,-0.002,-0.119,0.095
 Chronos-2,Moirai-2.0,0.6,0.3,0.9,-0.021,-0.11,0.055
 Chronos-2,Toto-2.0-2.5B,0.5,0.2,0.8,0.085,0.001,0.166
-Chronos-2,Toto-2.0-22m,0.7,0.4,0.9,0.077,-0.036,0.182
+Chronos-2,Toto-1.0,0.6,0.3,0.9,0.002,-0.077,0.077
 Chronos-2,TiRex,0.5,0.2,0.8,0.025,-0.055,0.099
 Chronos-2,Toto-2.0-313m,0.7,0.4,0.9,0.086,-0.028,0.197
-Chronos-2,Toto-1.0,0.6,0.3,0.9,0.002,-0.077,0.077
+Chronos-2,Toto-2.0-22m,0.7,0.4,0.9,0.077,-0.036,0.182
 Chronos-2,Toto-2.0-1B,0.6,0.3,0.9,0.09,-0.002,0.181
 Chronos-2,TabPFN-TS,0.8,0.6,1.0,0.037,-0.004,0.081
 Chronos-2,FlowState,0.6,0.3,0.9,0.065,-0.097,0.191
-Chronos-2,Stat. Ensemble,0.7,0.4,1.0,0.104,-0.054,0.262
 Chronos-2,Toto-2.0-4m,0.8,0.5,1.0,0.074,-0.014,0.154
 Chronos-2,Chronos-Bolt,0.7,0.4,0.9,0.038,-0.07,0.13
 Chronos-2,Seasonal Naive,0.9,0.7,1.0,0.404,0.211,0.549
+TiRex-2,Chronos-2,0.5,0.2,0.8,-0.052,-0.169,0.019
+TiRex-2,TiRex-2,0.5,0.5,0.5,0.0,0.0,0.0
+TiRex-2,TabPFN-TS-3,0.6,0.3,0.9,-0.003,-0.092,0.089
+TiRex-2,TimesFM-2.5,0.5,0.2,0.8,-0.054,-0.16,0.018
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+TiRex-2,Seasonal Naive,0.9,0.7,1.0,0.373,0.19,0.521
 TabPFN-TS-3,Chronos-2,0.5,0.2,0.8,-0.049,-0.139,0.034
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 TabPFN-TS-3,TabPFN-TS-3,0.5,0.5,0.5,0.0,0.0,0.0
 TabPFN-TS-3,TimesFM-2.5,0.6,0.3,0.9,-0.051,-0.162,0.018
 TabPFN-TS-3,Moirai-2.0,0.5,0.2,0.8,-0.071,-0.195,0.021
 TabPFN-TS-3,Toto-2.0-2.5B,0.5,0.2,0.8,0.041,-0.071,0.15
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 TabPFN-TS-3,TiRex,0.7,0.4,0.9,-0.022,-0.141,0.042
 TabPFN-TS-3,Toto-2.0-313m,0.6,0.3,0.9,0.041,-0.111,0.159
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 TabPFN-TS-3,Toto-2.0-1B,0.6,0.3,0.9,0.046,-0.084,0.147
 TabPFN-TS-3,TabPFN-TS,0.6,0.3,0.9,-0.01,-0.076,0.047
 TabPFN-TS-3,FlowState,0.6,0.3,0.9,0.019,-0.074,0.107
-TabPFN-TS-3,Stat. Ensemble,0.6,0.3,0.9,0.06,-0.125,0.244
 TabPFN-TS-3,Toto-2.0-4m,0.8,0.5,1.0,0.029,-0.109,0.137
 TabPFN-TS-3,Chronos-Bolt,0.6,0.3,0.9,-0.009,-0.078,0.056
 TabPFN-TS-3,Seasonal Naive,0.9,0.7,1.0,0.375,0.232,0.495
 TimesFM-2.5,Chronos-2,0.5,0.2,0.8,0.002,-0.105,0.106
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 TimesFM-2.5,TabPFN-TS-3,0.4,0.1,0.7,0.049,-0.018,0.139
 TimesFM-2.5,TimesFM-2.5,0.5,0.5,0.5,0.0,0.0,0.0
 TimesFM-2.5,Moirai-2.0,0.6,0.3,0.9,-0.019,-0.109,0.043
 TimesFM-2.5,Toto-2.0-2.5B,0.6,0.3,0.9,0.087,-0.017,0.208
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 TimesFM-2.5,TiRex,0.6,0.3,0.9,0.027,-0.023,0.085
 TimesFM-2.5,Toto-2.0-313m,0.5,0.2,0.8,0.088,-0.024,0.197
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 TimesFM-2.5,Toto-2.0-1B,0.5,0.2,0.8,0.092,-0.007,0.198
 TimesFM-2.5,TabPFN-TS,0.7,0.4,1.0,0.039,-0.028,0.11
 TimesFM-2.5,FlowState,0.7,0.4,1.0,0.067,-0.041,0.182
-TimesFM-2.5,Stat. Ensemble,0.7,0.4,1.0,0.106,-0.099,0.28
 TimesFM-2.5,Toto-2.0-4m,0.5,0.2,0.8,0.076,-0.032,0.192
 TimesFM-2.5,Chronos-Bolt,0.8,0.6,1.0,0.04,-0.018,0.102
 TimesFM-2.5,Seasonal Naive,1.0,1.0,1.0,0.406,0.261,0.536
 Moirai-2.0,Chronos-2,0.4,0.1,0.7,0.02,-0.058,0.099
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 Moirai-2.0,TabPFN-TS-3,0.5,0.2,0.8,0.066,-0.021,0.163
 Moirai-2.0,TimesFM-2.5,0.4,0.1,0.7,0.018,-0.045,0.098
 Moirai-2.0,Moirai-2.0,0.5,0.5,0.5,0.0,0.0,0.0
 Moirai-2.0,Toto-2.0-2.5B,0.5,0.2,0.8,0.104,-0.014,0.215
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 Moirai-2.0,TiRex,0.5,0.2,0.8,0.045,-0.008,0.103
 Moirai-2.0,Toto-2.0-313m,0.4,0.1,0.7,0.104,-0.032,0.225
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 Moirai-2.0,Toto-2.0-1B,0.5,0.2,0.8,0.109,-0.011,0.22
 Moirai-2.0,TabPFN-TS,0.6,0.3,0.9,0.057,-0.016,0.126
 Moirai-2.0,FlowState,0.7,0.4,1.0,0.084,-0.05,0.203
-Moirai-2.0,Stat. Ensemble,0.6,0.3,0.9,0.122,-0.048,0.277
 Moirai-2.0,Toto-2.0-4m,0.4,0.1,0.7,0.093,-0.008,0.191
 Moirai-2.0,Chronos-Bolt,0.75,0.5,0.951,0.057,-0.013,0.128
 Moirai-2.0,Seasonal Naive,1.0,1.0,1.0,0.416,0.242,0.564
 Toto-2.0-2.5B,Chronos-2,0.5,0.2,0.8,-0.093,-0.199,-0.001
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 Toto-2.0-2.5B,TabPFN-TS-3,0.5,0.2,0.8,-0.042,-0.176,0.067
 Toto-2.0-2.5B,TimesFM-2.5,0.4,0.1,0.7,-0.096,-0.262,0.017
 Toto-2.0-2.5B,Moirai-2.0,0.5,0.2,0.8,-0.116,-0.274,0.014
 Toto-2.0-2.5B,Toto-2.0-2.5B,0.5,0.5,0.5,0.0,0.0,0.0
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+Toto-2.0-2.5B,Toto-1.0,0.4,0.1,0.7,-0.091,-0.179,-0.009
 Toto-2.0-2.5B,TiRex,0.6,0.3,0.9,-0.066,-0.178,0.021
 Toto-2.0-2.5B,Toto-2.0-313m,0.5,0.2,0.8,0.0,-0.07,0.057
-Toto-2.0-2.5B,Toto-1.0,0.4,0.1,0.7,-0.091,-0.179,-0.009
+Toto-2.0-2.5B,Toto-2.0-22m,0.6,0.3,0.9,-0.009,-0.097,0.053
 Toto-2.0-2.5B,Toto-2.0-1B,0.6,0.3,0.9,0.005,-0.032,0.038
 Toto-2.0-2.5B,TabPFN-TS,0.6,0.3,0.9,-0.053,-0.158,0.036
 Toto-2.0-2.5B,FlowState,0.6,0.3,0.9,-0.023,-0.265,0.157
-Toto-2.0-2.5B,Stat. Ensemble,0.6,0.3,0.9,0.02,-0.187,0.215
 Toto-2.0-2.5B,Toto-2.0-4m,0.5,0.2,0.8,-0.012,-0.061,0.03
 Toto-2.0-2.5B,Chronos-Bolt,0.6,0.3,0.9,-0.052,-0.219,0.063
 Toto-2.0-2.5B,Seasonal Naive,0.8,0.6,1.0,0.349,0.118,0.513
-Toto-2.0-22m,Chronos-2,0.3,0.1,0.6,-0.083,-0.222,0.035
-Toto-2.0-22m,TabPFN-TS-3,0.3,0.1,0.6,-0.033,-0.152,0.11
-Toto-2.0-22m,TimesFM-2.5,0.4,0.1,0.7,-0.085,-0.205,0.017
-Toto-2.0-22m,Moirai-2.0,0.6,0.3,0.9,-0.106,-0.251,0.019
-Toto-2.0-22m,Toto-2.0-2.5B,0.4,0.1,0.7,0.009,-0.056,0.088
-Toto-2.0-22m,Toto-2.0-22m,0.5,0.5,0.5,0.0,0.0,0.0
-Toto-2.0-22m,TiRex,0.6,0.3,0.9,-0.056,-0.134,0.016
-Toto-2.0-22m,Toto-2.0-313m,0.6,0.3,0.9,0.01,-0.023,0.039
-Toto-2.0-22m,Toto-1.0,0.4,0.1,0.7,-0.081,-0.186,0.005
-Toto-2.0-22m,Toto-2.0-1B,0.7,0.4,1.0,0.014,-0.027,0.061
-Toto-2.0-22m,TabPFN-TS,0.5,0.2,0.8,-0.043,-0.15,0.064
-Toto-2.0-22m,FlowState,0.6,0.3,0.9,-0.013,-0.226,0.175
-Toto-2.0-22m,Stat. Ensemble,0.7,0.4,1.0,0.03,-0.21,0.238
-Toto-2.0-22m,Toto-2.0-4m,0.6,0.3,0.9,-0.002,-0.072,0.055
-Toto-2.0-22m,Chronos-Bolt,0.6,0.3,0.9,-0.042,-0.184,0.09
-Toto-2.0-22m,Seasonal Naive,0.8,0.6,1.0,0.355,0.161,0.532
+Toto-1.0,Chronos-2,0.4,0.1,0.7,-0.002,-0.084,0.072
+Toto-1.0,TiRex-2,0.5,0.2,0.8,0.048,-0.035,0.131
+Toto-1.0,TabPFN-TS-3,0.4,0.1,0.7,0.045,-0.068,0.161
+Toto-1.0,TimesFM-2.5,0.4,0.1,0.7,-0.004,-0.128,0.098
+Toto-1.0,Moirai-2.0,0.3,0.0,0.6,-0.023,-0.109,0.056
+Toto-1.0,Toto-2.0-2.5B,0.6,0.3,0.9,0.084,0.009,0.152
+Toto-1.0,Toto-1.0,0.5,0.5,0.5,0.0,0.0,0.0
+Toto-1.0,TiRex,0.4,0.1,0.7,0.023,-0.045,0.09
+Toto-1.0,Toto-2.0-313m,0.6,0.3,0.9,0.084,-0.003,0.17
+Toto-1.0,Toto-2.0-22m,0.6,0.3,0.9,0.075,-0.005,0.157
+Toto-1.0,Toto-2.0-1B,0.6,0.3,0.9,0.088,0.013,0.159
+Toto-1.0,TabPFN-TS,0.5,0.2,0.8,0.035,-0.044,0.112
+Toto-1.0,FlowState,0.5,0.2,0.8,0.063,-0.138,0.234
+Toto-1.0,Toto-2.0-4m,0.7,0.4,0.902,0.073,0.021,0.123
+Toto-1.0,Chronos-Bolt,0.5,0.2,0.8,0.036,-0.076,0.13
+Toto-1.0,Seasonal Naive,0.9,0.7,1.0,0.403,0.197,0.565
 TiRex,Chronos-2,0.5,0.2,0.8,-0.026,-0.11,0.052
+TiRex,TiRex-2,0.4,0.1,0.7,0.025,-0.032,0.088
 TiRex,TabPFN-TS-3,0.3,0.1,0.6,0.022,-0.044,0.123
 TiRex,TimesFM-2.5,0.4,0.1,0.7,-0.028,-0.093,0.023
 TiRex,Moirai-2.0,0.5,0.2,0.8,-0.047,-0.114,0.007
 TiRex,Toto-2.0-2.5B,0.4,0.1,0.7,0.062,-0.022,0.151
-TiRex,Toto-2.0-22m,0.4,0.1,0.7,0.053,-0.016,0.118
+TiRex,Toto-1.0,0.6,0.3,0.9,-0.024,-0.099,0.043
 TiRex,TiRex,0.5,0.5,0.5,0.0,0.0,0.0
 TiRex,Toto-2.0-313m,0.4,0.1,0.7,0.062,-0.026,0.149
-TiRex,Toto-1.0,0.6,0.3,0.9,-0.024,-0.099,0.043
+TiRex,Toto-2.0-22m,0.4,0.1,0.7,0.053,-0.016,0.118
 TiRex,Toto-2.0-1B,0.6,0.3,0.9,0.067,-0.01,0.141
 TiRex,TabPFN-TS,0.6,0.3,0.9,0.012,-0.046,0.072
 TiRex,FlowState,0.6,0.3,0.9,0.04,-0.104,0.184
-TiRex,Stat. Ensemble,0.6,0.3,0.9,0.081,-0.109,0.258
 TiRex,Toto-2.0-4m,0.6,0.3,0.9,0.051,-0.017,0.121
 TiRex,Chronos-Bolt,0.7,0.4,0.9,0.013,-0.067,0.096
 TiRex,Seasonal Naive,0.9,0.7,1.0,0.389,0.216,0.543
 Toto-2.0-313m,Chronos-2,0.3,0.1,0.6,-0.094,-0.246,0.028
+Toto-2.0-313m,TiRex-2,0.4,0.1,0.7,-0.039,-0.107,0.021
 Toto-2.0-313m,TabPFN-TS-3,0.4,0.1,0.7,-0.043,-0.188,0.1
 Toto-2.0-313m,TimesFM-2.5,0.5,0.2,0.8,-0.096,-0.245,0.023
 Toto-2.0-313m,Moirai-2.0,0.6,0.3,0.9,-0.116,-0.291,0.031
 Toto-2.0-313m,Toto-2.0-2.5B,0.5,0.2,0.8,-0.0,-0.06,0.065
-Toto-2.0-313m,Toto-2.0-22m,0.4,0.1,0.7,-0.01,-0.041,0.022
+Toto-2.0-313m,Toto-1.0,0.4,0.1,0.7,-0.092,-0.205,0.003
 Toto-2.0-313m,TiRex,0.6,0.3,0.9,-0.066,-0.175,0.026
 Toto-2.0-313m,Toto-2.0-313m,0.5,0.5,0.5,0.0,0.0,0.0
-Toto-2.0-313m,Toto-1.0,0.4,0.1,0.7,-0.092,-0.205,0.003
+Toto-2.0-313m,Toto-2.0-22m,0.4,0.1,0.7,-0.01,-0.041,0.022
 Toto-2.0-313m,Toto-2.0-1B,0.6,0.3,0.9,0.005,-0.023,0.037
 Toto-2.0-313m,TabPFN-TS,0.5,0.2,0.8,-0.053,-0.178,0.058
 Toto-2.0-313m,FlowState,0.6,0.3,0.9,-0.023,-0.259,0.177
-Toto-2.0-313m,Stat. Ensemble,0.6,0.3,0.9,0.02,-0.231,0.24
 Toto-2.0-313m,Toto-2.0-4m,0.7,0.4,1.0,-0.012,-0.085,0.04
 Toto-2.0-313m,Chronos-Bolt,0.6,0.3,0.9,-0.052,-0.209,0.086
 Toto-2.0-313m,Seasonal Naive,0.8,0.6,1.0,0.348,0.132,0.525
-Toto-1.0,Chronos-2,0.4,0.1,0.7,-0.002,-0.084,0.072
-Toto-1.0,TabPFN-TS-3,0.4,0.1,0.7,0.045,-0.068,0.161
-Toto-1.0,TimesFM-2.5,0.4,0.1,0.7,-0.004,-0.128,0.098
-Toto-1.0,Moirai-2.0,0.3,0.0,0.6,-0.023,-0.109,0.056
-Toto-1.0,Toto-2.0-2.5B,0.6,0.3,0.9,0.084,0.009,0.152
-Toto-1.0,Toto-2.0-22m,0.6,0.3,0.9,0.075,-0.005,0.157
-Toto-1.0,TiRex,0.4,0.1,0.7,0.023,-0.045,0.09
-Toto-1.0,Toto-2.0-313m,0.6,0.3,0.9,0.084,-0.003,0.17
-Toto-1.0,Toto-1.0,0.5,0.5,0.5,0.0,0.0,0.0
-Toto-1.0,Toto-2.0-1B,0.6,0.3,0.9,0.088,0.013,0.159
-Toto-1.0,TabPFN-TS,0.5,0.2,0.8,0.035,-0.044,0.112
-Toto-1.0,FlowState,0.5,0.2,0.8,0.063,-0.138,0.234
-Toto-1.0,Stat. Ensemble,0.5,0.2,0.8,0.102,-0.06,0.272
-Toto-1.0,Toto-2.0-4m,0.7,0.4,0.902,0.073,0.021,0.123
-Toto-1.0,Chronos-Bolt,0.5,0.2,0.8,0.036,-0.076,0.13
-Toto-1.0,Seasonal Naive,0.9,0.7,1.0,0.403,0.197,0.565
+Toto-2.0-22m,Chronos-2,0.3,0.1,0.6,-0.083,-0.222,0.035
+Toto-2.0-22m,TiRex-2,0.2,0.0,0.5,-0.029,-0.089,0.033
+Toto-2.0-22m,TabPFN-TS-3,0.3,0.1,0.6,-0.033,-0.152,0.11
+Toto-2.0-22m,TimesFM-2.5,0.4,0.1,0.7,-0.085,-0.205,0.017
+Toto-2.0-22m,Moirai-2.0,0.6,0.3,0.9,-0.106,-0.251,0.019
+Toto-2.0-22m,Toto-2.0-2.5B,0.4,0.1,0.7,0.009,-0.056,0.088
+Toto-2.0-22m,Toto-1.0,0.4,0.1,0.7,-0.081,-0.186,0.005
+Toto-2.0-22m,TiRex,0.6,0.3,0.9,-0.056,-0.134,0.016
+Toto-2.0-22m,Toto-2.0-313m,0.6,0.3,0.9,0.01,-0.023,0.039
+Toto-2.0-22m,Toto-2.0-22m,0.5,0.5,0.5,0.0,0.0,0.0
+Toto-2.0-22m,Toto-2.0-1B,0.7,0.4,1.0,0.014,-0.027,0.061
+Toto-2.0-22m,TabPFN-TS,0.5,0.2,0.8,-0.043,-0.15,0.064
+Toto-2.0-22m,FlowState,0.6,0.3,0.9,-0.013,-0.226,0.175
+Toto-2.0-22m,Toto-2.0-4m,0.6,0.3,0.9,-0.002,-0.072,0.055
+Toto-2.0-22m,Chronos-Bolt,0.6,0.3,0.9,-0.042,-0.184,0.09
+Toto-2.0-22m,Seasonal Naive,0.8,0.6,1.0,0.355,0.161,0.532
 Toto-2.0-1B,Chronos-2,0.4,0.1,0.7,-0.099,-0.221,0.002
+Toto-2.0-1B,TiRex-2,0.3,0.1,0.6,-0.044,-0.097,-0.002
 Toto-2.0-1B,TabPFN-TS-3,0.4,0.1,0.7,-0.048,-0.173,0.078
 Toto-2.0-1B,TimesFM-2.5,0.5,0.2,0.8,-0.101,-0.247,0.007
 Toto-2.0-1B,Moirai-2.0,0.5,0.2,0.8,-0.122,-0.282,0.011
 Toto-2.0-1B,Toto-2.0-2.5B,0.4,0.1,0.7,-0.005,-0.04,0.031
-Toto-2.0-1B,Toto-2.0-22m,0.3,0.0,0.6,-0.015,-0.065,0.026
+Toto-2.0-1B,Toto-1.0,0.4,0.1,0.7,-0.097,-0.189,-0.013
 Toto-2.0-1B,TiRex,0.4,0.1,0.7,-0.071,-0.164,0.009
 Toto-2.0-1B,Toto-2.0-313m,0.4,0.1,0.7,-0.005,-0.039,0.023
-Toto-2.0-1B,Toto-1.0,0.4,0.1,0.7,-0.097,-0.189,-0.013
+Toto-2.0-1B,Toto-2.0-22m,0.3,0.0,0.6,-0.015,-0.065,0.026
 Toto-2.0-1B,Toto-2.0-1B,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-2.0-1B,TabPFN-TS,0.6,0.3,0.9,-0.058,-0.16,0.033
 Toto-2.0-1B,FlowState,0.6,0.3,0.9,-0.028,-0.249,0.159
-Toto-2.0-1B,Stat. Ensemble,0.6,0.3,0.9,0.015,-0.208,0.217
 Toto-2.0-1B,Toto-2.0-4m,0.6,0.3,0.9,-0.017,-0.074,0.028
 Toto-2.0-1B,Chronos-Bolt,0.6,0.3,0.9,-0.057,-0.209,0.061
 Toto-2.0-1B,Seasonal Naive,0.8,0.6,1.0,0.345,0.128,0.509
 TabPFN-TS,Chronos-2,0.2,0.0,0.4,-0.038,-0.088,0.004
+TabPFN-TS,TiRex-2,0.4,0.1,0.7,0.013,-0.055,0.084
 TabPFN-TS,TabPFN-TS-3,0.4,0.1,0.7,0.01,-0.049,0.07
 TabPFN-TS,TimesFM-2.5,0.3,0.0,0.6,-0.041,-0.123,0.027
 TabPFN-TS,Moirai-2.0,0.4,0.1,0.7,-0.06,-0.144,0.016
 TabPFN-TS,Toto-2.0-2.5B,0.4,0.1,0.7,0.05,-0.037,0.136
-TabPFN-TS,Toto-2.0-22m,0.5,0.2,0.8,0.041,-0.069,0.13
+TabPFN-TS,Toto-1.0,0.5,0.2,0.8,-0.036,-0.126,0.043
 TabPFN-TS,TiRex,0.4,0.1,0.7,-0.012,-0.077,0.044
 TabPFN-TS,Toto-2.0-313m,0.5,0.2,0.8,0.051,-0.061,0.151
-TabPFN-TS,Toto-1.0,0.5,0.2,0.8,-0.036,-0.126,0.043
+TabPFN-TS,Toto-2.0-22m,0.5,0.2,0.8,0.041,-0.069,0.13
 TabPFN-TS,Toto-2.0-1B,0.4,0.1,0.7,0.055,-0.034,0.138
 TabPFN-TS,TabPFN-TS,0.5,0.5,0.5,0.0,0.0,0.0
 TabPFN-TS,FlowState,0.5,0.2,0.8,0.029,-0.108,0.151
-TabPFN-TS,Stat. Ensemble,0.5,0.2,0.8,0.07,-0.09,0.224
 TabPFN-TS,Toto-2.0-4m,0.7,0.4,0.9,0.039,-0.06,0.124
 TabPFN-TS,Chronos-Bolt,0.5,0.2,0.8,0.001,-0.077,0.073
 TabPFN-TS,Seasonal Naive,0.9,0.7,1.0,0.381,0.215,0.518
 FlowState,Chronos-2,0.4,0.1,0.7,-0.069,-0.237,0.088
+FlowState,TiRex-2,0.4,0.1,0.7,-0.016,-0.205,0.141
 FlowState,TabPFN-TS-3,0.4,0.1,0.7,-0.019,-0.12,0.069
 FlowState,TimesFM-2.5,0.3,0.0,0.6,-0.071,-0.222,0.039
 FlowState,Moirai-2.0,0.3,0.0,0.6,-0.091,-0.255,0.048
 FlowState,Toto-2.0-2.5B,0.4,0.1,0.7,0.022,-0.186,0.209
-FlowState,Toto-2.0-22m,0.4,0.1,0.7,0.013,-0.212,0.184
+FlowState,Toto-1.0,0.5,0.2,0.8,-0.067,-0.305,0.121
 FlowState,TiRex,0.4,0.1,0.7,-0.042,-0.225,0.094
 FlowState,Toto-2.0-313m,0.4,0.1,0.7,0.023,-0.215,0.206
-FlowState,Toto-1.0,0.5,0.2,0.8,-0.067,-0.305,0.121
+FlowState,Toto-2.0-22m,0.4,0.1,0.7,0.013,-0.212,0.184
 FlowState,Toto-2.0-1B,0.4,0.1,0.7,0.027,-0.189,0.2
 FlowState,TabPFN-TS,0.5,0.2,0.8,-0.03,-0.177,0.097
 FlowState,FlowState,0.5,0.5,0.5,0.0,0.0,0.0
-FlowState,Stat. Ensemble,0.5,0.2,0.8,0.042,-0.2,0.257
 FlowState,Toto-2.0-4m,0.5,0.2,0.8,0.011,-0.213,0.192
 FlowState,Chronos-Bolt,0.6,0.3,0.9,-0.029,-0.166,0.091
 FlowState,Seasonal Naive,0.9,0.7,1.0,0.363,0.225,0.479
-Stat. Ensemble,Chronos-2,0.3,0.0,0.6,-0.116,-0.354,0.051
-Stat. Ensemble,TabPFN-TS-3,0.4,0.1,0.7,-0.064,-0.323,0.111
-Stat. Ensemble,TimesFM-2.5,0.3,0.0,0.6,-0.119,-0.389,0.09
-Stat. Ensemble,Moirai-2.0,0.4,0.1,0.7,-0.139,-0.384,0.045
-Stat. Ensemble,Toto-2.0-2.5B,0.4,0.1,0.7,-0.021,-0.274,0.158
-Stat. Ensemble,Toto-2.0-22m,0.3,0.0,0.6,-0.031,-0.312,0.174
-Stat. Ensemble,TiRex,0.4,0.1,0.7,-0.088,-0.347,0.099
-Stat. Ensemble,Toto-2.0-313m,0.4,0.1,0.7,-0.021,-0.315,0.187
-Stat. Ensemble,Toto-1.0,0.5,0.2,0.8,-0.114,-0.374,0.056
-Stat. Ensemble,Toto-2.0-1B,0.4,0.1,0.7,-0.016,-0.277,0.172
-Stat. Ensemble,TabPFN-TS,0.5,0.2,0.8,-0.075,-0.289,0.083
-Stat. Ensemble,FlowState,0.5,0.2,0.8,-0.044,-0.346,0.167
-Stat. Ensemble,Stat. Ensemble,0.5,0.5,0.5,0.0,0.0,0.0
-Stat. Ensemble,Toto-2.0-4m,0.5,0.2,0.8,-0.033,-0.308,0.153
-Stat. Ensemble,Chronos-Bolt,0.5,0.2,0.8,-0.074,-0.287,0.088
-Stat. Ensemble,Seasonal Naive,0.8,0.6,1.0,0.335,0.128,0.5
 Toto-2.0-4m,Chronos-2,0.2,0.0,0.5,-0.08,-0.182,0.014
+Toto-2.0-4m,TiRex-2,0.3,0.1,0.6,-0.027,-0.098,0.042
 Toto-2.0-4m,TabPFN-TS-3,0.2,0.0,0.5,-0.03,-0.158,0.098
 Toto-2.0-4m,TimesFM-2.5,0.5,0.2,0.8,-0.083,-0.238,0.031
 Toto-2.0-4m,Moirai-2.0,0.6,0.3,0.9,-0.103,-0.236,0.007
 Toto-2.0-4m,Toto-2.0-2.5B,0.5,0.2,0.8,0.012,-0.031,0.058
-Toto-2.0-4m,Toto-2.0-22m,0.4,0.1,0.7,0.002,-0.058,0.067
+Toto-2.0-4m,Toto-1.0,0.3,0.098,0.6,-0.079,-0.14,-0.021
 Toto-2.0-4m,TiRex,0.4,0.1,0.7,-0.053,-0.137,0.017
 Toto-2.0-4m,Toto-2.0-313m,0.3,0.0,0.6,0.012,-0.042,0.079
-Toto-2.0-4m,Toto-1.0,0.3,0.098,0.6,-0.079,-0.14,-0.021
+Toto-2.0-4m,Toto-2.0-22m,0.4,0.1,0.7,0.002,-0.058,0.067
 Toto-2.0-4m,Toto-2.0-1B,0.4,0.1,0.7,0.017,-0.029,0.069
 Toto-2.0-4m,TabPFN-TS,0.3,0.1,0.6,-0.041,-0.141,0.057
 Toto-2.0-4m,FlowState,0.5,0.2,0.8,-0.011,-0.238,0.175
-Toto-2.0-4m,Stat. Ensemble,0.5,0.2,0.8,0.032,-0.18,0.236
 Toto-2.0-4m,Toto-2.0-4m,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-2.0-4m,Chronos-Bolt,0.6,0.3,0.9,-0.04,-0.195,0.079
 Toto-2.0-4m,Seasonal Naive,0.8,0.6,1.0,0.356,0.131,0.533
 Chronos-Bolt,Chronos-2,0.3,0.1,0.6,-0.039,-0.149,0.066
+Chronos-Bolt,TiRex-2,0.4,0.1,0.7,0.012,-0.091,0.113
 Chronos-Bolt,TabPFN-TS-3,0.4,0.1,0.7,0.009,-0.059,0.073
 Chronos-Bolt,TimesFM-2.5,0.2,0.0,0.4,-0.042,-0.113,0.018
 Chronos-Bolt,Moirai-2.0,0.25,0.049,0.5,-0.061,-0.147,0.013
 Chronos-Bolt,Toto-2.0-2.5B,0.4,0.1,0.7,0.049,-0.067,0.18
-Chronos-Bolt,Toto-2.0-22m,0.4,0.1,0.7,0.04,-0.099,0.156
+Chronos-Bolt,Toto-1.0,0.5,0.2,0.8,-0.037,-0.15,0.071
 Chronos-Bolt,TiRex,0.3,0.1,0.6,-0.013,-0.106,0.062
 Chronos-Bolt,Toto-2.0-313m,0.4,0.1,0.7,0.05,-0.094,0.173
-Chronos-Bolt,Toto-1.0,0.5,0.2,0.8,-0.037,-0.15,0.071
+Chronos-Bolt,Toto-2.0-22m,0.4,0.1,0.7,0.04,-0.099,0.156
 Chronos-Bolt,Toto-2.0-1B,0.4,0.1,0.7,0.054,-0.065,0.173
 Chronos-Bolt,TabPFN-TS,0.5,0.2,0.8,-0.001,-0.078,0.072
 Chronos-Bolt,FlowState,0.4,0.1,0.7,0.028,-0.1,0.142
-Chronos-Bolt,Stat. Ensemble,0.5,0.2,0.8,0.069,-0.096,0.223
 Chronos-Bolt,Toto-2.0-4m,0.4,0.1,0.7,0.038,-0.086,0.163
 Chronos-Bolt,Chronos-Bolt,0.5,0.5,0.5,0.0,0.0,0.0
 Chronos-Bolt,Seasonal Naive,1.0,1.0,1.0,0.381,0.242,0.501
 Seasonal Naive,Chronos-2,0.1,0.0,0.3,-0.678,-1.217,-0.268
+Seasonal Naive,TiRex-2,0.1,0.0,0.3,-0.595,-1.088,-0.234
 Seasonal Naive,TabPFN-TS-3,0.1,0.0,0.3,-0.6,-0.979,-0.302
 Seasonal Naive,TimesFM-2.5,0.0,0.0,0.0,-0.682,-1.155,-0.354
 Seasonal Naive,Moirai-2.0,0.0,0.0,0.0,-0.714,-1.293,-0.32
 Seasonal Naive,Toto-2.0-2.5B,0.2,0.0,0.4,-0.535,-1.053,-0.133
-Seasonal Naive,Toto-2.0-22m,0.2,0.0,0.4,-0.55,-1.137,-0.191
+Seasonal Naive,Toto-1.0,0.1,0.0,0.3,-0.676,-1.297,-0.246
 Seasonal Naive,TiRex,0.1,0.0,0.3,-0.636,-1.186,-0.275
 Seasonal Naive,Toto-2.0-313m,0.2,0.0,0.4,-0.535,-1.104,-0.153
-Seasonal Naive,Toto-1.0,0.1,0.0,0.3,-0.676,-1.297,-0.246
+Seasonal Naive,Toto-2.0-22m,0.2,0.0,0.4,-0.55,-1.137,-0.191
 Seasonal Naive,Toto-2.0-1B,0.2,0.0,0.4,-0.527,-1.038,-0.147
 Seasonal Naive,TabPFN-TS,0.1,0.0,0.3,-0.617,-1.074,-0.273
 Seasonal Naive,FlowState,0.1,0.0,0.3,-0.57,-0.92,-0.291
-Seasonal Naive,Stat. Ensemble,0.2,0.0,0.4,-0.504,-0.999,-0.146
 Seasonal Naive,Toto-2.0-4m,0.2,0.0,0.4,-0.553,-1.14,-0.15
 Seasonal Naive,Chronos-Bolt,0.0,0.0,0.0,-0.615,-1.006,-0.319
 Seasonal Naive,Seasonal Naive,0.5,0.5,0.5,0.0,0.0,0.0
diff --git a/tables/domain_mobility/leaderboard_MASE.csv b/tables/domain_mobility/leaderboard_MASE.csv
index 0df9a9b47d6367b056a066aab8785188978987a0..fffad4d99ad2c98b9baa72510f893fd461a25e89 100644
--- a/tables/domain_mobility/leaderboard_MASE.csv
+++ b/tables/domain_mobility/leaderboard_MASE.csv
@@ -1,28 +1,29 @@
 model_name,win_rate,skill_score,median_training_time_s_per100,median_inference_time_s_per100,training_corpus_overlap,num_failures
-Chronos-2,90.1098901098901,31.297845826674763,0.0,0.3612539066666667,0.0,0.0
-Toto-2.0-1B,86.26373626373626,29.93744282184213,0.0,2.398295585576923,0.0,0.0
-TimesFM-2.5,83.51648351648353,30.08997810079499,0.0,1.0402703727564104,0.0,0.0
-Toto-2.0-313m,81.86813186813187,29.655413564276433,0.0,1.0909461926282051,0.0,0.0
-Toto-2.0-2.5B,80.76923076923077,29.34036054759431,0.0,5.510428407333333,0.0,0.0
-FlowState,78.02197802197803,28.358976057331542,0.0,1.8156494689102565,0.0,0.0
-TiRex,76.92307692307693,28.869849458291053,0.0,0.34079166541795664,0.0,0.0
-Toto-2.0-22m,68.68131868131869,27.624459375998768,0.0,0.22678239423076924,0.0,0.0
-TabPFN-TS-3,67.03296703296702,26.238904121348316,0.0,258.6113400144229,0.0,0.0
-TFT,55.494505494505496,21.59101828180743,235.31247926551285,0.31370569066666665,0.0,0.0
-Toto-1.0,53.2967032967033,25.573203950705693,0.0,32.678425597307694,0.0,0.0
-Moirai-2.0,53.02197802197802,25.335908970299936,0.0,2.231891133374613,1.0,0.0
-Chronos-Bolt,53.02197802197802,25.335908970299936,0.0,0.2157764139102564,0.0,0.0
-TabPFN-TS,50.0,24.532719864713304,0.0,157.00341927416665,0.0,0.0
-Sundial-Base,49.99999999999999,23.393412693458927,0.0,7.825935737058823,0.0,0.0
-Toto-2.0-4m,49.45054945054945,23.095596464945533,0.0,0.17352653333333334,0.0,0.0
-CatBoost,41.208791208791204,18.807513597537383,21.985520585705128,0.26383776833333333,0.0,0.0
-DeepAR,40.65934065934066,20.158757124750093,467.93394356724366,1.364175630448718,0.0,0.0
-LightGBM,40.65934065934066,19.233879992772206,2.110697158974359,0.21163459766666667,0.0,0.0
-PatchTST,36.81318681318681,16.989509965321957,225.99726746077397,0.38466677993589743,0.0,0.0
-Stat. Ensemble,28.021978021978022,7.694422260326506,0.0,226.8116654464487,0.0,14.285714285714285
-AutoARIMA,22.527472527472526,3.300627782307375,0.0,166.32244655789742,0.0,14.285714285714285
-AutoTheta,20.32967032967033,2.2840445944943277,0.0,2.6991318023333335,0.0,0.0
-Seasonal Naive,19.230769230769234,0.0,0.0,0.17224587897435897,0.0,0.0
-AutoETS,15.934065934065936,-16.79021320144407,0.0,7.4220258999999995,0.0,0.0
-Naive,6.043956043956044,-40.74006367145597,0.0,0.193622721474359,0.0,0.0
-Drift,1.0989010989010988,-55.85219582340872,0.0,0.1885455092948718,0.0,0.0
+Chronos-2,89.41798941798943,31.297845826674763,0.0,0.3612539066666667,0.0,0.0
+Toto-2.0-1B,86.24338624338625,29.93744282184213,0.0,2.398295585576923,0.0,0.0
+TimesFM-2.5,82.53968253968256,30.08997810079499,0.0,1.0402703727564104,0.0,0.0
+Toto-2.0-313m,82.01058201058203,29.655413564276433,0.0,1.0909461926282051,0.0,0.0
+Toto-2.0-2.5B,80.42328042328043,29.34036054759431,0.0,5.510428407333333,0.0,0.0
+FlowState,77.24867724867725,28.358976057331542,0.0,1.8156494689102565,0.0,0.0
+TiRex,76.1904761904762,28.869849458291053,0.0,0.34079166541795664,0.0,0.0
+TiRex-2,70.8994708994709,28.6618144795166,0.0,0.11997201882198961,0.0,0.0
+Toto-2.0-22m,67.1957671957672,27.624459375998768,0.0,0.22678239423076924,0.0,0.0
+TabPFN-TS-3,66.13756613756613,26.238904121348316,0.0,258.6113400144229,0.0,0.0
+TFT,54.4973544973545,21.59101828180743,235.31247926551285,0.31370569066666665,0.0,0.0
+Chronos-Bolt,52.116402116402114,25.335908970299936,0.0,0.2157764139102564,0.0,0.0
+Moirai-2.0,52.116402116402114,25.335908970299936,0.0,2.231891133374613,1.0,0.0
+Toto-1.0,51.322751322751316,25.573203950705693,0.0,32.678425597307694,0.0,0.0
+TabPFN-TS,48.67724867724868,24.532719864713304,0.0,157.00341927416665,0.0,0.0
+Sundial-Base,48.67724867724867,23.393412693458927,0.0,7.825935737058823,0.0,0.0
+Toto-2.0-4m,48.148148148148145,23.095596464945533,0.0,0.17352653333333334,0.0,0.0
+CatBoost,40.74074074074075,18.807513597537383,21.985520585705128,0.26383776833333333,0.0,0.0
+LightGBM,40.21164021164021,19.233879992772206,2.110697158974359,0.21163459766666667,0.0,0.0
+DeepAR,40.21164021164021,20.158757124750093,467.93394356724366,1.364175630448718,0.0,0.0
+PatchTST,35.978835978835974,16.989509965321957,225.99726746077397,0.38466677993589743,0.0,0.0
+Stat. Ensemble,26.984126984126984,7.694422260326506,0.0,226.8116654464487,0.0,14.285714285714285
+AutoARIMA,21.693121693121693,3.300627782307375,0.0,166.32244655789742,0.0,14.285714285714285
+AutoTheta,19.576719576719576,2.2840445944943277,0.0,2.6991318023333335,0.0,0.0
+Seasonal Naive,18.51851851851852,0.0,0.0,0.17224587897435897,0.0,0.0
+AutoETS,15.343915343915343,-16.79021320144407,0.0,7.4220258999999995,0.0,0.0
+Naive,5.82010582010582,-40.74006367145597,0.0,0.193622721474359,0.0,0.0
+Drift,1.0582010582010581,-55.85219582340872,0.0,0.1885455092948718,0.0,0.0
diff --git a/tables/domain_mobility/leaderboard_SQL.csv b/tables/domain_mobility/leaderboard_SQL.csv
index 08a9cda496273ec8cf69f1e4cfa2b9b63d3a4322..8bf15a1d89c0b2225612b9b85e999338893f363e 100644
--- a/tables/domain_mobility/leaderboard_SQL.csv
+++ b/tables/domain_mobility/leaderboard_SQL.csv
@@ -1,28 +1,29 @@
 model_name,win_rate,skill_score,median_training_time_s_per100,median_inference_time_s_per100,training_corpus_overlap,num_failures
-Chronos-2,92.30769230769232,44.0257301550027,0.0,0.3612539066666667,0.0,0.0
-TimesFM-2.5,86.26373626373626,42.67646308976785,0.0,1.0402703727564104,0.0,0.0
-Toto-2.0-1B,85.16483516483517,42.89784402878507,0.0,2.398295585576923,0.0,0.0
-Toto-2.0-313m,81.31868131868131,42.58037472652917,0.0,1.0909461926282051,0.0,0.0
-Toto-2.0-2.5B,80.21978021978022,42.389618394267615,0.0,5.510428407333333,0.0,0.0
-TiRex,79.67032967032968,42.05186473784456,0.0,0.34079166541795664,0.0,0.0
-FlowState,75.82417582417584,41.10947919178341,0.0,1.8156494689102565,0.0,0.0
-TabPFN-TS-3,73.62637362637362,39.7795308730858,0.0,258.6113400144229,0.0,0.0
-Toto-2.0-22m,70.87912087912088,41.25081408595533,0.0,0.22678239423076924,0.0,0.0
-TFT,60.439560439560445,35.28274979848835,235.31247926551285,0.31370569066666665,0.0,0.0
-Toto-1.0,55.494505494505496,39.04058286932375,0.0,32.678425597307694,0.0,0.0
-Toto-2.0-4m,55.49450549450549,37.62294495333535,0.0,0.17352653333333334,0.0,0.0
-TabPFN-TS,53.2967032967033,36.53371858952617,0.0,157.00341927416665,0.0,0.0
-Moirai-2.0,53.02197802197802,37.28267455060899,0.0,2.231891133374613,1.0,0.0
-Chronos-Bolt,53.02197802197802,37.28267455060899,0.0,0.2157764139102564,0.0,0.0
-DeepAR,50.54945054945055,34.81362887689631,467.93394356724366,1.364175630448718,0.0,0.0
-PatchTST,43.95604395604395,28.352379402273474,225.99726746077397,0.38466677993589743,0.0,0.0
-Sundial-Base,40.65934065934066,33.55369921291073,0.0,7.825935737058823,0.0,0.0
-AutoARIMA,28.57142857142857,12.567557563101495,0.0,166.32244655789742,0.0,14.285714285714285
-CatBoost,26.373626373626376,18.14162293295429,21.985520585705128,0.26383776833333333,0.0,0.0
-Stat. Ensemble,25.27472527472528,5.668302598674924,0.0,226.8116654464487,0.0,14.285714285714285
-LightGBM,25.274725274725274,18.571486122225835,2.110697158974359,0.21163459766666667,0.0,0.0
-Seasonal Naive,18.131868131868128,0.0,0.0,0.17224587897435897,0.0,0.0
-AutoTheta,16.483516483516482,-26.740946175062753,0.0,2.6991318023333335,0.0,0.0
-AutoETS,11.538461538461537,-344.79628797747506,0.0,7.4220258999999995,0.0,0.0
-Naive,5.4945054945054945,-146.7179766143382,0.0,0.193622721474359,0.0,0.0
-Drift,1.6483516483516485,-161.010293113985,0.0,0.1885455092948718,0.0,0.0
+Chronos-2,91.53439153439155,44.0257301550027,0.0,0.3612539066666667,0.0,0.0
+TimesFM-2.5,85.18518518518519,42.67646308976785,0.0,1.0402703727564104,0.0,0.0
+Toto-2.0-1B,84.65608465608466,42.89784402878507,0.0,2.398295585576923,0.0,0.0
+Toto-2.0-313m,80.95238095238095,42.58037472652917,0.0,1.0909461926282051,0.0,0.0
+TiRex,79.36507936507937,42.05186473784456,0.0,0.34079166541795664,0.0,0.0
+Toto-2.0-2.5B,79.36507936507937,42.389618394267615,0.0,5.510428407333333,0.0,0.0
+TiRex-2,75.13227513227513,41.88624154012951,0.0,0.11997201882198961,0.0,0.0
+FlowState,75.13227513227513,41.10947919178341,0.0,1.8156494689102565,0.0,0.0
+TabPFN-TS-3,72.48677248677248,39.7795308730858,0.0,258.6113400144229,0.0,0.0
+Toto-2.0-22m,69.3121693121693,41.25081408595533,0.0,0.22678239423076924,0.0,0.0
+TFT,59.25925925925925,35.28274979848835,235.31247926551285,0.31370569066666665,0.0,0.0
+Toto-2.0-4m,53.96825396825397,37.62294495333535,0.0,0.17352653333333334,0.0,0.0
+Toto-1.0,53.43915343915344,39.04058286932375,0.0,32.678425597307694,0.0,0.0
+Chronos-Bolt,52.116402116402114,37.28267455060899,0.0,0.2157764139102564,0.0,0.0
+Moirai-2.0,52.116402116402114,37.28267455060899,0.0,2.231891133374613,1.0,0.0
+TabPFN-TS,51.85185185185185,36.53371858952617,0.0,157.00341927416665,0.0,0.0
+DeepAR,49.2063492063492,34.81362887689631,467.93394356724366,1.364175630448718,0.0,0.0
+PatchTST,42.85714285714285,28.352379402273474,225.99726746077397,0.38466677993589743,0.0,0.0
+Sundial-Base,39.15343915343915,33.55369921291073,0.0,7.825935737058823,0.0,0.0
+AutoARIMA,27.513227513227516,12.567557563101495,0.0,166.32244655789742,0.0,14.285714285714285
+CatBoost,25.396825396825403,18.14162293295429,21.985520585705128,0.26383776833333333,0.0,0.0
+Stat. Ensemble,24.33862433862434,5.668302598674924,0.0,226.8116654464487,0.0,14.285714285714285
+LightGBM,24.33862433862434,18.571486122225835,2.110697158974359,0.21163459766666667,0.0,0.0
+Seasonal Naive,17.460317460317455,0.0,0.0,0.17224587897435897,0.0,0.0
+AutoTheta,15.873015873015872,-26.740946175062753,0.0,2.6991318023333335,0.0,0.0
+AutoETS,11.111111111111109,-344.79628797747506,0.0,7.4220258999999995,0.0,0.0
+Naive,5.291005291005291,-146.7179766143382,0.0,0.193622721474359,0.0,0.0
+Drift,1.5873015873015872,-161.010293113985,0.0,0.1885455092948718,0.0,0.0
diff --git a/tables/domain_mobility/leaderboard_WAPE.csv b/tables/domain_mobility/leaderboard_WAPE.csv
index 3c0d89fe9250d46367f459a13aa8b484b22162a2..d8be708b0594aedd6d3d684268ab7ebfa42dfd90 100644
--- a/tables/domain_mobility/leaderboard_WAPE.csv
+++ b/tables/domain_mobility/leaderboard_WAPE.csv
@@ -1,28 +1,29 @@
 model_name,win_rate,skill_score,median_training_time_s_per100,median_inference_time_s_per100,training_corpus_overlap,num_failures
-Chronos-2,87.36263736263736,31.4266145251638,0.0,0.3612539066666667,0.0,0.0
-Toto-2.0-1B,84.06593406593406,30.040761293064854,0.0,2.398295585576923,0.0,0.0
-Toto-2.0-313m,82.96703296703298,29.64325026676846,0.0,1.0909461926282051,0.0,0.0
-TimesFM-2.5,82.41758241758244,30.138028587482914,0.0,1.0402703727564104,0.0,0.0
-Toto-2.0-2.5B,81.86813186813187,29.487453453885294,0.0,5.510428407333333,0.0,0.0
-FlowState,76.92307692307693,28.54102491089481,0.0,1.8156494689102565,0.0,0.0
-TabPFN-TS-3,70.87912087912088,27.003058480070795,0.0,258.6113400144229,0.0,0.0
-TiRex,69.78021978021978,28.6697990451958,0.0,0.34079166541795664,0.0,0.0
-Toto-2.0-22m,69.23076923076923,27.95924087455105,0.0,0.22678239423076924,0.0,0.0
-TFT,57.692307692307686,22.688998509483994,235.31247926551285,0.31370569066666665,0.0,0.0
-TabPFN-TS,53.84615384615385,25.32355760868511,0.0,157.00341927416665,0.0,0.0
-Toto-1.0,53.2967032967033,25.92723519256259,0.0,32.678425597307694,0.0,0.0
-Moirai-2.0,51.92307692307693,25.18849985695557,0.0,2.231891133374613,1.0,0.0
-Chronos-Bolt,51.92307692307693,25.18849985695557,0.0,0.2157764139102564,0.0,0.0
-Toto-2.0-4m,50.54945054945055,22.970522942844074,0.0,0.17352653333333334,0.0,0.0
-Sundial-Base,48.35164835164835,23.330206407241285,0.0,7.825935737058823,0.0,0.0
-DeepAR,45.604395604395606,21.081187839834037,467.93394356724366,1.364175630448718,0.0,0.0
-CatBoost,42.307692307692314,19.108828334469262,21.985520585705128,0.26383776833333333,0.0,0.0
-LightGBM,39.010989010989015,19.415152538379978,2.110697158974359,0.21163459766666667,0.0,0.0
-PatchTST,37.912087912087905,16.97148442691696,225.99726746077397,0.38466677993589743,0.0,0.0
-Stat. Ensemble,28.57142857142857,6.5098083173125705,0.0,226.8116654464487,0.0,14.285714285714285
-AutoARIMA,24.725274725274726,2.9139047191151235,0.0,166.32244655789742,0.0,14.285714285714285
-Seasonal Naive,19.230769230769234,0.0,0.0,0.17224587897435897,0.0,0.0
-AutoTheta,17.582417582417584,0.04374386375031181,0.0,2.6991318023333335,0.0,0.0
-AutoETS,14.835164835164836,-23.08073712658869,0.0,7.4220258999999995,0.0,0.0
-Naive,6.043956043956044,-43.56382539762269,0.0,0.193622721474359,0.0,0.0
-Drift,1.0989010989010988,-58.78908533558298,0.0,0.1885455092948718,0.0,0.0
+Chronos-2,86.77248677248677,31.4266145251638,0.0,0.3612539066666667,0.0,0.0
+Toto-2.0-1B,84.65608465608466,30.040761293064854,0.0,2.398295585576923,0.0,0.0
+Toto-2.0-313m,83.06878306878308,29.64325026676846,0.0,1.0909461926282051,0.0,0.0
+Toto-2.0-2.5B,82.01058201058201,29.487453453885294,0.0,5.510428407333333,0.0,0.0
+TimesFM-2.5,81.48148148148148,30.138028587482914,0.0,1.0402703727564104,0.0,0.0
+FlowState,76.1904761904762,28.54102491089481,0.0,1.8156494689102565,0.0,0.0
+TiRex-2,69.84126984126985,28.23741951420192,0.0,0.11997201882198961,0.0,0.0
+TabPFN-TS-3,69.84126984126985,27.003058480070795,0.0,258.6113400144229,0.0,0.0
+TiRex,69.31216931216932,28.6697990451958,0.0,0.34079166541795664,0.0,0.0
+Toto-2.0-22m,67.1957671957672,27.95924087455105,0.0,0.22678239423076924,0.0,0.0
+TFT,57.14285714285714,22.688998509483994,235.31247926551285,0.31370569066666665,0.0,0.0
+TabPFN-TS,52.38095238095239,25.32355760868511,0.0,157.00341927416665,0.0,0.0
+Toto-1.0,51.322751322751316,25.92723519256259,0.0,32.678425597307694,0.0,0.0
+Chronos-Bolt,51.05820105820106,25.18849985695557,0.0,0.2157764139102564,0.0,0.0
+Moirai-2.0,51.05820105820106,25.18849985695557,0.0,2.231891133374613,1.0,0.0
+Toto-2.0-4m,49.2063492063492,22.970522942844074,0.0,0.17352653333333334,0.0,0.0
+Sundial-Base,47.08994708994709,23.330206407241285,0.0,7.825935737058823,0.0,0.0
+DeepAR,44.97354497354497,21.081187839834037,467.93394356724366,1.364175630448718,0.0,0.0
+CatBoost,41.798941798941804,19.108828334469262,21.985520585705128,0.26383776833333333,0.0,0.0
+LightGBM,38.62433862433862,19.415152538379978,2.110697158974359,0.21163459766666667,0.0,0.0
+PatchTST,37.03703703703703,16.97148442691696,225.99726746077397,0.38466677993589743,0.0,0.0
+Stat. Ensemble,27.513227513227513,6.5098083173125705,0.0,226.8116654464487,0.0,14.285714285714285
+AutoARIMA,23.809523809523807,2.9139047191151235,0.0,166.32244655789742,0.0,14.285714285714285
+Seasonal Naive,18.51851851851852,0.0,0.0,0.17224587897435897,0.0,0.0
+AutoTheta,16.931216931216934,0.04374386375031181,0.0,2.6991318023333335,0.0,0.0
+AutoETS,14.285714285714285,-23.08073712658869,0.0,7.4220258999999995,0.0,0.0
+Naive,5.82010582010582,-43.56382539762269,0.0,0.193622721474359,0.0,0.0
+Drift,1.0582010582010581,-58.78908533558298,0.0,0.1885455092948718,0.0,0.0
diff --git a/tables/domain_mobility/leaderboard_WQL.csv b/tables/domain_mobility/leaderboard_WQL.csv
index f4e5c09bbb24acdbe301eff9bd033cfbcae90f6e..337eb6581a425edf2c5577ca38a38672036fb970 100644
--- a/tables/domain_mobility/leaderboard_WQL.csv
+++ b/tables/domain_mobility/leaderboard_WQL.csv
@@ -1,28 +1,29 @@
 model_name,win_rate,skill_score,median_training_time_s_per100,median_inference_time_s_per100,training_corpus_overlap,num_failures
-Chronos-2,89.56043956043958,44.54705190137261,0.0,0.3612539066666667,0.0,0.0
-TimesFM-2.5,85.71428571428572,43.23343389055629,0.0,1.0402703727564104,0.0,0.0
+Chronos-2,88.88888888888889,44.54705190137261,0.0,0.3612539066666667,0.0,0.0
 Toto-2.0-1B,85.71428571428571,43.57639471435733,0.0,2.398295585576923,0.0,0.0
-Toto-2.0-2.5B,82.96703296703298,43.15731600629924,0.0,5.510428407333333,0.0,0.0
-Toto-2.0-313m,81.86813186813188,43.095077993747296,0.0,1.0909461926282051,0.0,0.0
-TabPFN-TS-3,76.37362637362635,40.91138061014927,0.0,258.6113400144229,0.0,0.0
-FlowState,73.62637362637362,41.75327825678771,0.0,1.8156494689102565,0.0,0.0
-TiRex,73.07692307692307,42.41994460150037,0.0,0.34079166541795664,0.0,0.0
-Toto-2.0-22m,70.87912087912088,41.89301824181608,0.0,0.22678239423076924,0.0,0.0
-TFT,63.73626373626373,36.840744132528904,235.31247926551285,0.31370569066666665,0.0,0.0
-TabPFN-TS,56.04395604395604,37.74075942414697,0.0,157.00341927416665,0.0,0.0
-Toto-1.0,55.494505494505496,39.810526410008265,0.0,32.678425597307694,0.0,0.0
-Toto-2.0-4m,54.395604395604394,38.05335876302368,0.0,0.17352653333333334,0.0,0.0
-DeepAR,53.84615384615385,36.14199113093005,467.93394356724366,1.364175630448718,0.0,0.0
-Moirai-2.0,53.02197802197802,37.73183131937476,0.0,2.231891133374613,1.0,0.0
-Chronos-Bolt,53.02197802197802,37.73183131937476,0.0,0.2157764139102564,0.0,0.0
-Sundial-Base,41.208791208791204,34.17893470020018,0.0,7.825935737058823,0.0,0.0
-PatchTST,40.65934065934066,28.980793211199895,225.99726746077397,0.38466677993589743,0.0,0.0
-AutoARIMA,29.120879120879124,12.839232215840235,0.0,166.32244655789742,0.0,14.285714285714285
-CatBoost,26.923076923076927,19.204492596603718,21.985520585705128,0.26383776833333333,0.0,0.0
-LightGBM,25.82417582417583,19.51045461394707,2.110697158974359,0.21163459766666667,0.0,0.0
-Stat. Ensemble,23.626373626373628,3.9294085240204057,0.0,226.8116654464487,0.0,14.285714285714285
-Seasonal Naive,18.68131868131868,0.0,0.0,0.17224587897435897,0.0,0.0
-AutoTheta,15.934065934065933,-35.07795159983096,0.0,2.6991318023333335,0.0,0.0
-AutoETS,11.538461538461537,-351.4556695151647,0.0,7.4220258999999995,0.0,0.0
-Naive,5.4945054945054945,-144.85036530396843,0.0,0.193622721474359,0.0,0.0
-Drift,1.6483516483516485,-159.03481525283004,0.0,0.1885455092948718,0.0,0.0
+TimesFM-2.5,84.65608465608467,43.23343389055629,0.0,1.0402703727564104,0.0,0.0
+Toto-2.0-2.5B,83.06878306878306,43.15731600629924,0.0,5.510428407333333,0.0,0.0
+Toto-2.0-313m,82.01058201058203,43.095077993747296,0.0,1.0909461926282051,0.0,0.0
+TabPFN-TS-3,75.13227513227511,40.91138061014927,0.0,258.6113400144229,0.0,0.0
+TiRex,73.01587301587303,42.41994460150037,0.0,0.34079166541795664,0.0,0.0
+FlowState,73.01587301587301,41.75327825678771,0.0,1.8156494689102565,0.0,0.0
+TiRex-2,71.95767195767195,41.95261502258993,0.0,0.11997201882198961,0.0,0.0
+Toto-2.0-22m,69.3121693121693,41.89301824181608,0.0,0.22678239423076924,0.0,0.0
+TFT,62.433862433862416,36.840744132528904,235.31247926551285,0.31370569066666665,0.0,0.0
+TabPFN-TS,54.497354497354486,37.74075942414697,0.0,157.00341927416665,0.0,0.0
+Toto-1.0,53.43915343915344,39.810526410008265,0.0,32.678425597307694,0.0,0.0
+DeepAR,52.910052910052904,36.14199113093005,467.93394356724366,1.364175630448718,0.0,0.0
+Toto-2.0-4m,52.910052910052904,38.05335876302368,0.0,0.17352653333333334,0.0,0.0
+Chronos-Bolt,52.116402116402114,37.73183131937476,0.0,0.2157764139102564,0.0,0.0
+Moirai-2.0,52.116402116402114,37.73183131937476,0.0,2.231891133374613,1.0,0.0
+Sundial-Base,40.21164021164021,34.17893470020018,0.0,7.825935737058823,0.0,0.0
+PatchTST,39.682539682539684,28.980793211199895,225.99726746077397,0.38466677993589743,0.0,0.0
+AutoARIMA,28.042328042328045,12.839232215840235,0.0,166.32244655789742,0.0,14.285714285714285
+CatBoost,25.92592592592593,19.204492596603718,21.985520585705128,0.26383776833333333,0.0,0.0
+LightGBM,24.86772486772487,19.51045461394707,2.110697158974359,0.21163459766666667,0.0,0.0
+Stat. Ensemble,22.751322751322753,3.9294085240204057,0.0,226.8116654464487,0.0,14.285714285714285
+Seasonal Naive,17.989417989417987,0.0,0.0,0.17224587897435897,0.0,0.0
+AutoTheta,15.343915343915343,-35.07795159983096,0.0,2.6991318023333335,0.0,0.0
+AutoETS,11.111111111111109,-351.4556695151647,0.0,7.4220258999999995,0.0,0.0
+Naive,5.291005291005291,-144.85036530396843,0.0,0.193622721474359,0.0,0.0
+Drift,1.5873015873015872,-159.03481525283004,0.0,0.1885455092948718,0.0,0.0
diff --git a/tables/domain_mobility/pairwise_MASE.csv b/tables/domain_mobility/pairwise_MASE.csv
index eabf0a88fab288606c4790a5817ec60e1b614e1f..6db28879c5b5ffab2ec12a28548fb7acc710655b 100644
--- a/tables/domain_mobility/pairwise_MASE.csv
+++ b/tables/domain_mobility/pairwise_MASE.csv
@@ -1,257 +1,257 @@
 model_1,model_2,win_rate,win_rate_lower,win_rate_upper,skill_score,skill_score_lower,skill_score_upper
 Chronos-2,Chronos-2,0.5,0.5,0.5,0.0,0.0,0.0
 Chronos-2,Toto-2.0-1B,0.571,0.286,0.857,0.019,-0.004,0.059
-Chronos-2,TimesFM-2.5,0.571,0.286,0.857,0.017,-0.024,0.061
 Chronos-2,Toto-2.0-313m,0.714,0.429,1.0,0.023,-0.005,0.069
+Chronos-2,TimesFM-2.5,0.571,0.286,0.857,0.017,-0.024,0.061
 Chronos-2,Toto-2.0-2.5B,0.571,0.286,0.857,0.028,-0.004,0.074
 Chronos-2,FlowState,0.714,0.429,1.0,0.041,0.003,0.083
 Chronos-2,TiRex,0.857,0.571,1.0,0.034,0.009,0.076
+Chronos-2,TiRex-2,0.714,0.429,1.0,0.037,0.005,0.089
 Chronos-2,TabPFN-TS-3,0.714,0.429,1.0,0.069,0.01,0.138
 Chronos-2,Toto-2.0-22m,0.857,0.571,1.0,0.051,0.009,0.117
 Chronos-2,TFT,1.0,1.0,1.0,0.124,0.027,0.265
-Chronos-2,Toto-1.0,1.0,1.0,1.0,0.077,0.03,0.14
-Chronos-2,Chronos-Bolt,1.0,1.0,1.0,0.08,0.037,0.13
 Chronos-2,Moirai-2.0,1.0,1.0,1.0,0.08,0.037,0.13
-Chronos-2,Sundial-Base,1.0,1.0,1.0,0.103,0.061,0.146
+Chronos-2,Chronos-Bolt,1.0,1.0,1.0,0.08,0.037,0.13
+Chronos-2,Toto-1.0,1.0,1.0,1.0,0.077,0.03,0.14
 Chronos-2,TabPFN-TS,1.0,1.0,1.0,0.09,0.05,0.128
 Chronos-2,Seasonal Naive,1.0,1.0,1.0,0.313,0.233,0.391
 Toto-2.0-1B,Chronos-2,0.429,0.143,0.714,-0.02,-0.063,0.004
 Toto-2.0-1B,Toto-2.0-1B,0.5,0.5,0.5,0.0,0.0,0.0
-Toto-2.0-1B,TimesFM-2.5,0.429,0.143,0.857,-0.002,-0.038,0.036
 Toto-2.0-1B,Toto-2.0-313m,0.714,0.429,1.0,0.004,-0.002,0.01
+Toto-2.0-1B,TimesFM-2.5,0.429,0.143,0.857,-0.002,-0.038,0.036
 Toto-2.0-1B,Toto-2.0-2.5B,0.714,0.429,1.0,0.008,-0.002,0.02
 Toto-2.0-1B,FlowState,0.571,0.143,0.861,0.022,-0.007,0.059
 Toto-2.0-1B,TiRex,0.857,0.571,1.0,0.015,0.005,0.027
+Toto-2.0-1B,TiRex-2,0.857,0.571,1.0,0.018,0.006,0.034
 Toto-2.0-1B,TabPFN-TS-3,0.714,0.429,1.0,0.05,0.004,0.118
 Toto-2.0-1B,Toto-2.0-22m,0.857,0.571,1.0,0.032,0.008,0.063
 Toto-2.0-1B,TFT,0.714,0.429,1.0,0.106,0.001,0.254
-Toto-2.0-1B,Toto-1.0,1.0,1.0,1.0,0.059,0.03,0.093
-Toto-2.0-1B,Chronos-Bolt,0.857,0.571,1.0,0.062,0.022,0.111
 Toto-2.0-1B,Moirai-2.0,0.857,0.571,1.0,0.062,0.022,0.111
-Toto-2.0-1B,Sundial-Base,1.0,1.0,1.0,0.085,0.039,0.135
+Toto-2.0-1B,Chronos-Bolt,0.857,0.571,1.0,0.062,0.022,0.111
+Toto-2.0-1B,Toto-1.0,1.0,1.0,1.0,0.059,0.03,0.093
 Toto-2.0-1B,TabPFN-TS,1.0,1.0,1.0,0.072,0.039,0.098
 Toto-2.0-1B,Seasonal Naive,1.0,1.0,1.0,0.299,0.225,0.368
-TimesFM-2.5,Chronos-2,0.429,0.143,0.714,-0.018,-0.065,0.024
-TimesFM-2.5,Toto-2.0-1B,0.571,0.143,0.857,0.002,-0.038,0.037
-TimesFM-2.5,TimesFM-2.5,0.5,0.5,0.5,0.0,0.0,0.0
-TimesFM-2.5,Toto-2.0-313m,0.571,0.143,0.857,0.006,-0.035,0.042
-TimesFM-2.5,Toto-2.0-2.5B,0.571,0.143,0.857,0.011,-0.025,0.043
-TimesFM-2.5,FlowState,0.857,0.571,1.0,0.024,0.01,0.038
-TimesFM-2.5,TiRex,0.571,0.143,0.857,0.017,-0.021,0.051
-TimesFM-2.5,TabPFN-TS-3,0.714,0.429,1.0,0.052,0.008,0.103
-TimesFM-2.5,Toto-2.0-22m,0.714,0.286,1.0,0.034,-0.024,0.09
-TimesFM-2.5,TFT,0.714,0.429,1.0,0.108,0.007,0.239
-TimesFM-2.5,Toto-1.0,0.714,0.286,1.0,0.061,-0.003,0.117
-TimesFM-2.5,Chronos-Bolt,0.857,0.571,1.0,0.064,0.022,0.113
-TimesFM-2.5,Moirai-2.0,0.857,0.571,1.0,0.064,0.022,0.113
-TimesFM-2.5,Sundial-Base,1.0,1.0,1.0,0.087,0.048,0.127
-TimesFM-2.5,TabPFN-TS,1.0,1.0,1.0,0.074,0.041,0.11
-TimesFM-2.5,Seasonal Naive,1.0,1.0,1.0,0.301,0.204,0.39
 Toto-2.0-313m,Chronos-2,0.286,0.0,0.571,-0.024,-0.074,0.005
 Toto-2.0-313m,Toto-2.0-1B,0.286,0.0,0.571,-0.004,-0.011,0.002
-Toto-2.0-313m,TimesFM-2.5,0.429,0.143,0.857,-0.006,-0.044,0.033
 Toto-2.0-313m,Toto-2.0-313m,0.5,0.5,0.5,0.0,0.0,0.0
+Toto-2.0-313m,TimesFM-2.5,0.429,0.143,0.857,-0.006,-0.044,0.033
 Toto-2.0-313m,Toto-2.0-2.5B,0.714,0.429,1.0,0.004,-0.004,0.013
 Toto-2.0-313m,FlowState,0.571,0.143,0.861,0.018,-0.014,0.057
 Toto-2.0-313m,TiRex,0.714,0.429,1.0,0.011,-0.002,0.025
+Toto-2.0-313m,TiRex-2,0.857,0.571,1.0,0.014,0.003,0.027
 Toto-2.0-313m,TabPFN-TS-3,0.714,0.429,1.0,0.046,0.0,0.113
 Toto-2.0-313m,Toto-2.0-22m,0.857,0.571,1.0,0.028,0.006,0.055
 Toto-2.0-313m,TFT,0.714,0.429,1.0,0.103,-0.008,0.254
-Toto-2.0-313m,Toto-1.0,1.0,1.0,1.0,0.055,0.028,0.086
-Toto-2.0-313m,Chronos-Bolt,0.857,0.571,1.0,0.058,0.019,0.105
 Toto-2.0-313m,Moirai-2.0,0.857,0.571,1.0,0.058,0.019,0.105
-Toto-2.0-313m,Sundial-Base,0.857,0.571,1.0,0.082,0.03,0.133
+Toto-2.0-313m,Chronos-Bolt,0.857,0.571,1.0,0.058,0.019,0.105
+Toto-2.0-313m,Toto-1.0,1.0,1.0,1.0,0.055,0.028,0.086
 Toto-2.0-313m,TabPFN-TS,1.0,1.0,1.0,0.068,0.033,0.098
 Toto-2.0-313m,Seasonal Naive,1.0,1.0,1.0,0.297,0.224,0.365
+TimesFM-2.5,Chronos-2,0.429,0.143,0.714,-0.018,-0.065,0.024
+TimesFM-2.5,Toto-2.0-1B,0.571,0.143,0.857,0.002,-0.038,0.037
+TimesFM-2.5,Toto-2.0-313m,0.571,0.143,0.857,0.006,-0.035,0.042
+TimesFM-2.5,TimesFM-2.5,0.5,0.5,0.5,0.0,0.0,0.0
+TimesFM-2.5,Toto-2.0-2.5B,0.571,0.143,0.857,0.011,-0.025,0.043
+TimesFM-2.5,FlowState,0.857,0.571,1.0,0.024,0.01,0.038
+TimesFM-2.5,TiRex,0.571,0.143,0.857,0.017,-0.021,0.051
+TimesFM-2.5,TiRex-2,0.571,0.143,0.857,0.02,-0.024,0.062
+TimesFM-2.5,TabPFN-TS-3,0.714,0.429,1.0,0.052,0.008,0.103
+TimesFM-2.5,Toto-2.0-22m,0.714,0.286,1.0,0.034,-0.024,0.09
+TimesFM-2.5,TFT,0.714,0.429,1.0,0.108,0.007,0.239
+TimesFM-2.5,Moirai-2.0,0.857,0.571,1.0,0.064,0.022,0.113
+TimesFM-2.5,Chronos-Bolt,0.857,0.571,1.0,0.064,0.022,0.113
+TimesFM-2.5,Toto-1.0,0.714,0.286,1.0,0.061,-0.003,0.117
+TimesFM-2.5,TabPFN-TS,1.0,1.0,1.0,0.074,0.041,0.11
+TimesFM-2.5,Seasonal Naive,1.0,1.0,1.0,0.301,0.204,0.39
 Toto-2.0-2.5B,Chronos-2,0.429,0.143,0.714,-0.028,-0.079,0.004
 Toto-2.0-2.5B,Toto-2.0-1B,0.286,0.0,0.571,-0.009,-0.021,0.002
-Toto-2.0-2.5B,TimesFM-2.5,0.429,0.143,0.857,-0.011,-0.045,0.024
 Toto-2.0-2.5B,Toto-2.0-313m,0.286,0.0,0.571,-0.004,-0.014,0.004
+Toto-2.0-2.5B,TimesFM-2.5,0.429,0.143,0.857,-0.011,-0.045,0.024
 Toto-2.0-2.5B,Toto-2.0-2.5B,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-2.0-2.5B,FlowState,0.571,0.143,0.861,0.014,-0.014,0.047
 Toto-2.0-2.5B,TiRex,0.714,0.429,1.0,0.007,-0.009,0.02
+Toto-2.0-2.5B,TiRex-2,0.714,0.429,1.0,0.01,-0.004,0.022
 Toto-2.0-2.5B,TabPFN-TS-3,0.714,0.429,1.0,0.042,0.004,0.101
 Toto-2.0-2.5B,Toto-2.0-22m,0.857,0.571,1.0,0.024,-0.007,0.052
 Toto-2.0-2.5B,TFT,0.714,0.429,1.0,0.099,-0.014,0.25
-Toto-2.0-2.5B,Toto-1.0,0.857,0.571,1.0,0.051,0.019,0.083
-Toto-2.0-2.5B,Chronos-Bolt,1.0,1.0,1.0,0.054,0.022,0.092
 Toto-2.0-2.5B,Moirai-2.0,1.0,1.0,1.0,0.054,0.022,0.092
-Toto-2.0-2.5B,Sundial-Base,0.857,0.571,1.0,0.078,0.028,0.127
+Toto-2.0-2.5B,Chronos-Bolt,1.0,1.0,1.0,0.054,0.022,0.092
+Toto-2.0-2.5B,Toto-1.0,0.857,0.571,1.0,0.051,0.019,0.083
 Toto-2.0-2.5B,TabPFN-TS,1.0,1.0,1.0,0.064,0.03,0.094
 Toto-2.0-2.5B,Seasonal Naive,1.0,1.0,1.0,0.293,0.215,0.364
 FlowState,Chronos-2,0.286,0.0,0.571,-0.043,-0.09,-0.003
 FlowState,Toto-2.0-1B,0.429,0.139,0.857,-0.023,-0.062,0.007
-FlowState,TimesFM-2.5,0.143,0.0,0.429,-0.025,-0.039,-0.01
 FlowState,Toto-2.0-313m,0.429,0.139,0.857,-0.018,-0.06,0.014
+FlowState,TimesFM-2.5,0.143,0.0,0.429,-0.025,-0.039,-0.01
 FlowState,Toto-2.0-2.5B,0.429,0.139,0.857,-0.014,-0.049,0.014
 FlowState,FlowState,0.5,0.5,0.5,0.0,0.0,0.0
 FlowState,TiRex,0.571,0.143,0.857,-0.007,-0.046,0.022
+FlowState,TiRex-2,0.571,0.143,0.857,-0.004,-0.049,0.032
 FlowState,TabPFN-TS-3,0.857,0.571,1.0,0.029,-0.01,0.081
 FlowState,Toto-2.0-22m,0.571,0.143,0.857,0.01,-0.052,0.063
 FlowState,TFT,0.714,0.429,1.0,0.086,-0.018,0.218
-FlowState,Toto-1.0,0.714,0.286,1.0,0.037,-0.027,0.09
-FlowState,Chronos-Bolt,0.857,0.571,1.0,0.04,0.002,0.079
 FlowState,Moirai-2.0,0.857,0.571,1.0,0.04,0.002,0.079
-FlowState,Sundial-Base,1.0,1.0,1.0,0.065,0.032,0.097
+FlowState,Chronos-Bolt,0.857,0.571,1.0,0.04,0.002,0.079
+FlowState,Toto-1.0,0.714,0.286,1.0,0.037,-0.027,0.09
 FlowState,TabPFN-TS,1.0,1.0,1.0,0.051,0.026,0.083
 FlowState,Seasonal Naive,1.0,1.0,1.0,0.284,0.193,0.366
 TiRex,Chronos-2,0.143,0.0,0.429,-0.035,-0.082,-0.009
 TiRex,Toto-2.0-1B,0.143,0.0,0.429,-0.015,-0.028,-0.005
-TiRex,TimesFM-2.5,0.429,0.143,0.857,-0.017,-0.054,0.02
 TiRex,Toto-2.0-313m,0.286,0.0,0.571,-0.011,-0.026,0.002
+TiRex,TimesFM-2.5,0.429,0.143,0.857,-0.017,-0.054,0.02
 TiRex,Toto-2.0-2.5B,0.286,0.0,0.571,-0.007,-0.02,0.009
 TiRex,FlowState,0.429,0.143,0.857,0.007,-0.022,0.044
 TiRex,TiRex,0.5,0.5,0.5,0.0,0.0,0.0
+TiRex,TiRex-2,0.571,0.286,0.857,0.003,-0.01,0.018
 TiRex,TabPFN-TS-3,0.714,0.429,1.0,0.036,-0.006,0.104
 TiRex,Toto-2.0-22m,0.714,0.286,1.0,0.017,-0.007,0.048
 TiRex,TFT,0.714,0.286,1.0,0.093,-0.014,0.239
-TiRex,Toto-1.0,0.857,0.571,1.0,0.044,0.016,0.075
-TiRex,Chronos-Bolt,1.0,1.0,1.0,0.047,0.014,0.095
 TiRex,Moirai-2.0,1.0,1.0,1.0,0.047,0.014,0.095
-TiRex,Sundial-Base,0.857,0.571,1.0,0.071,0.027,0.116
+TiRex,Chronos-Bolt,1.0,1.0,1.0,0.047,0.014,0.095
+TiRex,Toto-1.0,0.857,0.571,1.0,0.044,0.016,0.075
 TiRex,TabPFN-TS,0.857,0.571,1.0,0.057,0.024,0.087
 TiRex,Seasonal Naive,1.0,1.0,1.0,0.289,0.214,0.356
+TiRex-2,Chronos-2,0.286,0.0,0.571,-0.038,-0.098,-0.005
+TiRex-2,Toto-2.0-1B,0.143,0.0,0.429,-0.018,-0.035,-0.006
+TiRex-2,Toto-2.0-313m,0.143,0.0,0.429,-0.014,-0.027,-0.003
+TiRex-2,TimesFM-2.5,0.429,0.143,0.857,-0.02,-0.066,0.024
+TiRex-2,Toto-2.0-2.5B,0.286,0.0,0.571,-0.01,-0.022,0.004
+TiRex-2,FlowState,0.429,0.143,0.857,0.004,-0.033,0.047
+TiRex-2,TiRex,0.429,0.143,0.714,-0.003,-0.018,0.01
+TiRex-2,TiRex-2,0.5,0.5,0.5,0.0,0.0,0.0
+TiRex-2,TabPFN-TS-3,0.571,0.143,0.861,0.033,-0.011,0.103
+TiRex-2,Toto-2.0-22m,0.714,0.286,1.0,0.014,-0.004,0.032
+TiRex-2,TFT,0.714,0.429,1.0,0.09,-0.031,0.244
+TiRex-2,Moirai-2.0,0.714,0.429,1.0,0.045,0.005,0.092
+TiRex-2,Chronos-Bolt,0.714,0.429,1.0,0.045,0.005,0.092
+TiRex-2,Toto-1.0,1.0,1.0,1.0,0.041,0.019,0.065
+TiRex-2,TabPFN-TS,0.857,0.571,1.0,0.055,0.02,0.088
+TiRex-2,Seasonal Naive,1.0,1.0,1.0,0.287,0.218,0.352
 TabPFN-TS-3,Chronos-2,0.286,0.0,0.571,-0.074,-0.16,-0.01
 TabPFN-TS-3,Toto-2.0-1B,0.286,0.0,0.571,-0.053,-0.134,-0.004
-TabPFN-TS-3,TimesFM-2.5,0.286,0.0,0.571,-0.055,-0.115,-0.009
 TabPFN-TS-3,Toto-2.0-313m,0.286,0.0,0.571,-0.049,-0.128,-0.0
+TabPFN-TS-3,TimesFM-2.5,0.286,0.0,0.571,-0.055,-0.115,-0.009
 TabPFN-TS-3,Toto-2.0-2.5B,0.286,0.0,0.571,-0.044,-0.112,-0.004
 TabPFN-TS-3,FlowState,0.143,0.0,0.429,-0.03,-0.088,0.01
 TabPFN-TS-3,TiRex,0.286,0.0,0.571,-0.037,-0.116,0.006
+TabPFN-TS-3,TiRex-2,0.429,0.139,0.857,-0.034,-0.114,0.011
 TabPFN-TS-3,TabPFN-TS-3,0.5,0.5,0.5,0.0,0.0,0.0
 TabPFN-TS-3,Toto-2.0-22m,0.429,0.139,0.857,-0.019,-0.118,0.04
 TabPFN-TS-3,TFT,0.571,0.143,0.857,0.059,-0.093,0.223
-TabPFN-TS-3,Toto-1.0,0.714,0.286,1.0,0.009,-0.092,0.07
-TabPFN-TS-3,Chronos-Bolt,0.857,0.571,1.0,0.012,-0.03,0.051
 TabPFN-TS-3,Moirai-2.0,0.857,0.571,1.0,0.012,-0.03,0.051
-TabPFN-TS-3,Sundial-Base,0.714,0.429,1.0,0.037,-0.032,0.097
+TabPFN-TS-3,Chronos-Bolt,0.857,0.571,1.0,0.012,-0.03,0.051
+TabPFN-TS-3,Toto-1.0,0.714,0.286,1.0,0.009,-0.092,0.07
 TabPFN-TS-3,TabPFN-TS,0.857,0.571,1.0,0.023,-0.046,0.074
 TabPFN-TS-3,Seasonal Naive,0.857,0.571,1.0,0.262,0.138,0.349
 Toto-2.0-22m,Chronos-2,0.143,0.0,0.429,-0.053,-0.133,-0.009
 Toto-2.0-22m,Toto-2.0-1B,0.143,0.0,0.429,-0.033,-0.067,-0.008
-Toto-2.0-22m,TimesFM-2.5,0.286,0.0,0.714,-0.035,-0.099,0.024
 Toto-2.0-22m,Toto-2.0-313m,0.143,0.0,0.429,-0.029,-0.058,-0.006
+Toto-2.0-22m,TimesFM-2.5,0.286,0.0,0.714,-0.035,-0.099,0.024
 Toto-2.0-22m,Toto-2.0-2.5B,0.143,0.0,0.429,-0.024,-0.055,0.007
 Toto-2.0-22m,FlowState,0.429,0.143,0.857,-0.01,-0.067,0.049
 Toto-2.0-22m,TiRex,0.286,0.0,0.714,-0.018,-0.05,0.007
+Toto-2.0-22m,TiRex-2,0.286,0.0,0.714,-0.015,-0.033,0.004
 Toto-2.0-22m,TabPFN-TS-3,0.571,0.143,0.861,0.019,-0.042,0.106
 Toto-2.0-22m,Toto-2.0-22m,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-2.0-22m,TFT,0.571,0.143,0.857,0.077,-0.063,0.239
-Toto-2.0-22m,Toto-1.0,1.0,1.0,1.0,0.028,0.015,0.041
-Toto-2.0-22m,Chronos-Bolt,0.714,0.429,1.0,0.031,-0.021,0.093
 Toto-2.0-22m,Moirai-2.0,0.714,0.429,1.0,0.031,-0.021,0.093
-Toto-2.0-22m,Sundial-Base,0.857,0.571,1.0,0.055,-0.011,0.119
+Toto-2.0-22m,Chronos-Bolt,0.714,0.429,1.0,0.031,-0.021,0.093
+Toto-2.0-22m,Toto-1.0,1.0,1.0,1.0,0.028,0.015,0.041
 Toto-2.0-22m,TabPFN-TS,0.714,0.286,1.0,0.041,-0.007,0.085
 Toto-2.0-22m,Seasonal Naive,1.0,1.0,1.0,0.276,0.213,0.338
 TFT,Chronos-2,0.0,0.0,0.0,-0.141,-0.36,-0.027
 TFT,Toto-2.0-1B,0.286,0.0,0.571,-0.119,-0.341,-0.001
-TFT,TimesFM-2.5,0.286,0.0,0.571,-0.122,-0.315,-0.008
 TFT,Toto-2.0-313m,0.286,0.0,0.571,-0.115,-0.341,0.008
+TFT,TimesFM-2.5,0.286,0.0,0.571,-0.122,-0.315,-0.008
 TFT,Toto-2.0-2.5B,0.286,0.0,0.571,-0.11,-0.334,0.014
 TFT,FlowState,0.286,0.0,0.571,-0.094,-0.279,0.017
 TFT,TiRex,0.286,0.0,0.714,-0.102,-0.314,0.014
+TFT,TiRex-2,0.286,0.0,0.571,-0.099,-0.323,0.03
 TFT,TabPFN-TS-3,0.429,0.143,0.857,-0.063,-0.288,0.085
 TFT,Toto-2.0-22m,0.429,0.143,0.857,-0.083,-0.314,0.06
 TFT,TFT,0.5,0.5,0.5,0.0,0.0,0.0
-TFT,Toto-1.0,0.429,0.143,0.857,-0.054,-0.283,0.085
-TFT,Chronos-Bolt,0.571,0.282,0.857,-0.05,-0.267,0.086
 TFT,Moirai-2.0,0.571,0.282,0.857,-0.05,-0.267,0.086
-TFT,Sundial-Base,0.571,0.282,0.857,-0.024,-0.166,0.073
+TFT,Chronos-Bolt,0.571,0.282,0.857,-0.05,-0.267,0.086
+TFT,Toto-1.0,0.429,0.143,0.857,-0.054,-0.283,0.085
 TFT,TabPFN-TS,0.714,0.429,1.0,-0.039,-0.214,0.071
 TFT,Seasonal Naive,0.857,0.571,1.0,0.216,0.01,0.356
-Toto-1.0,Chronos-2,0.0,0.0,0.0,-0.083,-0.163,-0.031
-Toto-1.0,Toto-2.0-1B,0.0,0.0,0.0,-0.062,-0.103,-0.031
-Toto-1.0,TimesFM-2.5,0.286,0.0,0.714,-0.065,-0.133,0.003
-Toto-1.0,Toto-2.0-313m,0.0,0.0,0.0,-0.058,-0.094,-0.029
-Toto-1.0,Toto-2.0-2.5B,0.143,0.0,0.429,-0.053,-0.09,-0.019
-Toto-1.0,FlowState,0.286,0.0,0.714,-0.039,-0.099,0.026
-Toto-1.0,TiRex,0.143,0.0,0.429,-0.046,-0.081,-0.016
-Toto-1.0,TabPFN-TS-3,0.286,0.0,0.714,-0.009,-0.076,0.084
-Toto-1.0,Toto-2.0-22m,0.0,0.0,0.0,-0.028,-0.043,-0.016
-Toto-1.0,TFT,0.571,0.143,0.857,0.051,-0.093,0.221
-Toto-1.0,Toto-1.0,0.5,0.5,0.5,0.0,0.0,0.0
-Toto-1.0,Chronos-Bolt,0.429,0.143,0.857,0.003,-0.048,0.065
-Toto-1.0,Moirai-2.0,0.429,0.143,0.857,0.003,-0.048,0.065
-Toto-1.0,Sundial-Base,0.714,0.286,1.0,0.028,-0.042,0.098
-Toto-1.0,TabPFN-TS,0.571,0.143,0.857,0.014,-0.045,0.069
-Toto-1.0,Seasonal Naive,1.0,1.0,1.0,0.256,0.189,0.319
-Chronos-Bolt,Chronos-2,0.0,0.0,0.0,-0.087,-0.149,-0.038
-Chronos-Bolt,Toto-2.0-1B,0.143,0.0,0.429,-0.066,-0.125,-0.023
-Chronos-Bolt,TimesFM-2.5,0.143,0.0,0.429,-0.068,-0.127,-0.022
-Chronos-Bolt,Toto-2.0-313m,0.143,0.0,0.429,-0.061,-0.117,-0.019
-Chronos-Bolt,Toto-2.0-2.5B,0.0,0.0,0.0,-0.057,-0.102,-0.022
-Chronos-Bolt,FlowState,0.143,0.0,0.429,-0.042,-0.086,-0.002
-Chronos-Bolt,TiRex,0.0,0.0,0.0,-0.05,-0.105,-0.014
-Chronos-Bolt,TabPFN-TS-3,0.143,0.0,0.429,-0.012,-0.053,0.029
-Chronos-Bolt,Toto-2.0-22m,0.286,0.0,0.571,-0.032,-0.103,0.021
-Chronos-Bolt,TFT,0.429,0.143,0.718,0.048,-0.094,0.21
-Chronos-Bolt,Toto-1.0,0.571,0.143,0.857,-0.003,-0.07,0.045
-Chronos-Bolt,Chronos-Bolt,0.5,0.5,0.5,0.0,0.0,0.0
-Chronos-Bolt,Moirai-2.0,0.5,0.5,0.5,0.0,0.0,0.0
-Chronos-Bolt,Sundial-Base,0.429,0.0,0.714,0.025,-0.024,0.08
-Chronos-Bolt,TabPFN-TS,0.571,0.143,0.857,0.011,-0.045,0.059
-Chronos-Bolt,Seasonal Naive,1.0,1.0,1.0,0.253,0.16,0.33
 Moirai-2.0,Chronos-2,0.0,0.0,0.0,-0.087,-0.149,-0.038
 Moirai-2.0,Toto-2.0-1B,0.143,0.0,0.429,-0.066,-0.125,-0.023
-Moirai-2.0,TimesFM-2.5,0.143,0.0,0.429,-0.068,-0.127,-0.022
 Moirai-2.0,Toto-2.0-313m,0.143,0.0,0.429,-0.061,-0.117,-0.019
+Moirai-2.0,TimesFM-2.5,0.143,0.0,0.429,-0.068,-0.127,-0.022
 Moirai-2.0,Toto-2.0-2.5B,0.0,0.0,0.0,-0.057,-0.102,-0.022
 Moirai-2.0,FlowState,0.143,0.0,0.429,-0.042,-0.086,-0.002
 Moirai-2.0,TiRex,0.0,0.0,0.0,-0.05,-0.105,-0.014
+Moirai-2.0,TiRex-2,0.286,0.0,0.571,-0.047,-0.101,-0.005
 Moirai-2.0,TabPFN-TS-3,0.143,0.0,0.429,-0.012,-0.053,0.029
 Moirai-2.0,Toto-2.0-22m,0.286,0.0,0.571,-0.032,-0.103,0.021
 Moirai-2.0,TFT,0.429,0.143,0.718,0.048,-0.094,0.21
-Moirai-2.0,Toto-1.0,0.571,0.143,0.857,-0.003,-0.07,0.045
-Moirai-2.0,Chronos-Bolt,0.5,0.5,0.5,0.0,0.0,0.0
 Moirai-2.0,Moirai-2.0,0.5,0.5,0.5,0.0,0.0,0.0
-Moirai-2.0,Sundial-Base,0.429,0.0,0.714,0.025,-0.024,0.08
+Moirai-2.0,Chronos-Bolt,0.5,0.5,0.5,0.0,0.0,0.0
+Moirai-2.0,Toto-1.0,0.571,0.143,0.857,-0.003,-0.07,0.045
 Moirai-2.0,TabPFN-TS,0.571,0.143,0.857,0.011,-0.045,0.059
 Moirai-2.0,Seasonal Naive,1.0,1.0,1.0,0.253,0.16,0.33
-Sundial-Base,Chronos-2,0.0,0.0,0.0,-0.115,-0.171,-0.065
-Sundial-Base,Toto-2.0-1B,0.0,0.0,0.0,-0.093,-0.156,-0.04
-Sundial-Base,TimesFM-2.5,0.0,0.0,0.0,-0.096,-0.145,-0.05
-Sundial-Base,Toto-2.0-313m,0.143,0.0,0.429,-0.089,-0.154,-0.03
-Sundial-Base,Toto-2.0-2.5B,0.143,0.0,0.429,-0.084,-0.146,-0.029
-Sundial-Base,FlowState,0.0,0.0,0.0,-0.069,-0.108,-0.033
-Sundial-Base,TiRex,0.143,0.0,0.429,-0.077,-0.131,-0.027
-Sundial-Base,TabPFN-TS-3,0.286,0.0,0.571,-0.039,-0.107,0.031
-Sundial-Base,Toto-2.0-22m,0.143,0.0,0.429,-0.058,-0.135,0.011
-Sundial-Base,TFT,0.429,0.143,0.718,0.023,-0.079,0.143
-Sundial-Base,Toto-1.0,0.286,0.0,0.714,-0.029,-0.109,0.04
-Sundial-Base,Chronos-Bolt,0.571,0.286,1.0,-0.026,-0.087,0.023
-Sundial-Base,Moirai-2.0,0.571,0.286,1.0,-0.026,-0.087,0.023
-Sundial-Base,Sundial-Base,0.5,0.5,0.5,0.0,0.0,0.0
-Sundial-Base,TabPFN-TS,0.429,0.143,0.714,-0.015,-0.054,0.02
-Sundial-Base,Seasonal Naive,1.0,1.0,1.0,0.234,0.136,0.317
+Chronos-Bolt,Chronos-2,0.0,0.0,0.0,-0.087,-0.149,-0.038
+Chronos-Bolt,Toto-2.0-1B,0.143,0.0,0.429,-0.066,-0.125,-0.023
+Chronos-Bolt,Toto-2.0-313m,0.143,0.0,0.429,-0.061,-0.117,-0.019
+Chronos-Bolt,TimesFM-2.5,0.143,0.0,0.429,-0.068,-0.127,-0.022
+Chronos-Bolt,Toto-2.0-2.5B,0.0,0.0,0.0,-0.057,-0.102,-0.022
+Chronos-Bolt,FlowState,0.143,0.0,0.429,-0.042,-0.086,-0.002
+Chronos-Bolt,TiRex,0.0,0.0,0.0,-0.05,-0.105,-0.014
+Chronos-Bolt,TiRex-2,0.286,0.0,0.571,-0.047,-0.101,-0.005
+Chronos-Bolt,TabPFN-TS-3,0.143,0.0,0.429,-0.012,-0.053,0.029
+Chronos-Bolt,Toto-2.0-22m,0.286,0.0,0.571,-0.032,-0.103,0.021
+Chronos-Bolt,TFT,0.429,0.143,0.718,0.048,-0.094,0.21
+Chronos-Bolt,Moirai-2.0,0.5,0.5,0.5,0.0,0.0,0.0
+Chronos-Bolt,Chronos-Bolt,0.5,0.5,0.5,0.0,0.0,0.0
+Chronos-Bolt,Toto-1.0,0.571,0.143,0.857,-0.003,-0.07,0.045
+Chronos-Bolt,TabPFN-TS,0.571,0.143,0.857,0.011,-0.045,0.059
+Chronos-Bolt,Seasonal Naive,1.0,1.0,1.0,0.253,0.16,0.33
+Toto-1.0,Chronos-2,0.0,0.0,0.0,-0.083,-0.163,-0.031
+Toto-1.0,Toto-2.0-1B,0.0,0.0,0.0,-0.062,-0.103,-0.031
+Toto-1.0,Toto-2.0-313m,0.0,0.0,0.0,-0.058,-0.094,-0.029
+Toto-1.0,TimesFM-2.5,0.286,0.0,0.714,-0.065,-0.133,0.003
+Toto-1.0,Toto-2.0-2.5B,0.143,0.0,0.429,-0.053,-0.09,-0.019
+Toto-1.0,FlowState,0.286,0.0,0.714,-0.039,-0.099,0.026
+Toto-1.0,TiRex,0.143,0.0,0.429,-0.046,-0.081,-0.016
+Toto-1.0,TiRex-2,0.0,0.0,0.0,-0.043,-0.069,-0.019
+Toto-1.0,TabPFN-TS-3,0.286,0.0,0.714,-0.009,-0.076,0.084
+Toto-1.0,Toto-2.0-22m,0.0,0.0,0.0,-0.028,-0.043,-0.016
+Toto-1.0,TFT,0.571,0.143,0.857,0.051,-0.093,0.221
+Toto-1.0,Moirai-2.0,0.429,0.143,0.857,0.003,-0.048,0.065
+Toto-1.0,Chronos-Bolt,0.429,0.143,0.857,0.003,-0.048,0.065
+Toto-1.0,Toto-1.0,0.5,0.5,0.5,0.0,0.0,0.0
+Toto-1.0,TabPFN-TS,0.571,0.143,0.857,0.014,-0.045,0.069
+Toto-1.0,Seasonal Naive,1.0,1.0,1.0,0.256,0.189,0.319
 TabPFN-TS,Chronos-2,0.0,0.0,0.0,-0.098,-0.147,-0.053
 TabPFN-TS,Toto-2.0-1B,0.0,0.0,0.0,-0.077,-0.108,-0.041
-TabPFN-TS,TimesFM-2.5,0.0,0.0,0.0,-0.079,-0.124,-0.042
 TabPFN-TS,Toto-2.0-313m,0.0,0.0,0.0,-0.073,-0.108,-0.035
+TabPFN-TS,TimesFM-2.5,0.0,0.0,0.0,-0.079,-0.124,-0.042
 TabPFN-TS,Toto-2.0-2.5B,0.0,0.0,0.0,-0.068,-0.103,-0.031
 TabPFN-TS,FlowState,0.0,0.0,0.0,-0.053,-0.09,-0.026
 TabPFN-TS,TiRex,0.143,0.0,0.429,-0.061,-0.096,-0.025
+TabPFN-TS,TiRex-2,0.143,0.0,0.429,-0.058,-0.096,-0.02
 TabPFN-TS,TabPFN-TS-3,0.143,0.0,0.429,-0.023,-0.079,0.044
 TabPFN-TS,Toto-2.0-22m,0.286,0.0,0.714,-0.043,-0.093,0.007
 TabPFN-TS,TFT,0.286,0.0,0.571,0.038,-0.077,0.177
-TabPFN-TS,Toto-1.0,0.429,0.143,0.857,-0.014,-0.074,0.043
-TabPFN-TS,Chronos-Bolt,0.429,0.143,0.857,-0.011,-0.062,0.043
 TabPFN-TS,Moirai-2.0,0.429,0.143,0.857,-0.011,-0.062,0.043
-TabPFN-TS,Sundial-Base,0.571,0.286,0.857,0.015,-0.021,0.051
+TabPFN-TS,Chronos-Bolt,0.429,0.143,0.857,-0.011,-0.062,0.043
+TabPFN-TS,Toto-1.0,0.429,0.143,0.857,-0.014,-0.074,0.043
 TabPFN-TS,TabPFN-TS,0.5,0.5,0.5,0.0,0.0,0.0
 TabPFN-TS,Seasonal Naive,1.0,1.0,1.0,0.245,0.162,0.319
 Seasonal Naive,Chronos-2,0.0,0.0,0.0,-0.456,-0.641,-0.304
 Seasonal Naive,Toto-2.0-1B,0.0,0.0,0.0,-0.427,-0.582,-0.291
-Seasonal Naive,TimesFM-2.5,0.0,0.0,0.0,-0.43,-0.639,-0.257
 Seasonal Naive,Toto-2.0-313m,0.0,0.0,0.0,-0.422,-0.575,-0.289
+Seasonal Naive,TimesFM-2.5,0.0,0.0,0.0,-0.43,-0.639,-0.257
 Seasonal Naive,Toto-2.0-2.5B,0.0,0.0,0.0,-0.415,-0.573,-0.274
 Seasonal Naive,FlowState,0.0,0.0,0.0,-0.396,-0.577,-0.238
 Seasonal Naive,TiRex,0.0,0.0,0.0,-0.406,-0.554,-0.272
+Seasonal Naive,TiRex-2,0.0,0.0,0.0,-0.402,-0.542,-0.279
 Seasonal Naive,TabPFN-TS-3,0.143,0.0,0.429,-0.356,-0.536,-0.16
 Seasonal Naive,Toto-2.0-22m,0.0,0.0,0.0,-0.382,-0.512,-0.27
 Seasonal Naive,TFT,0.143,0.0,0.429,-0.275,-0.552,-0.01
-Seasonal Naive,Toto-1.0,0.0,0.0,0.0,-0.344,-0.468,-0.232
-Seasonal Naive,Chronos-Bolt,0.0,0.0,0.0,-0.339,-0.492,-0.191
 Seasonal Naive,Moirai-2.0,0.0,0.0,0.0,-0.339,-0.492,-0.191
-Seasonal Naive,Sundial-Base,0.0,0.0,0.0,-0.305,-0.465,-0.157
+Seasonal Naive,Chronos-Bolt,0.0,0.0,0.0,-0.339,-0.492,-0.191
+Seasonal Naive,Toto-1.0,0.0,0.0,0.0,-0.344,-0.468,-0.232
 Seasonal Naive,TabPFN-TS,0.0,0.0,0.0,-0.325,-0.469,-0.194
 Seasonal Naive,Seasonal Naive,0.5,0.5,0.5,0.0,0.0,0.0
diff --git a/tables/domain_mobility/pairwise_SQL.csv b/tables/domain_mobility/pairwise_SQL.csv
index ae2cbf110be91767bf8d8050d9ec5f612d7f4f02..bebcd032b7e10c0e53692f1fa6edb3681b68281c 100644
--- a/tables/domain_mobility/pairwise_SQL.csv
+++ b/tables/domain_mobility/pairwise_SQL.csv
@@ -1,257 +1,257 @@
 model_1,model_2,win_rate,win_rate_lower,win_rate_upper,skill_score,skill_score_lower,skill_score_upper
 Chronos-2,Chronos-2,0.5,0.5,0.5,0.0,0.0,0.0
-Chronos-2,TimesFM-2.5,0.571,0.286,0.857,0.024,-0.013,0.065
 Chronos-2,Toto-2.0-1B,0.714,0.429,1.0,0.02,-0.007,0.057
+Chronos-2,TimesFM-2.5,0.571,0.286,0.857,0.024,-0.013,0.065
 Chronos-2,Toto-2.0-313m,0.714,0.429,1.0,0.025,-0.008,0.07
 Chronos-2,Toto-2.0-2.5B,0.714,0.429,1.0,0.028,-0.004,0.074
 Chronos-2,TiRex,1.0,1.0,1.0,0.034,0.012,0.07
+Chronos-2,TiRex-2,0.714,0.429,1.0,0.037,0.006,0.085
 Chronos-2,FlowState,0.714,0.429,1.0,0.05,0.013,0.09
 Chronos-2,TabPFN-TS-3,0.714,0.429,1.0,0.071,0.011,0.146
 Chronos-2,Toto-2.0-22m,0.857,0.571,1.0,0.047,0.006,0.111
 Chronos-2,TFT,1.0,1.0,1.0,0.135,0.036,0.278
 Chronos-2,Toto-2.0-4m,1.0,1.0,1.0,0.103,0.044,0.169
 Chronos-2,Toto-1.0,1.0,1.0,1.0,0.082,0.044,0.137
-Chronos-2,TabPFN-TS,1.0,1.0,1.0,0.118,0.065,0.171
 Chronos-2,Chronos-Bolt,1.0,1.0,1.0,0.108,0.053,0.172
 Chronos-2,Moirai-2.0,1.0,1.0,1.0,0.108,0.053,0.172
 Chronos-2,Seasonal Naive,1.0,1.0,1.0,0.44,0.347,0.521
-TimesFM-2.5,Chronos-2,0.429,0.143,0.714,-0.024,-0.069,0.013
-TimesFM-2.5,TimesFM-2.5,0.5,0.5,0.5,0.0,0.0,0.0
-TimesFM-2.5,Toto-2.0-1B,0.571,0.143,0.857,-0.004,-0.05,0.034
-TimesFM-2.5,Toto-2.0-313m,0.571,0.143,0.857,0.002,-0.046,0.042
-TimesFM-2.5,Toto-2.0-2.5B,0.571,0.143,0.857,0.005,-0.036,0.042
-TimesFM-2.5,TiRex,0.571,0.143,0.857,0.011,-0.028,0.042
-TimesFM-2.5,FlowState,1.0,1.0,1.0,0.027,0.016,0.038
-TimesFM-2.5,TabPFN-TS-3,0.714,0.429,1.0,0.048,0.009,0.096
-TimesFM-2.5,Toto-2.0-22m,0.714,0.286,1.0,0.024,-0.038,0.08
-TimesFM-2.5,TFT,0.857,0.571,1.0,0.114,0.011,0.253
-TimesFM-2.5,Toto-2.0-4m,0.714,0.286,1.0,0.081,0.002,0.157
-TimesFM-2.5,Toto-1.0,0.857,0.571,1.0,0.06,0.005,0.11
-TimesFM-2.5,TabPFN-TS,1.0,1.0,1.0,0.097,0.05,0.142
-TimesFM-2.5,Chronos-Bolt,1.0,1.0,1.0,0.086,0.044,0.139
-TimesFM-2.5,Moirai-2.0,1.0,1.0,1.0,0.086,0.044,0.139
-TimesFM-2.5,Seasonal Naive,1.0,1.0,1.0,0.427,0.314,0.522
 Toto-2.0-1B,Chronos-2,0.286,0.0,0.571,-0.02,-0.06,0.007
-Toto-2.0-1B,TimesFM-2.5,0.429,0.143,0.857,0.004,-0.035,0.048
 Toto-2.0-1B,Toto-2.0-1B,0.5,0.5,0.5,0.0,0.0,0.0
+Toto-2.0-1B,TimesFM-2.5,0.429,0.143,0.857,0.004,-0.035,0.048
 Toto-2.0-1B,Toto-2.0-313m,0.714,0.429,1.0,0.006,-0.001,0.014
 Toto-2.0-1B,Toto-2.0-2.5B,0.429,0.143,0.857,0.009,-0.003,0.021
 Toto-2.0-1B,TiRex,0.857,0.571,1.0,0.015,-0.002,0.031
+Toto-2.0-1B,TiRex-2,0.714,0.429,1.0,0.017,0.002,0.036
 Toto-2.0-1B,FlowState,0.714,0.429,1.0,0.03,-0.001,0.07
 Toto-2.0-1B,TabPFN-TS-3,0.714,0.429,1.0,0.052,-0.001,0.124
 Toto-2.0-1B,Toto-2.0-22m,0.857,0.571,1.0,0.028,0.005,0.058
 Toto-2.0-1B,TFT,0.857,0.571,1.0,0.118,0.011,0.273
 Toto-2.0-1B,Toto-2.0-4m,1.0,1.0,1.0,0.085,0.042,0.131
 Toto-2.0-1B,Toto-1.0,1.0,1.0,1.0,0.063,0.038,0.093
-Toto-2.0-1B,TabPFN-TS,0.857,0.571,1.0,0.1,0.047,0.164
 Toto-2.0-1B,Chronos-Bolt,0.857,0.571,1.0,0.09,0.028,0.164
 Toto-2.0-1B,Moirai-2.0,0.857,0.571,1.0,0.09,0.028,0.164
 Toto-2.0-1B,Seasonal Naive,1.0,1.0,1.0,0.429,0.332,0.513
+TimesFM-2.5,Chronos-2,0.429,0.143,0.714,-0.024,-0.069,0.013
+TimesFM-2.5,Toto-2.0-1B,0.571,0.143,0.857,-0.004,-0.05,0.034
+TimesFM-2.5,TimesFM-2.5,0.5,0.5,0.5,0.0,0.0,0.0
+TimesFM-2.5,Toto-2.0-313m,0.571,0.143,0.857,0.002,-0.046,0.042
+TimesFM-2.5,Toto-2.0-2.5B,0.571,0.143,0.857,0.005,-0.036,0.042
+TimesFM-2.5,TiRex,0.571,0.143,0.857,0.011,-0.028,0.042
+TimesFM-2.5,TiRex-2,0.571,0.143,0.857,0.014,-0.031,0.055
+TimesFM-2.5,FlowState,1.0,1.0,1.0,0.027,0.016,0.038
+TimesFM-2.5,TabPFN-TS-3,0.714,0.429,1.0,0.048,0.009,0.096
+TimesFM-2.5,Toto-2.0-22m,0.714,0.286,1.0,0.024,-0.038,0.08
+TimesFM-2.5,TFT,0.857,0.571,1.0,0.114,0.011,0.253
+TimesFM-2.5,Toto-2.0-4m,0.714,0.286,1.0,0.081,0.002,0.157
+TimesFM-2.5,Toto-1.0,0.857,0.571,1.0,0.06,0.005,0.11
+TimesFM-2.5,Chronos-Bolt,1.0,1.0,1.0,0.086,0.044,0.139
+TimesFM-2.5,Moirai-2.0,1.0,1.0,1.0,0.086,0.044,0.139
+TimesFM-2.5,Seasonal Naive,1.0,1.0,1.0,0.427,0.314,0.522
 Toto-2.0-313m,Chronos-2,0.286,0.0,0.571,-0.026,-0.075,0.008
-Toto-2.0-313m,TimesFM-2.5,0.429,0.143,0.857,-0.002,-0.044,0.044
 Toto-2.0-313m,Toto-2.0-1B,0.286,0.0,0.571,-0.006,-0.014,0.001
+Toto-2.0-313m,TimesFM-2.5,0.429,0.143,0.857,-0.002,-0.044,0.044
 Toto-2.0-313m,Toto-2.0-313m,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-2.0-313m,Toto-2.0-2.5B,0.714,0.429,1.0,0.003,-0.004,0.012
 Toto-2.0-313m,TiRex,0.571,0.286,0.857,0.009,-0.01,0.029
+Toto-2.0-313m,TiRex-2,0.714,0.429,1.0,0.012,-0.002,0.028
 Toto-2.0-313m,FlowState,0.571,0.143,0.861,0.025,-0.008,0.065
 Toto-2.0-313m,TabPFN-TS-3,0.714,0.429,1.0,0.047,-0.005,0.12
 Toto-2.0-313m,Toto-2.0-22m,0.857,0.571,1.0,0.023,0.002,0.049
 Toto-2.0-313m,TFT,0.714,0.429,1.0,0.113,-0.0,0.271
 Toto-2.0-313m,Toto-2.0-4m,0.857,0.571,1.0,0.079,0.038,0.121
 Toto-2.0-313m,Toto-1.0,1.0,1.0,1.0,0.058,0.034,0.085
-Toto-2.0-313m,TabPFN-TS,0.857,0.571,1.0,0.095,0.038,0.16
 Toto-2.0-313m,Chronos-Bolt,0.857,0.571,1.0,0.084,0.023,0.155
 Toto-2.0-313m,Moirai-2.0,0.857,0.571,1.0,0.084,0.023,0.155
 Toto-2.0-313m,Seasonal Naive,1.0,1.0,1.0,0.426,0.327,0.51
 Toto-2.0-2.5B,Chronos-2,0.286,0.0,0.571,-0.029,-0.08,0.004
-Toto-2.0-2.5B,TimesFM-2.5,0.429,0.143,0.857,-0.005,-0.044,0.035
 Toto-2.0-2.5B,Toto-2.0-1B,0.571,0.143,0.857,-0.009,-0.022,0.003
+Toto-2.0-2.5B,TimesFM-2.5,0.429,0.143,0.857,-0.005,-0.044,0.035
 Toto-2.0-2.5B,Toto-2.0-313m,0.286,0.0,0.571,-0.003,-0.012,0.004
 Toto-2.0-2.5B,Toto-2.0-2.5B,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-2.0-2.5B,TiRex,0.571,0.286,0.857,0.006,-0.011,0.024
+Toto-2.0-2.5B,TiRex-2,0.571,0.286,1.0,0.009,-0.004,0.022
 Toto-2.0-2.5B,FlowState,0.571,0.143,0.861,0.022,-0.008,0.055
 Toto-2.0-2.5B,TabPFN-TS-3,0.714,0.429,1.0,0.043,-0.002,0.11
 Toto-2.0-2.5B,Toto-2.0-22m,0.857,0.571,1.0,0.019,-0.005,0.045
 Toto-2.0-2.5B,TFT,0.571,0.286,0.857,0.11,-0.003,0.266
 Toto-2.0-2.5B,Toto-2.0-4m,0.857,0.571,1.0,0.076,0.031,0.122
 Toto-2.0-2.5B,Toto-1.0,0.857,0.571,1.0,0.055,0.03,0.081
-Toto-2.0-2.5B,TabPFN-TS,0.857,0.571,1.0,0.092,0.036,0.156
 Toto-2.0-2.5B,Chronos-Bolt,0.857,0.571,1.0,0.081,0.027,0.148
 Toto-2.0-2.5B,Moirai-2.0,0.857,0.571,1.0,0.081,0.027,0.148
 Toto-2.0-2.5B,Seasonal Naive,1.0,1.0,1.0,0.424,0.323,0.51
 TiRex,Chronos-2,0.0,0.0,0.0,-0.035,-0.076,-0.012
-TiRex,TimesFM-2.5,0.429,0.143,0.857,-0.011,-0.044,0.027
 TiRex,Toto-2.0-1B,0.143,0.0,0.429,-0.015,-0.032,0.002
+TiRex,TimesFM-2.5,0.429,0.143,0.857,-0.011,-0.044,0.027
 TiRex,Toto-2.0-313m,0.429,0.143,0.714,-0.009,-0.03,0.01
 TiRex,Toto-2.0-2.5B,0.429,0.143,0.714,-0.006,-0.024,0.011
 TiRex,TiRex,0.5,0.5,0.5,0.0,0.0,0.0
+TiRex,TiRex-2,0.714,0.429,1.0,0.003,-0.01,0.017
 TiRex,FlowState,0.429,0.143,0.857,0.016,-0.011,0.051
 TiRex,TabPFN-TS-3,0.714,0.429,1.0,0.038,-0.007,0.11
 TiRex,Toto-2.0-22m,0.714,0.286,1.0,0.014,-0.013,0.045
 TiRex,TFT,0.857,0.571,1.0,0.105,0.005,0.253
 TiRex,Toto-2.0-4m,0.857,0.571,1.0,0.071,0.022,0.119
 TiRex,Toto-1.0,1.0,1.0,1.0,0.049,0.029,0.073
-TiRex,TabPFN-TS,0.857,0.571,1.0,0.087,0.029,0.145
 TiRex,Chronos-Bolt,1.0,1.0,1.0,0.076,0.024,0.15
 TiRex,Moirai-2.0,1.0,1.0,1.0,0.076,0.024,0.15
 TiRex,Seasonal Naive,1.0,1.0,1.0,0.421,0.325,0.506
+TiRex-2,Chronos-2,0.286,0.0,0.571,-0.038,-0.093,-0.006
+TiRex-2,Toto-2.0-1B,0.286,0.0,0.571,-0.018,-0.037,-0.002
+TiRex-2,TimesFM-2.5,0.429,0.143,0.857,-0.014,-0.058,0.03
+TiRex-2,Toto-2.0-313m,0.286,0.0,0.571,-0.012,-0.029,0.002
+TiRex-2,Toto-2.0-2.5B,0.429,0.0,0.714,-0.009,-0.023,0.004
+TiRex-2,TiRex,0.286,0.0,0.571,-0.003,-0.017,0.01
+TiRex-2,TiRex-2,0.5,0.5,0.5,0.0,0.0,0.0
+TiRex-2,FlowState,0.429,0.143,0.857,0.013,-0.021,0.052
+TiRex-2,TabPFN-TS-3,0.571,0.143,0.861,0.035,-0.01,0.108
+TiRex-2,Toto-2.0-22m,0.714,0.286,1.0,0.011,-0.008,0.031
+TiRex-2,TFT,0.714,0.429,1.0,0.102,-0.012,0.258
+TiRex-2,Toto-2.0-4m,0.857,0.571,1.0,0.068,0.027,0.109
+TiRex-2,Toto-1.0,1.0,1.0,1.0,0.047,0.029,0.063
+TiRex-2,Chronos-Bolt,0.714,0.429,1.0,0.073,0.019,0.145
+TiRex-2,Moirai-2.0,0.714,0.429,1.0,0.073,0.019,0.145
+TiRex-2,Seasonal Naive,1.0,1.0,1.0,0.419,0.322,0.502
 FlowState,Chronos-2,0.286,0.0,0.571,-0.052,-0.099,-0.013
-FlowState,TimesFM-2.5,0.0,0.0,0.0,-0.027,-0.039,-0.016
 FlowState,Toto-2.0-1B,0.286,0.0,0.571,-0.031,-0.076,0.001
+FlowState,TimesFM-2.5,0.0,0.0,0.0,-0.027,-0.039,-0.016
 FlowState,Toto-2.0-313m,0.429,0.139,0.857,-0.026,-0.07,0.008
 FlowState,Toto-2.0-2.5B,0.429,0.139,0.857,-0.022,-0.059,0.008
 FlowState,TiRex,0.571,0.143,0.857,-0.016,-0.053,0.01
+FlowState,TiRex-2,0.571,0.143,0.857,-0.013,-0.054,0.021
 FlowState,FlowState,0.5,0.5,0.5,0.0,0.0,0.0
 FlowState,TabPFN-TS-3,0.571,0.282,0.857,0.022,-0.011,0.071
 FlowState,Toto-2.0-22m,0.571,0.143,0.857,-0.002,-0.062,0.048
 FlowState,TFT,0.714,0.429,1.0,0.09,-0.02,0.235
 FlowState,Toto-2.0-4m,0.571,0.143,0.857,0.056,-0.021,0.125
 FlowState,Toto-1.0,0.571,0.143,0.857,0.034,-0.017,0.078
-FlowState,TabPFN-TS,1.0,1.0,1.0,0.072,0.027,0.116
 FlowState,Chronos-Bolt,1.0,1.0,1.0,0.061,0.021,0.114
 FlowState,Moirai-2.0,1.0,1.0,1.0,0.061,0.021,0.114
 FlowState,Seasonal Naive,1.0,1.0,1.0,0.411,0.301,0.504
 TabPFN-TS-3,Chronos-2,0.286,0.0,0.571,-0.076,-0.171,-0.011
-TabPFN-TS-3,TimesFM-2.5,0.286,0.0,0.571,-0.051,-0.107,-0.009
 TabPFN-TS-3,Toto-2.0-1B,0.286,0.0,0.571,-0.055,-0.142,0.001
+TabPFN-TS-3,TimesFM-2.5,0.286,0.0,0.571,-0.051,-0.107,-0.009
 TabPFN-TS-3,Toto-2.0-313m,0.286,0.0,0.571,-0.049,-0.136,0.005
 TabPFN-TS-3,Toto-2.0-2.5B,0.286,0.0,0.571,-0.045,-0.123,0.002
 TabPFN-TS-3,TiRex,0.286,0.0,0.571,-0.039,-0.123,0.007
+TabPFN-TS-3,TiRex-2,0.429,0.139,0.857,-0.036,-0.121,0.01
 TabPFN-TS-3,FlowState,0.429,0.143,0.718,-0.023,-0.077,0.01
 TabPFN-TS-3,TabPFN-TS-3,0.5,0.5,0.5,0.0,0.0,0.0
 TabPFN-TS-3,Toto-2.0-22m,0.429,0.139,0.857,-0.025,-0.127,0.037
 TabPFN-TS-3,TFT,0.571,0.143,0.857,0.069,-0.088,0.235
 TabPFN-TS-3,Toto-2.0-4m,0.714,0.286,1.0,0.035,-0.085,0.113
 TabPFN-TS-3,Toto-1.0,0.857,0.571,1.0,0.012,-0.083,0.069
-TabPFN-TS-3,TabPFN-TS,0.857,0.571,1.0,0.051,-0.028,0.118
 TabPFN-TS-3,Chronos-Bolt,1.0,1.0,1.0,0.04,0.014,0.074
 TabPFN-TS-3,Moirai-2.0,1.0,1.0,1.0,0.04,0.014,0.074
 TabPFN-TS-3,Seasonal Naive,1.0,1.0,1.0,0.398,0.268,0.502
 Toto-2.0-22m,Chronos-2,0.143,0.0,0.429,-0.05,-0.125,-0.006
-Toto-2.0-22m,TimesFM-2.5,0.286,0.0,0.714,-0.025,-0.087,0.037
 Toto-2.0-22m,Toto-2.0-1B,0.143,0.0,0.429,-0.029,-0.062,-0.005
+Toto-2.0-22m,TimesFM-2.5,0.286,0.0,0.714,-0.025,-0.087,0.037
 Toto-2.0-22m,Toto-2.0-313m,0.143,0.0,0.429,-0.023,-0.051,-0.002
 Toto-2.0-22m,Toto-2.0-2.5B,0.143,0.0,0.429,-0.02,-0.047,0.005
 Toto-2.0-22m,TiRex,0.286,0.0,0.714,-0.014,-0.047,0.013
+Toto-2.0-22m,TiRex-2,0.286,0.0,0.714,-0.011,-0.032,0.007
 Toto-2.0-22m,FlowState,0.429,0.143,0.857,0.002,-0.05,0.058
 Toto-2.0-22m,TabPFN-TS-3,0.571,0.143,0.861,0.024,-0.039,0.113
 Toto-2.0-22m,Toto-2.0-22m,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-2.0-22m,TFT,0.571,0.143,0.857,0.092,-0.042,0.259
 Toto-2.0-22m,Toto-2.0-4m,1.0,1.0,1.0,0.058,0.027,0.092
 Toto-2.0-22m,Toto-1.0,1.0,1.0,1.0,0.036,0.023,0.051
-Toto-2.0-22m,TabPFN-TS,0.714,0.286,1.0,0.074,-0.003,0.15
 Toto-2.0-22m,Chronos-Bolt,0.714,0.429,1.0,0.063,-0.005,0.147
 Toto-2.0-22m,Moirai-2.0,0.714,0.429,1.0,0.063,-0.005,0.147
 Toto-2.0-22m,Seasonal Naive,1.0,1.0,1.0,0.413,0.315,0.494
 TFT,Chronos-2,0.0,0.0,0.0,-0.156,-0.385,-0.038
-TFT,TimesFM-2.5,0.143,0.0,0.429,-0.129,-0.339,-0.011
 TFT,Toto-2.0-1B,0.143,0.0,0.429,-0.133,-0.375,-0.011
+TFT,TimesFM-2.5,0.143,0.0,0.429,-0.129,-0.339,-0.011
 TFT,Toto-2.0-313m,0.286,0.0,0.571,-0.127,-0.373,0.0
 TFT,Toto-2.0-2.5B,0.429,0.143,0.714,-0.123,-0.362,0.003
 TFT,TiRex,0.143,0.0,0.429,-0.117,-0.339,-0.005
+TFT,TiRex-2,0.286,0.0,0.571,-0.114,-0.347,0.012
 TFT,FlowState,0.286,0.0,0.571,-0.099,-0.307,0.019
 TFT,TabPFN-TS-3,0.429,0.143,0.857,-0.075,-0.306,0.081
 TFT,Toto-2.0-22m,0.429,0.143,0.857,-0.102,-0.35,0.04
 TFT,TFT,0.5,0.5,0.5,0.0,0.0,0.0
 TFT,Toto-2.0-4m,0.429,0.143,0.857,-0.038,-0.282,0.112
 TFT,Toto-1.0,0.571,0.282,0.857,-0.062,-0.283,0.066
-TFT,TabPFN-TS,0.714,0.429,1.0,-0.02,-0.156,0.074
 TFT,Chronos-Bolt,0.714,0.429,1.0,-0.032,-0.249,0.122
 TFT,Moirai-2.0,0.714,0.429,1.0,-0.032,-0.249,0.122
 TFT,Seasonal Naive,1.0,1.0,1.0,0.353,0.219,0.471
 Toto-2.0-4m,Chronos-2,0.0,0.0,0.0,-0.114,-0.204,-0.046
-Toto-2.0-4m,TimesFM-2.5,0.286,0.0,0.714,-0.088,-0.186,-0.002
 Toto-2.0-4m,Toto-2.0-1B,0.0,0.0,0.0,-0.092,-0.151,-0.044
+Toto-2.0-4m,TimesFM-2.5,0.286,0.0,0.714,-0.088,-0.186,-0.002
 Toto-2.0-4m,Toto-2.0-313m,0.143,0.0,0.429,-0.086,-0.137,-0.04
 Toto-2.0-4m,Toto-2.0-2.5B,0.143,0.0,0.429,-0.083,-0.139,-0.032
 Toto-2.0-4m,TiRex,0.143,0.0,0.429,-0.076,-0.135,-0.022
+Toto-2.0-4m,TiRex-2,0.143,0.0,0.429,-0.073,-0.122,-0.028
 Toto-2.0-4m,FlowState,0.429,0.143,0.857,-0.059,-0.143,0.021
 Toto-2.0-4m,TabPFN-TS-3,0.286,0.0,0.714,-0.036,-0.128,0.078
 Toto-2.0-4m,Toto-2.0-22m,0.0,0.0,0.0,-0.062,-0.101,-0.028
 Toto-2.0-4m,TFT,0.571,0.143,0.857,0.036,-0.126,0.22
 Toto-2.0-4m,Toto-2.0-4m,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-2.0-4m,Toto-1.0,0.429,0.143,0.857,-0.023,-0.065,0.013
-Toto-2.0-4m,TabPFN-TS,0.429,0.143,0.857,0.017,-0.076,0.116
 Toto-2.0-4m,Chronos-Bolt,0.571,0.143,0.861,0.005,-0.083,0.107
 Toto-2.0-4m,Moirai-2.0,0.571,0.143,0.861,0.005,-0.083,0.107
 Toto-2.0-4m,Seasonal Naive,1.0,1.0,1.0,0.376,0.285,0.456
 Toto-1.0,Chronos-2,0.0,0.0,0.0,-0.089,-0.159,-0.046
-Toto-1.0,TimesFM-2.5,0.143,0.0,0.429,-0.063,-0.123,-0.005
 Toto-1.0,Toto-2.0-1B,0.0,0.0,0.0,-0.068,-0.103,-0.039
+Toto-1.0,TimesFM-2.5,0.143,0.0,0.429,-0.063,-0.123,-0.005
 Toto-1.0,Toto-2.0-313m,0.0,0.0,0.0,-0.062,-0.093,-0.035
 Toto-1.0,Toto-2.0-2.5B,0.143,0.0,0.429,-0.058,-0.088,-0.03
 Toto-1.0,TiRex,0.0,0.0,0.0,-0.052,-0.079,-0.03
+Toto-1.0,TiRex-2,0.0,0.0,0.0,-0.049,-0.068,-0.03
 Toto-1.0,FlowState,0.429,0.143,0.857,-0.035,-0.085,0.017
 Toto-1.0,TabPFN-TS-3,0.143,0.0,0.429,-0.012,-0.074,0.076
 Toto-1.0,Toto-2.0-22m,0.0,0.0,0.0,-0.038,-0.054,-0.023
 Toto-1.0,TFT,0.429,0.143,0.718,0.058,-0.071,0.221
 Toto-1.0,Toto-2.0-4m,0.571,0.143,0.857,0.023,-0.013,0.061
 Toto-1.0,Toto-1.0,0.5,0.5,0.5,0.0,0.0,0.0
-Toto-1.0,TabPFN-TS,0.571,0.143,0.857,0.039,-0.039,0.113
 Toto-1.0,Chronos-Bolt,0.571,0.143,0.861,0.028,-0.04,0.11
 Toto-1.0,Moirai-2.0,0.571,0.143,0.861,0.028,-0.04,0.11
 Toto-1.0,Seasonal Naive,1.0,1.0,1.0,0.39,0.294,0.473
-TabPFN-TS,Chronos-2,0.0,0.0,0.0,-0.134,-0.206,-0.07
-TabPFN-TS,TimesFM-2.5,0.0,0.0,0.0,-0.107,-0.165,-0.052
-TabPFN-TS,Toto-2.0-1B,0.143,0.0,0.429,-0.111,-0.196,-0.049
-TabPFN-TS,Toto-2.0-313m,0.143,0.0,0.429,-0.105,-0.19,-0.04
-TabPFN-TS,Toto-2.0-2.5B,0.143,0.0,0.429,-0.102,-0.184,-0.038
-TabPFN-TS,TiRex,0.143,0.0,0.429,-0.095,-0.17,-0.03
-TabPFN-TS,FlowState,0.0,0.0,0.0,-0.078,-0.131,-0.028
-TabPFN-TS,TabPFN-TS-3,0.143,0.0,0.429,-0.054,-0.134,0.027
-TabPFN-TS,Toto-2.0-22m,0.286,0.0,0.714,-0.08,-0.176,0.003
-TabPFN-TS,TFT,0.286,0.0,0.571,0.019,-0.08,0.135
-TabPFN-TS,Toto-2.0-4m,0.571,0.143,0.857,-0.017,-0.131,0.071
-TabPFN-TS,Toto-1.0,0.429,0.143,0.857,-0.041,-0.127,0.037
-TabPFN-TS,TabPFN-TS,0.5,0.5,0.5,0.0,0.0,0.0
-TabPFN-TS,Chronos-Bolt,0.429,0.143,0.857,-0.012,-0.096,0.072
-TabPFN-TS,Moirai-2.0,0.429,0.143,0.857,-0.012,-0.096,0.072
-TabPFN-TS,Seasonal Naive,1.0,1.0,1.0,0.365,0.268,0.459
 Chronos-Bolt,Chronos-2,0.0,0.0,0.0,-0.12,-0.208,-0.056
-Chronos-Bolt,TimesFM-2.5,0.0,0.0,0.0,-0.094,-0.161,-0.046
 Chronos-Bolt,Toto-2.0-1B,0.143,0.0,0.429,-0.098,-0.195,-0.029
+Chronos-Bolt,TimesFM-2.5,0.0,0.0,0.0,-0.094,-0.161,-0.046
 Chronos-Bolt,Toto-2.0-313m,0.143,0.0,0.429,-0.092,-0.184,-0.024
 Chronos-Bolt,Toto-2.0-2.5B,0.143,0.0,0.429,-0.089,-0.173,-0.028
 Chronos-Bolt,TiRex,0.0,0.0,0.0,-0.082,-0.176,-0.025
+Chronos-Bolt,TiRex-2,0.286,0.0,0.571,-0.079,-0.17,-0.019
 Chronos-Bolt,FlowState,0.0,0.0,0.0,-0.065,-0.129,-0.022
 Chronos-Bolt,TabPFN-TS-3,0.0,0.0,0.0,-0.041,-0.08,-0.015
 Chronos-Bolt,Toto-2.0-22m,0.286,0.0,0.571,-0.068,-0.173,0.005
 Chronos-Bolt,TFT,0.286,0.0,0.571,0.031,-0.138,0.199
 Chronos-Bolt,Toto-2.0-4m,0.429,0.139,0.857,-0.005,-0.12,0.077
 Chronos-Bolt,Toto-1.0,0.429,0.139,0.857,-0.029,-0.124,0.038
-Chronos-Bolt,TabPFN-TS,0.571,0.143,0.857,0.012,-0.077,0.088
 Chronos-Bolt,Chronos-Bolt,0.5,0.5,0.5,0.0,0.0,0.0
 Chronos-Bolt,Moirai-2.0,0.5,0.5,0.5,0.0,0.0,0.0
 Chronos-Bolt,Seasonal Naive,1.0,1.0,1.0,0.373,0.248,0.474
 Moirai-2.0,Chronos-2,0.0,0.0,0.0,-0.12,-0.208,-0.056
-Moirai-2.0,TimesFM-2.5,0.0,0.0,0.0,-0.094,-0.161,-0.046
 Moirai-2.0,Toto-2.0-1B,0.143,0.0,0.429,-0.098,-0.195,-0.029
+Moirai-2.0,TimesFM-2.5,0.0,0.0,0.0,-0.094,-0.161,-0.046
 Moirai-2.0,Toto-2.0-313m,0.143,0.0,0.429,-0.092,-0.184,-0.024
 Moirai-2.0,Toto-2.0-2.5B,0.143,0.0,0.429,-0.089,-0.173,-0.028
 Moirai-2.0,TiRex,0.0,0.0,0.0,-0.082,-0.176,-0.025
+Moirai-2.0,TiRex-2,0.286,0.0,0.571,-0.079,-0.17,-0.019
 Moirai-2.0,FlowState,0.0,0.0,0.0,-0.065,-0.129,-0.022
 Moirai-2.0,TabPFN-TS-3,0.0,0.0,0.0,-0.041,-0.08,-0.015
 Moirai-2.0,Toto-2.0-22m,0.286,0.0,0.571,-0.068,-0.173,0.005
 Moirai-2.0,TFT,0.286,0.0,0.571,0.031,-0.138,0.199
 Moirai-2.0,Toto-2.0-4m,0.429,0.139,0.857,-0.005,-0.12,0.077
 Moirai-2.0,Toto-1.0,0.429,0.139,0.857,-0.029,-0.124,0.038
-Moirai-2.0,TabPFN-TS,0.571,0.143,0.857,0.012,-0.077,0.088
 Moirai-2.0,Chronos-Bolt,0.5,0.5,0.5,0.0,0.0,0.0
 Moirai-2.0,Moirai-2.0,0.5,0.5,0.5,0.0,0.0,0.0
 Moirai-2.0,Seasonal Naive,1.0,1.0,1.0,0.373,0.248,0.474
 Seasonal Naive,Chronos-2,0.0,0.0,0.0,-0.787,-1.087,-0.531
-Seasonal Naive,TimesFM-2.5,0.0,0.0,0.0,-0.744,-1.092,-0.458
 Seasonal Naive,Toto-2.0-1B,0.0,0.0,0.0,-0.751,-1.054,-0.497
+Seasonal Naive,TimesFM-2.5,0.0,0.0,0.0,-0.744,-1.092,-0.458
 Seasonal Naive,Toto-2.0-313m,0.0,0.0,0.0,-0.742,-1.042,-0.487
 Seasonal Naive,Toto-2.0-2.5B,0.0,0.0,0.0,-0.736,-1.042,-0.476
 Seasonal Naive,TiRex,0.0,0.0,0.0,-0.726,-1.023,-0.482
+Seasonal Naive,TiRex-2,0.0,0.0,0.0,-0.721,-1.008,-0.475
 Seasonal Naive,FlowState,0.0,0.0,0.0,-0.698,-1.017,-0.431
 Seasonal Naive,TabPFN-TS-3,0.0,0.0,0.0,-0.661,-1.007,-0.366
 Seasonal Naive,Toto-2.0-22m,0.0,0.0,0.0,-0.702,-0.977,-0.46
 Seasonal Naive,TFT,0.0,0.0,0.0,-0.545,-0.89,-0.28
 Seasonal Naive,Toto-2.0-4m,0.0,0.0,0.0,-0.603,-0.837,-0.4
 Seasonal Naive,Toto-1.0,0.0,0.0,0.0,-0.64,-0.897,-0.416
-Seasonal Naive,TabPFN-TS,0.0,0.0,0.0,-0.576,-0.849,-0.366
 Seasonal Naive,Chronos-Bolt,0.0,0.0,0.0,-0.594,-0.902,-0.329
 Seasonal Naive,Moirai-2.0,0.0,0.0,0.0,-0.594,-0.902,-0.329
 Seasonal Naive,Seasonal Naive,0.5,0.5,0.5,0.0,0.0,0.0
diff --git a/tables/domain_mobility/pairwise_WAPE.csv b/tables/domain_mobility/pairwise_WAPE.csv
index 35ab7858ebba4f45b4055b30317719581dc8e705..1fe9062251246d86d91d39012f567aab58cd43c8 100644
--- a/tables/domain_mobility/pairwise_WAPE.csv
+++ b/tables/domain_mobility/pairwise_WAPE.csv
@@ -5,15 +5,15 @@ Chronos-2,Toto-2.0-313m,0.429,0.143,0.714,0.025,-0.01,0.082
 Chronos-2,Toto-2.0-2.5B,0.429,0.143,0.714,0.028,-0.01,0.083
 Chronos-2,TimesFM-2.5,0.571,0.286,0.857,0.018,-0.024,0.065
 Chronos-2,FlowState,0.714,0.429,1.0,0.04,0.004,0.081
+Chronos-2,TiRex-2,0.714,0.429,1.0,0.044,0.007,0.106
 Chronos-2,TabPFN-TS-3,0.714,0.429,1.0,0.061,0.008,0.13
-Chronos-2,Toto-2.0-22m,0.857,0.571,1.0,0.048,0.009,0.112
 Chronos-2,TiRex,1.0,1.0,1.0,0.039,0.011,0.084
+Chronos-2,Toto-2.0-22m,0.857,0.571,1.0,0.048,0.009,0.112
 Chronos-2,TFT,0.857,0.571,1.0,0.113,0.018,0.255
-Chronos-2,Toto-1.0,1.0,1.0,1.0,0.074,0.03,0.134
-Chronos-2,Toto-2.0-4m,1.0,1.0,1.0,0.11,0.045,0.18
-Chronos-2,TabPFN-TS,1.0,1.0,1.0,0.082,0.049,0.113
-Chronos-2,Chronos-Bolt,1.0,1.0,1.0,0.083,0.038,0.134
 Chronos-2,Moirai-2.0,1.0,1.0,1.0,0.083,0.038,0.134
+Chronos-2,Chronos-Bolt,1.0,1.0,1.0,0.083,0.038,0.134
+Chronos-2,TabPFN-TS,1.0,1.0,1.0,0.082,0.049,0.113
+Chronos-2,Toto-1.0,1.0,1.0,1.0,0.074,0.03,0.134
 Chronos-2,Seasonal Naive,1.0,1.0,1.0,0.314,0.232,0.391
 Toto-2.0-1B,Chronos-2,0.571,0.286,0.857,-0.02,-0.072,0.008
 Toto-2.0-1B,Toto-2.0-1B,0.5,0.5,0.5,0.0,0.0,0.0
@@ -21,15 +21,15 @@ Toto-2.0-1B,Toto-2.0-313m,0.429,0.143,0.857,0.006,-0.002,0.016
 Toto-2.0-1B,Toto-2.0-2.5B,0.571,0.286,0.857,0.008,-0.003,0.02
 Toto-2.0-1B,TimesFM-2.5,0.429,0.143,0.857,-0.001,-0.035,0.035
 Toto-2.0-1B,FlowState,0.571,0.143,0.861,0.021,-0.013,0.061
+Toto-2.0-1B,TiRex-2,1.0,1.0,1.0,0.025,0.011,0.044
 Toto-2.0-1B,TabPFN-TS-3,0.571,0.143,0.861,0.042,-0.012,0.12
-Toto-2.0-1B,Toto-2.0-22m,0.857,0.571,1.0,0.029,0.01,0.051
 Toto-2.0-1B,TiRex,1.0,1.0,1.0,0.019,0.01,0.03
+Toto-2.0-1B,Toto-2.0-22m,0.857,0.571,1.0,0.029,0.01,0.051
 Toto-2.0-1B,TFT,0.714,0.429,1.0,0.095,-0.026,0.244
-Toto-2.0-1B,Toto-1.0,1.0,1.0,1.0,0.056,0.031,0.083
-Toto-2.0-1B,Toto-2.0-4m,1.0,1.0,1.0,0.092,0.039,0.143
-Toto-2.0-1B,TabPFN-TS,0.857,0.571,1.0,0.063,0.025,0.097
-Toto-2.0-1B,Chronos-Bolt,1.0,1.0,1.0,0.065,0.022,0.12
 Toto-2.0-1B,Moirai-2.0,1.0,1.0,1.0,0.065,0.022,0.12
+Toto-2.0-1B,Chronos-Bolt,1.0,1.0,1.0,0.065,0.022,0.12
+Toto-2.0-1B,TabPFN-TS,0.857,0.571,1.0,0.063,0.025,0.097
+Toto-2.0-1B,Toto-1.0,1.0,1.0,1.0,0.056,0.031,0.083
 Toto-2.0-1B,Seasonal Naive,1.0,1.0,1.0,0.3,0.224,0.371
 Toto-2.0-313m,Chronos-2,0.571,0.286,0.857,-0.026,-0.09,0.01
 Toto-2.0-313m,Toto-2.0-1B,0.571,0.143,0.857,-0.006,-0.017,0.002
@@ -37,15 +37,15 @@ Toto-2.0-313m,Toto-2.0-313m,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-2.0-313m,Toto-2.0-2.5B,0.571,0.143,0.861,0.002,-0.006,0.013
 Toto-2.0-313m,TimesFM-2.5,0.429,0.143,0.857,-0.007,-0.047,0.033
 Toto-2.0-313m,FlowState,0.571,0.143,0.861,0.015,-0.025,0.057
+Toto-2.0-313m,TiRex-2,0.857,0.571,1.0,0.02,0.007,0.033
 Toto-2.0-313m,TabPFN-TS-3,0.714,0.286,1.0,0.036,-0.024,0.116
-Toto-2.0-313m,Toto-2.0-22m,0.857,0.571,1.0,0.023,0.005,0.039
 Toto-2.0-313m,TiRex,0.714,0.429,1.0,0.014,-0.005,0.03
+Toto-2.0-313m,Toto-2.0-22m,0.857,0.571,1.0,0.023,0.005,0.039
 Toto-2.0-313m,TFT,0.714,0.429,1.0,0.09,-0.041,0.244
-Toto-2.0-313m,Toto-1.0,1.0,1.0,1.0,0.05,0.028,0.075
-Toto-2.0-313m,Toto-2.0-4m,0.857,0.571,1.0,0.087,0.036,0.139
-Toto-2.0-313m,TabPFN-TS,0.857,0.571,1.0,0.058,0.011,0.098
-Toto-2.0-313m,Chronos-Bolt,0.857,0.571,1.0,0.06,0.012,0.116
 Toto-2.0-313m,Moirai-2.0,0.857,0.571,1.0,0.06,0.012,0.116
+Toto-2.0-313m,Chronos-Bolt,0.857,0.571,1.0,0.06,0.012,0.116
+Toto-2.0-313m,TabPFN-TS,0.857,0.571,1.0,0.058,0.011,0.098
+Toto-2.0-313m,Toto-1.0,1.0,1.0,1.0,0.05,0.028,0.075
 Toto-2.0-313m,Seasonal Naive,1.0,1.0,1.0,0.296,0.218,0.369
 Toto-2.0-2.5B,Chronos-2,0.571,0.286,0.857,-0.028,-0.09,0.01
 Toto-2.0-2.5B,Toto-2.0-1B,0.429,0.143,0.714,-0.008,-0.02,0.003
@@ -53,15 +53,15 @@ Toto-2.0-2.5B,Toto-2.0-313m,0.429,0.139,0.857,-0.002,-0.013,0.006
 Toto-2.0-2.5B,Toto-2.0-2.5B,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-2.0-2.5B,TimesFM-2.5,0.571,0.143,0.857,-0.009,-0.047,0.026
 Toto-2.0-2.5B,FlowState,0.714,0.286,1.0,0.013,-0.022,0.05
+Toto-2.0-2.5B,TiRex-2,0.857,0.571,1.0,0.017,0.0,0.034
 Toto-2.0-2.5B,TabPFN-TS-3,0.714,0.286,1.0,0.034,-0.02,0.104
-Toto-2.0-2.5B,Toto-2.0-22m,0.857,0.571,1.0,0.021,-0.005,0.042
 Toto-2.0-2.5B,TiRex,0.714,0.429,1.0,0.011,-0.008,0.027
+Toto-2.0-2.5B,Toto-2.0-22m,0.857,0.571,1.0,0.021,-0.005,0.042
 Toto-2.0-2.5B,TFT,0.714,0.429,1.0,0.088,-0.043,0.24
-Toto-2.0-2.5B,Toto-1.0,0.857,0.571,1.0,0.048,0.019,0.074
-Toto-2.0-2.5B,Toto-2.0-4m,0.857,0.571,1.0,0.085,0.029,0.14
-Toto-2.0-2.5B,TabPFN-TS,0.857,0.571,1.0,0.056,0.013,0.093
-Toto-2.0-2.5B,Chronos-Bolt,0.857,0.571,1.0,0.057,0.017,0.104
 Toto-2.0-2.5B,Moirai-2.0,0.857,0.571,1.0,0.057,0.017,0.104
+Toto-2.0-2.5B,Chronos-Bolt,0.857,0.571,1.0,0.057,0.017,0.104
+Toto-2.0-2.5B,TabPFN-TS,0.857,0.571,1.0,0.056,0.013,0.093
+Toto-2.0-2.5B,Toto-1.0,0.857,0.571,1.0,0.048,0.019,0.074
 Toto-2.0-2.5B,Seasonal Naive,1.0,1.0,1.0,0.295,0.215,0.366
 TimesFM-2.5,Chronos-2,0.429,0.143,0.714,-0.019,-0.069,0.024
 TimesFM-2.5,Toto-2.0-1B,0.571,0.143,0.857,0.001,-0.036,0.034
@@ -69,15 +69,15 @@ TimesFM-2.5,Toto-2.0-313m,0.571,0.143,0.857,0.007,-0.035,0.045
 TimesFM-2.5,Toto-2.0-2.5B,0.429,0.143,0.857,0.009,-0.027,0.045
 TimesFM-2.5,TimesFM-2.5,0.5,0.5,0.5,0.0,0.0,0.0
 TimesFM-2.5,FlowState,0.857,0.571,1.0,0.022,0.007,0.037
+TimesFM-2.5,TiRex-2,0.571,0.143,0.857,0.026,-0.023,0.074
 TimesFM-2.5,TabPFN-TS-3,0.571,0.143,1.0,0.043,-0.004,0.104
-TimesFM-2.5,Toto-2.0-22m,0.714,0.286,1.0,0.03,-0.023,0.081
 TimesFM-2.5,TiRex,0.571,0.143,0.857,0.021,-0.017,0.056
+TimesFM-2.5,Toto-2.0-22m,0.714,0.286,1.0,0.03,-0.023,0.081
 TimesFM-2.5,TFT,0.714,0.429,1.0,0.096,-0.01,0.224
-TimesFM-2.5,Toto-1.0,0.714,0.286,1.0,0.057,-0.003,0.111
-TimesFM-2.5,Toto-2.0-4m,0.714,0.286,1.0,0.093,0.007,0.173
-TimesFM-2.5,TabPFN-TS,1.0,1.0,1.0,0.064,0.035,0.097
-TimesFM-2.5,Chronos-Bolt,0.857,0.571,1.0,0.066,0.024,0.118
 TimesFM-2.5,Moirai-2.0,0.857,0.571,1.0,0.066,0.024,0.118
+TimesFM-2.5,Chronos-Bolt,0.857,0.571,1.0,0.066,0.024,0.118
+TimesFM-2.5,TabPFN-TS,1.0,1.0,1.0,0.064,0.035,0.097
+TimesFM-2.5,Toto-1.0,0.714,0.286,1.0,0.057,-0.003,0.111
 TimesFM-2.5,Seasonal Naive,1.0,1.0,1.0,0.301,0.204,0.392
 FlowState,Chronos-2,0.286,0.0,0.571,-0.042,-0.088,-0.004
 FlowState,Toto-2.0-1B,0.429,0.139,0.857,-0.021,-0.065,0.012
@@ -85,173 +85,173 @@ FlowState,Toto-2.0-313m,0.429,0.139,0.857,-0.016,-0.06,0.024
 FlowState,Toto-2.0-2.5B,0.286,0.0,0.714,-0.013,-0.052,0.021
 FlowState,TimesFM-2.5,0.143,0.0,0.429,-0.023,-0.039,-0.007
 FlowState,FlowState,0.5,0.5,0.5,0.0,0.0,0.0
+FlowState,TiRex-2,0.571,0.143,0.857,0.004,-0.048,0.051
 FlowState,TabPFN-TS-3,0.714,0.286,1.0,0.021,-0.021,0.077
-FlowState,Toto-2.0-22m,0.571,0.143,0.857,0.008,-0.054,0.06
 FlowState,TiRex,0.571,0.143,0.857,-0.002,-0.043,0.031
+FlowState,Toto-2.0-22m,0.571,0.143,0.857,0.008,-0.054,0.06
 FlowState,TFT,0.714,0.429,1.0,0.076,-0.033,0.205
-FlowState,Toto-1.0,0.714,0.286,1.0,0.035,-0.029,0.088
-FlowState,Toto-2.0-4m,0.714,0.286,1.0,0.072,-0.015,0.151
-FlowState,TabPFN-TS,1.0,1.0,1.0,0.043,0.023,0.067
-FlowState,Chronos-Bolt,0.857,0.571,1.0,0.045,0.007,0.088
 FlowState,Moirai-2.0,0.857,0.571,1.0,0.045,0.007,0.088
+FlowState,Chronos-Bolt,0.857,0.571,1.0,0.045,0.007,0.088
+FlowState,TabPFN-TS,1.0,1.0,1.0,0.043,0.023,0.067
+FlowState,Toto-1.0,0.714,0.286,1.0,0.035,-0.029,0.088
 FlowState,Seasonal Naive,1.0,1.0,1.0,0.285,0.189,0.371
+TiRex-2,Chronos-2,0.286,0.0,0.571,-0.047,-0.119,-0.007
+TiRex-2,Toto-2.0-1B,0.0,0.0,0.0,-0.026,-0.046,-0.011
+TiRex-2,Toto-2.0-313m,0.143,0.0,0.429,-0.02,-0.034,-0.007
+TiRex-2,Toto-2.0-2.5B,0.143,0.0,0.429,-0.018,-0.035,-0.0
+TiRex-2,TimesFM-2.5,0.429,0.143,0.857,-0.027,-0.08,0.022
+TiRex-2,FlowState,0.429,0.143,0.857,-0.004,-0.054,0.045
+TiRex-2,TiRex-2,0.5,0.5,0.5,0.0,0.0,0.0
+TiRex-2,TabPFN-TS-3,0.571,0.143,0.861,0.017,-0.051,0.103
+TiRex-2,TiRex,0.429,0.143,0.714,-0.006,-0.029,0.012
+TiRex-2,Toto-2.0-22m,0.857,0.571,1.0,0.004,-0.006,0.011
+TiRex-2,TFT,0.571,0.286,0.857,0.072,-0.075,0.231
+TiRex-2,Moirai-2.0,0.714,0.429,1.0,0.041,-0.011,0.099
+TiRex-2,Chronos-Bolt,0.714,0.429,1.0,0.041,-0.011,0.099
+TiRex-2,TabPFN-TS,0.857,0.571,1.0,0.039,-0.009,0.081
+TiRex-2,Toto-1.0,1.0,1.0,1.0,0.031,0.014,0.05
+TiRex-2,Seasonal Naive,1.0,1.0,1.0,0.282,0.211,0.351
 TabPFN-TS-3,Chronos-2,0.286,0.0,0.571,-0.065,-0.149,-0.008
 TabPFN-TS-3,Toto-2.0-1B,0.429,0.139,0.857,-0.043,-0.136,0.012
 TabPFN-TS-3,Toto-2.0-313m,0.286,0.0,0.714,-0.038,-0.131,0.023
 TabPFN-TS-3,Toto-2.0-2.5B,0.286,0.0,0.714,-0.035,-0.116,0.02
 TabPFN-TS-3,TimesFM-2.5,0.429,0.0,0.857,-0.045,-0.116,0.004
 TabPFN-TS-3,FlowState,0.286,0.0,0.714,-0.022,-0.084,0.02
+TabPFN-TS-3,TiRex-2,0.429,0.139,0.857,-0.017,-0.114,0.048
 TabPFN-TS-3,TabPFN-TS-3,0.5,0.5,0.5,0.0,0.0,0.0
-TabPFN-TS-3,Toto-2.0-22m,0.429,0.139,0.857,-0.013,-0.121,0.057
 TabPFN-TS-3,TiRex,0.571,0.143,0.857,-0.023,-0.113,0.029
+TabPFN-TS-3,Toto-2.0-22m,0.429,0.139,0.857,-0.013,-0.121,0.057
 TabPFN-TS-3,TFT,0.429,0.143,0.718,0.056,-0.099,0.215
-TabPFN-TS-3,Toto-1.0,0.714,0.286,1.0,0.015,-0.094,0.083
-TabPFN-TS-3,Toto-2.0-4m,0.714,0.286,1.0,0.052,-0.07,0.139
-TabPFN-TS-3,TabPFN-TS,0.857,0.571,1.0,0.022,-0.05,0.073
-TabPFN-TS-3,Chronos-Bolt,0.857,0.571,1.0,0.024,-0.016,0.062
 TabPFN-TS-3,Moirai-2.0,0.857,0.571,1.0,0.024,-0.016,0.062
+TabPFN-TS-3,Chronos-Bolt,0.857,0.571,1.0,0.024,-0.016,0.062
+TabPFN-TS-3,TabPFN-TS,0.857,0.571,1.0,0.022,-0.05,0.073
+TabPFN-TS-3,Toto-1.0,0.714,0.286,1.0,0.015,-0.094,0.083
 TabPFN-TS-3,Seasonal Naive,0.857,0.571,1.0,0.27,0.138,0.362
-Toto-2.0-22m,Chronos-2,0.143,0.0,0.429,-0.051,-0.127,-0.009
-Toto-2.0-22m,Toto-2.0-1B,0.143,0.0,0.429,-0.03,-0.054,-0.01
-Toto-2.0-22m,Toto-2.0-313m,0.143,0.0,0.429,-0.024,-0.041,-0.005
-Toto-2.0-22m,Toto-2.0-2.5B,0.143,0.0,0.429,-0.022,-0.044,0.005
-Toto-2.0-22m,TimesFM-2.5,0.286,0.0,0.714,-0.031,-0.088,0.023
-Toto-2.0-22m,FlowState,0.429,0.143,0.857,-0.008,-0.064,0.051
-Toto-2.0-22m,TabPFN-TS-3,0.571,0.143,0.861,0.013,-0.061,0.108
-Toto-2.0-22m,Toto-2.0-22m,0.5,0.5,0.5,0.0,0.0,0.0
-Toto-2.0-22m,TiRex,0.429,0.143,0.714,-0.01,-0.036,0.011
-Toto-2.0-22m,TFT,0.571,0.143,0.857,0.068,-0.079,0.229
-Toto-2.0-22m,Toto-1.0,1.0,1.0,1.0,0.027,0.015,0.041
-Toto-2.0-22m,Toto-2.0-4m,1.0,1.0,1.0,0.065,0.025,0.109
-Toto-2.0-22m,TabPFN-TS,0.714,0.286,1.0,0.035,-0.018,0.083
-Toto-2.0-22m,Chronos-Bolt,0.714,0.429,1.0,0.037,-0.018,0.103
-Toto-2.0-22m,Moirai-2.0,0.714,0.429,1.0,0.037,-0.018,0.103
-Toto-2.0-22m,Seasonal Naive,1.0,1.0,1.0,0.28,0.212,0.347
 TiRex,Chronos-2,0.0,0.0,0.0,-0.04,-0.091,-0.011
 TiRex,Toto-2.0-1B,0.0,0.0,0.0,-0.02,-0.031,-0.01
 TiRex,Toto-2.0-313m,0.286,0.0,0.571,-0.014,-0.031,0.005
 TiRex,Toto-2.0-2.5B,0.286,0.0,0.571,-0.012,-0.028,0.008
 TiRex,TimesFM-2.5,0.429,0.143,0.857,-0.021,-0.059,0.016
 TiRex,FlowState,0.429,0.143,0.857,0.002,-0.031,0.041
+TiRex,TiRex-2,0.571,0.286,0.857,0.006,-0.012,0.028
 TiRex,TabPFN-TS-3,0.429,0.143,0.857,0.023,-0.03,0.101
-TiRex,Toto-2.0-22m,0.571,0.286,0.857,0.01,-0.011,0.034
 TiRex,TiRex,0.5,0.5,0.5,0.0,0.0,0.0
+TiRex,Toto-2.0-22m,0.571,0.286,0.857,0.01,-0.011,0.034
 TiRex,TFT,0.571,0.143,0.857,0.077,-0.044,0.226
-TiRex,Toto-1.0,0.857,0.571,1.0,0.037,0.012,0.063
-TiRex,Toto-2.0-4m,0.857,0.571,1.0,0.074,0.019,0.125
-TiRex,TabPFN-TS,0.714,0.286,1.0,0.045,0.01,0.078
-TiRex,Chronos-Bolt,0.714,0.429,1.0,0.047,0.006,0.101
 TiRex,Moirai-2.0,0.714,0.429,1.0,0.047,0.006,0.101
+TiRex,Chronos-Bolt,0.714,0.429,1.0,0.047,0.006,0.101
+TiRex,TabPFN-TS,0.714,0.286,1.0,0.045,0.01,0.078
+TiRex,Toto-1.0,0.857,0.571,1.0,0.037,0.012,0.063
 TiRex,Seasonal Naive,1.0,1.0,1.0,0.287,0.21,0.357
+Toto-2.0-22m,Chronos-2,0.143,0.0,0.429,-0.051,-0.127,-0.009
+Toto-2.0-22m,Toto-2.0-1B,0.143,0.0,0.429,-0.03,-0.054,-0.01
+Toto-2.0-22m,Toto-2.0-313m,0.143,0.0,0.429,-0.024,-0.041,-0.005
+Toto-2.0-22m,Toto-2.0-2.5B,0.143,0.0,0.429,-0.022,-0.044,0.005
+Toto-2.0-22m,TimesFM-2.5,0.286,0.0,0.714,-0.031,-0.088,0.023
+Toto-2.0-22m,FlowState,0.429,0.143,0.857,-0.008,-0.064,0.051
+Toto-2.0-22m,TiRex-2,0.143,0.0,0.429,-0.004,-0.011,0.006
+Toto-2.0-22m,TabPFN-TS-3,0.571,0.143,0.861,0.013,-0.061,0.108
+Toto-2.0-22m,TiRex,0.429,0.143,0.714,-0.01,-0.036,0.011
+Toto-2.0-22m,Toto-2.0-22m,0.5,0.5,0.5,0.0,0.0,0.0
+Toto-2.0-22m,TFT,0.571,0.143,0.857,0.068,-0.079,0.229
+Toto-2.0-22m,Moirai-2.0,0.714,0.429,1.0,0.037,-0.018,0.103
+Toto-2.0-22m,Chronos-Bolt,0.714,0.429,1.0,0.037,-0.018,0.103
+Toto-2.0-22m,TabPFN-TS,0.714,0.286,1.0,0.035,-0.018,0.083
+Toto-2.0-22m,Toto-1.0,1.0,1.0,1.0,0.027,0.015,0.041
+Toto-2.0-22m,Seasonal Naive,1.0,1.0,1.0,0.28,0.212,0.347
 TFT,Chronos-2,0.143,0.0,0.429,-0.127,-0.342,-0.018
 TFT,Toto-2.0-1B,0.286,0.0,0.571,-0.105,-0.322,0.025
 TFT,Toto-2.0-313m,0.286,0.0,0.571,-0.099,-0.323,0.04
 TFT,Toto-2.0-2.5B,0.286,0.0,0.571,-0.096,-0.317,0.041
 TFT,TimesFM-2.5,0.286,0.0,0.571,-0.107,-0.289,0.01
 TFT,FlowState,0.286,0.0,0.571,-0.082,-0.258,0.032
+TFT,TiRex-2,0.429,0.143,0.714,-0.077,-0.3,0.069
 TFT,TabPFN-TS-3,0.571,0.282,0.857,-0.059,-0.273,0.09
-TFT,Toto-2.0-22m,0.429,0.143,0.857,-0.073,-0.296,0.073
 TFT,TiRex,0.429,0.143,0.857,-0.084,-0.292,0.042
+TFT,Toto-2.0-22m,0.429,0.143,0.857,-0.073,-0.296,0.073
 TFT,TFT,0.5,0.5,0.5,0.0,0.0,0.0
-TFT,Toto-1.0,0.571,0.282,0.857,-0.044,-0.269,0.099
-TFT,Toto-2.0-4m,0.429,0.143,0.857,-0.004,-0.235,0.154
-TFT,TabPFN-TS,0.714,0.429,1.0,-0.035,-0.202,0.071
-TFT,Chronos-Bolt,0.571,0.282,0.857,-0.033,-0.24,0.101
 TFT,Moirai-2.0,0.571,0.282,0.857,-0.033,-0.24,0.101
+TFT,Chronos-Bolt,0.571,0.282,0.857,-0.033,-0.24,0.101
+TFT,TabPFN-TS,0.714,0.429,1.0,-0.035,-0.202,0.071
+TFT,Toto-1.0,0.571,0.282,0.857,-0.044,-0.269,0.099
 TFT,Seasonal Naive,0.857,0.571,1.0,0.227,0.023,0.368
-Toto-1.0,Chronos-2,0.0,0.0,0.0,-0.08,-0.155,-0.031
-Toto-1.0,Toto-2.0-1B,0.0,0.0,0.0,-0.059,-0.09,-0.032
-Toto-1.0,Toto-2.0-313m,0.0,0.0,0.0,-0.053,-0.081,-0.029
-Toto-1.0,Toto-2.0-2.5B,0.143,0.0,0.429,-0.05,-0.08,-0.019
-Toto-1.0,TimesFM-2.5,0.286,0.0,0.714,-0.06,-0.125,0.003
-Toto-1.0,FlowState,0.286,0.0,0.714,-0.037,-0.096,0.028
-Toto-1.0,TabPFN-TS-3,0.286,0.0,0.714,-0.015,-0.09,0.086
-Toto-1.0,Toto-2.0-22m,0.0,0.0,0.0,-0.028,-0.042,-0.015
-Toto-1.0,TiRex,0.143,0.0,0.429,-0.038,-0.067,-0.013
-Toto-1.0,TFT,0.429,0.143,0.718,0.042,-0.11,0.212
-Toto-1.0,Toto-1.0,0.5,0.5,0.5,0.0,0.0,0.0
-Toto-1.0,Toto-2.0-4m,0.714,0.429,1.0,0.038,0.004,0.084
-Toto-1.0,TabPFN-TS,0.571,0.143,0.857,0.008,-0.055,0.066
-Toto-1.0,Chronos-Bolt,0.429,0.143,0.857,0.01,-0.044,0.076
-Toto-1.0,Moirai-2.0,0.429,0.143,0.857,0.01,-0.044,0.076
-Toto-1.0,Seasonal Naive,1.0,1.0,1.0,0.259,0.186,0.328
-Toto-2.0-4m,Chronos-2,0.0,0.0,0.0,-0.123,-0.219,-0.047
-Toto-2.0-4m,Toto-2.0-1B,0.0,0.0,0.0,-0.101,-0.167,-0.04
-Toto-2.0-4m,Toto-2.0-313m,0.143,0.0,0.429,-0.095,-0.161,-0.037
-Toto-2.0-4m,Toto-2.0-2.5B,0.143,0.0,0.429,-0.092,-0.162,-0.029
-Toto-2.0-4m,TimesFM-2.5,0.286,0.0,0.714,-0.103,-0.209,-0.007
-Toto-2.0-4m,FlowState,0.286,0.0,0.714,-0.078,-0.178,0.014
-Toto-2.0-4m,TabPFN-TS-3,0.286,0.0,0.714,-0.055,-0.162,0.065
-Toto-2.0-4m,Toto-2.0-22m,0.0,0.0,0.0,-0.069,-0.122,-0.025
-Toto-2.0-4m,TiRex,0.143,0.0,0.429,-0.08,-0.142,-0.02
-Toto-2.0-4m,TFT,0.571,0.143,0.857,0.004,-0.183,0.19
-Toto-2.0-4m,Toto-1.0,0.286,0.0,0.571,-0.04,-0.091,-0.004
-Toto-2.0-4m,Toto-2.0-4m,0.5,0.5,0.5,0.0,0.0,0.0
-Toto-2.0-4m,TabPFN-TS,0.429,0.143,0.857,-0.032,-0.11,0.047
-Toto-2.0-4m,Chronos-Bolt,0.571,0.143,0.861,-0.03,-0.114,0.061
-Toto-2.0-4m,Moirai-2.0,0.571,0.143,0.861,-0.03,-0.114,0.061
-Toto-2.0-4m,Seasonal Naive,1.0,1.0,1.0,0.23,0.179,0.276
-TabPFN-TS,Chronos-2,0.0,0.0,0.0,-0.089,-0.128,-0.052
-TabPFN-TS,Toto-2.0-1B,0.143,0.0,0.429,-0.067,-0.108,-0.026
-TabPFN-TS,Toto-2.0-313m,0.143,0.0,0.429,-0.061,-0.108,-0.011
-TabPFN-TS,Toto-2.0-2.5B,0.143,0.0,0.429,-0.059,-0.102,-0.013
-TabPFN-TS,TimesFM-2.5,0.0,0.0,0.0,-0.069,-0.108,-0.036
-TabPFN-TS,FlowState,0.0,0.0,0.0,-0.045,-0.072,-0.023
-TabPFN-TS,TabPFN-TS-3,0.143,0.0,0.429,-0.023,-0.079,0.047
-TabPFN-TS,Toto-2.0-22m,0.286,0.0,0.714,-0.037,-0.091,0.017
-TabPFN-TS,TiRex,0.286,0.0,0.714,-0.047,-0.085,-0.01
-TabPFN-TS,TFT,0.286,0.0,0.571,0.034,-0.077,0.168
-TabPFN-TS,Toto-1.0,0.429,0.143,0.857,-0.008,-0.071,0.052
-TabPFN-TS,Toto-2.0-4m,0.571,0.143,0.857,0.031,-0.049,0.099
-TabPFN-TS,TabPFN-TS,0.5,0.5,0.5,0.0,0.0,0.0
-TabPFN-TS,Chronos-Bolt,0.571,0.286,1.0,0.002,-0.05,0.054
-TabPFN-TS,Moirai-2.0,0.571,0.286,1.0,0.002,-0.05,0.054
-TabPFN-TS,Seasonal Naive,1.0,1.0,1.0,0.253,0.163,0.331
-Chronos-Bolt,Chronos-2,0.0,0.0,0.0,-0.091,-0.155,-0.04
-Chronos-Bolt,Toto-2.0-1B,0.0,0.0,0.0,-0.069,-0.136,-0.023
-Chronos-Bolt,Toto-2.0-313m,0.143,0.0,0.429,-0.063,-0.131,-0.012
-Chronos-Bolt,Toto-2.0-2.5B,0.143,0.0,0.429,-0.061,-0.116,-0.017
-Chronos-Bolt,TimesFM-2.5,0.143,0.0,0.429,-0.071,-0.134,-0.025
-Chronos-Bolt,FlowState,0.143,0.0,0.429,-0.047,-0.096,-0.007
-Chronos-Bolt,TabPFN-TS-3,0.143,0.0,0.429,-0.025,-0.066,0.016
-Chronos-Bolt,Toto-2.0-22m,0.286,0.0,0.571,-0.038,-0.115,0.018
-Chronos-Bolt,TiRex,0.286,0.0,0.571,-0.049,-0.112,-0.006
-Chronos-Bolt,TFT,0.429,0.143,0.718,0.032,-0.112,0.193
-Chronos-Bolt,Toto-1.0,0.571,0.143,0.857,-0.01,-0.083,0.042
-Chronos-Bolt,Toto-2.0-4m,0.429,0.139,0.857,0.029,-0.065,0.103
-Chronos-Bolt,TabPFN-TS,0.429,0.0,0.714,-0.002,-0.057,0.047
-Chronos-Bolt,Chronos-Bolt,0.5,0.5,0.5,0.0,0.0,0.0
-Chronos-Bolt,Moirai-2.0,0.5,0.5,0.5,0.0,0.0,0.0
-Chronos-Bolt,Seasonal Naive,0.857,0.571,1.0,0.252,0.148,0.333
 Moirai-2.0,Chronos-2,0.0,0.0,0.0,-0.091,-0.155,-0.04
 Moirai-2.0,Toto-2.0-1B,0.0,0.0,0.0,-0.069,-0.136,-0.023
 Moirai-2.0,Toto-2.0-313m,0.143,0.0,0.429,-0.063,-0.131,-0.012
 Moirai-2.0,Toto-2.0-2.5B,0.143,0.0,0.429,-0.061,-0.116,-0.017
 Moirai-2.0,TimesFM-2.5,0.143,0.0,0.429,-0.071,-0.134,-0.025
 Moirai-2.0,FlowState,0.143,0.0,0.429,-0.047,-0.096,-0.007
+Moirai-2.0,TiRex-2,0.286,0.0,0.571,-0.042,-0.109,0.011
 Moirai-2.0,TabPFN-TS-3,0.143,0.0,0.429,-0.025,-0.066,0.016
-Moirai-2.0,Toto-2.0-22m,0.286,0.0,0.571,-0.038,-0.115,0.018
 Moirai-2.0,TiRex,0.286,0.0,0.571,-0.049,-0.112,-0.006
+Moirai-2.0,Toto-2.0-22m,0.286,0.0,0.571,-0.038,-0.115,0.018
 Moirai-2.0,TFT,0.429,0.143,0.718,0.032,-0.112,0.193
-Moirai-2.0,Toto-1.0,0.571,0.143,0.857,-0.01,-0.083,0.042
-Moirai-2.0,Toto-2.0-4m,0.429,0.139,0.857,0.029,-0.065,0.103
-Moirai-2.0,TabPFN-TS,0.429,0.0,0.714,-0.002,-0.057,0.047
-Moirai-2.0,Chronos-Bolt,0.5,0.5,0.5,0.0,0.0,0.0
 Moirai-2.0,Moirai-2.0,0.5,0.5,0.5,0.0,0.0,0.0
+Moirai-2.0,Chronos-Bolt,0.5,0.5,0.5,0.0,0.0,0.0
+Moirai-2.0,TabPFN-TS,0.429,0.0,0.714,-0.002,-0.057,0.047
+Moirai-2.0,Toto-1.0,0.571,0.143,0.857,-0.01,-0.083,0.042
 Moirai-2.0,Seasonal Naive,0.857,0.571,1.0,0.252,0.148,0.333
+Chronos-Bolt,Chronos-2,0.0,0.0,0.0,-0.091,-0.155,-0.04
+Chronos-Bolt,Toto-2.0-1B,0.0,0.0,0.0,-0.069,-0.136,-0.023
+Chronos-Bolt,Toto-2.0-313m,0.143,0.0,0.429,-0.063,-0.131,-0.012
+Chronos-Bolt,Toto-2.0-2.5B,0.143,0.0,0.429,-0.061,-0.116,-0.017
+Chronos-Bolt,TimesFM-2.5,0.143,0.0,0.429,-0.071,-0.134,-0.025
+Chronos-Bolt,FlowState,0.143,0.0,0.429,-0.047,-0.096,-0.007
+Chronos-Bolt,TiRex-2,0.286,0.0,0.571,-0.042,-0.109,0.011
+Chronos-Bolt,TabPFN-TS-3,0.143,0.0,0.429,-0.025,-0.066,0.016
+Chronos-Bolt,TiRex,0.286,0.0,0.571,-0.049,-0.112,-0.006
+Chronos-Bolt,Toto-2.0-22m,0.286,0.0,0.571,-0.038,-0.115,0.018
+Chronos-Bolt,TFT,0.429,0.143,0.718,0.032,-0.112,0.193
+Chronos-Bolt,Moirai-2.0,0.5,0.5,0.5,0.0,0.0,0.0
+Chronos-Bolt,Chronos-Bolt,0.5,0.5,0.5,0.0,0.0,0.0
+Chronos-Bolt,TabPFN-TS,0.429,0.0,0.714,-0.002,-0.057,0.047
+Chronos-Bolt,Toto-1.0,0.571,0.143,0.857,-0.01,-0.083,0.042
+Chronos-Bolt,Seasonal Naive,0.857,0.571,1.0,0.252,0.148,0.333
+TabPFN-TS,Chronos-2,0.0,0.0,0.0,-0.089,-0.128,-0.052
+TabPFN-TS,Toto-2.0-1B,0.143,0.0,0.429,-0.067,-0.108,-0.026
+TabPFN-TS,Toto-2.0-313m,0.143,0.0,0.429,-0.061,-0.108,-0.011
+TabPFN-TS,Toto-2.0-2.5B,0.143,0.0,0.429,-0.059,-0.102,-0.013
+TabPFN-TS,TimesFM-2.5,0.0,0.0,0.0,-0.069,-0.108,-0.036
+TabPFN-TS,FlowState,0.0,0.0,0.0,-0.045,-0.072,-0.023
+TabPFN-TS,TiRex-2,0.143,0.0,0.429,-0.041,-0.088,0.009
+TabPFN-TS,TabPFN-TS-3,0.143,0.0,0.429,-0.023,-0.079,0.047
+TabPFN-TS,TiRex,0.286,0.0,0.714,-0.047,-0.085,-0.01
+TabPFN-TS,Toto-2.0-22m,0.286,0.0,0.714,-0.037,-0.091,0.017
+TabPFN-TS,TFT,0.286,0.0,0.571,0.034,-0.077,0.168
+TabPFN-TS,Moirai-2.0,0.571,0.286,1.0,0.002,-0.05,0.054
+TabPFN-TS,Chronos-Bolt,0.571,0.286,1.0,0.002,-0.05,0.054
+TabPFN-TS,TabPFN-TS,0.5,0.5,0.5,0.0,0.0,0.0
+TabPFN-TS,Toto-1.0,0.429,0.143,0.857,-0.008,-0.071,0.052
+TabPFN-TS,Seasonal Naive,1.0,1.0,1.0,0.253,0.163,0.331
+Toto-1.0,Chronos-2,0.0,0.0,0.0,-0.08,-0.155,-0.031
+Toto-1.0,Toto-2.0-1B,0.0,0.0,0.0,-0.059,-0.09,-0.032
+Toto-1.0,Toto-2.0-313m,0.0,0.0,0.0,-0.053,-0.081,-0.029
+Toto-1.0,Toto-2.0-2.5B,0.143,0.0,0.429,-0.05,-0.08,-0.019
+Toto-1.0,TimesFM-2.5,0.286,0.0,0.714,-0.06,-0.125,0.003
+Toto-1.0,FlowState,0.286,0.0,0.714,-0.037,-0.096,0.028
+Toto-1.0,TiRex-2,0.0,0.0,0.0,-0.032,-0.053,-0.014
+Toto-1.0,TabPFN-TS-3,0.286,0.0,0.714,-0.015,-0.09,0.086
+Toto-1.0,TiRex,0.143,0.0,0.429,-0.038,-0.067,-0.013
+Toto-1.0,Toto-2.0-22m,0.0,0.0,0.0,-0.028,-0.042,-0.015
+Toto-1.0,TFT,0.429,0.143,0.718,0.042,-0.11,0.212
+Toto-1.0,Moirai-2.0,0.429,0.143,0.857,0.01,-0.044,0.076
+Toto-1.0,Chronos-Bolt,0.429,0.143,0.857,0.01,-0.044,0.076
+Toto-1.0,TabPFN-TS,0.571,0.143,0.857,0.008,-0.055,0.066
+Toto-1.0,Toto-1.0,0.5,0.5,0.5,0.0,0.0,0.0
+Toto-1.0,Seasonal Naive,1.0,1.0,1.0,0.259,0.186,0.328
 Seasonal Naive,Chronos-2,0.0,0.0,0.0,-0.458,-0.643,-0.303
 Seasonal Naive,Toto-2.0-1B,0.0,0.0,0.0,-0.429,-0.591,-0.289
 Seasonal Naive,Toto-2.0-313m,0.0,0.0,0.0,-0.421,-0.584,-0.279
 Seasonal Naive,Toto-2.0-2.5B,0.0,0.0,0.0,-0.418,-0.577,-0.274
 Seasonal Naive,TimesFM-2.5,0.0,0.0,0.0,-0.431,-0.644,-0.257
 Seasonal Naive,FlowState,0.0,0.0,0.0,-0.399,-0.59,-0.233
+Seasonal Naive,TiRex-2,0.0,0.0,0.0,-0.393,-0.54,-0.267
 Seasonal Naive,TabPFN-TS-3,0.143,0.0,0.429,-0.37,-0.567,-0.16
-Seasonal Naive,Toto-2.0-22m,0.0,0.0,0.0,-0.388,-0.53,-0.269
 Seasonal Naive,TiRex,0.0,0.0,0.0,-0.402,-0.555,-0.267
+Seasonal Naive,Toto-2.0-22m,0.0,0.0,0.0,-0.388,-0.53,-0.269
 Seasonal Naive,TFT,0.143,0.0,0.429,-0.293,-0.583,-0.023
-Seasonal Naive,Toto-1.0,0.0,0.0,0.0,-0.35,-0.487,-0.228
-Seasonal Naive,Toto-2.0-4m,0.0,0.0,0.0,-0.298,-0.382,-0.217
-Seasonal Naive,TabPFN-TS,0.0,0.0,0.0,-0.339,-0.495,-0.195
-Seasonal Naive,Chronos-Bolt,0.143,0.0,0.429,-0.337,-0.499,-0.174
 Seasonal Naive,Moirai-2.0,0.143,0.0,0.429,-0.337,-0.499,-0.174
+Seasonal Naive,Chronos-Bolt,0.143,0.0,0.429,-0.337,-0.499,-0.174
+Seasonal Naive,TabPFN-TS,0.0,0.0,0.0,-0.339,-0.495,-0.195
+Seasonal Naive,Toto-1.0,0.0,0.0,0.0,-0.35,-0.487,-0.228
 Seasonal Naive,Seasonal Naive,0.5,0.5,0.5,0.0,0.0,0.0
diff --git a/tables/domain_mobility/pairwise_WQL.csv b/tables/domain_mobility/pairwise_WQL.csv
index 647dfa2700fe19f84f158b62940e867e0f792310..bc928e1389ab59ec21a547e3a617e81c07016c18 100644
--- a/tables/domain_mobility/pairwise_WQL.csv
+++ b/tables/domain_mobility/pairwise_WQL.csv
@@ -1,290 +1,290 @@
 model_1,model_2,win_rate,win_rate_lower,win_rate_upper,skill_score,skill_score_lower,skill_score_upper
 Chronos-2,Chronos-2,0.5,0.5,0.5,0.0,0.0,0.0
-Chronos-2,TimesFM-2.5,0.571,0.286,0.857,0.023,-0.013,0.065
 Chronos-2,Toto-2.0-1B,0.571,0.286,0.857,0.017,-0.011,0.06
+Chronos-2,TimesFM-2.5,0.571,0.286,0.857,0.023,-0.013,0.065
 Chronos-2,Toto-2.0-2.5B,0.429,0.143,0.714,0.024,-0.011,0.075
 Chronos-2,Toto-2.0-313m,0.714,0.429,1.0,0.026,-0.011,0.079
 Chronos-2,TabPFN-TS-3,0.714,0.429,1.0,0.062,0.008,0.137
+Chronos-2,TiRex-2,0.714,0.429,1.0,0.045,0.008,0.102
 Chronos-2,FlowState,0.714,0.429,1.0,0.048,0.014,0.086
 Chronos-2,TiRex,1.0,1.0,1.0,0.037,0.014,0.072
 Chronos-2,Toto-2.0-22m,0.857,0.571,1.0,0.046,0.006,0.107
 Chronos-2,TFT,0.857,0.571,1.0,0.122,0.025,0.267
 Chronos-2,DeepAR,0.857,0.571,1.0,0.132,0.051,0.216
 Chronos-2,Toto-2.0-4m,1.0,1.0,1.0,0.105,0.046,0.169
-Chronos-2,Toto-1.0,1.0,1.0,1.0,0.079,0.044,0.129
 Chronos-2,TabPFN-TS,1.0,1.0,1.0,0.109,0.058,0.168
-Chronos-2,Moirai-2.0,1.0,1.0,1.0,0.109,0.05,0.179
+Chronos-2,Toto-1.0,1.0,1.0,1.0,0.079,0.044,0.129
 Chronos-2,Chronos-Bolt,1.0,1.0,1.0,0.109,0.05,0.179
 Chronos-2,Seasonal Naive,1.0,1.0,1.0,0.445,0.347,0.528
-TimesFM-2.5,Chronos-2,0.429,0.143,0.714,-0.024,-0.07,0.013
-TimesFM-2.5,TimesFM-2.5,0.5,0.5,0.5,0.0,0.0,0.0
-TimesFM-2.5,Toto-2.0-1B,0.571,0.143,0.857,-0.006,-0.053,0.031
-TimesFM-2.5,Toto-2.0-2.5B,0.571,0.143,0.857,0.001,-0.04,0.04
-TimesFM-2.5,Toto-2.0-313m,0.571,0.143,0.857,0.002,-0.049,0.048
-TimesFM-2.5,TabPFN-TS-3,0.714,0.429,1.0,0.039,-0.001,0.094
-TimesFM-2.5,FlowState,1.0,1.0,1.0,0.025,0.015,0.036
-TimesFM-2.5,TiRex,0.571,0.143,0.857,0.014,-0.025,0.047
-TimesFM-2.5,Toto-2.0-22m,0.714,0.286,1.0,0.023,-0.039,0.08
-TimesFM-2.5,TFT,0.714,0.429,1.0,0.101,-0.006,0.24
-TimesFM-2.5,DeepAR,0.857,0.571,1.0,0.111,0.022,0.187
-TimesFM-2.5,Toto-2.0-4m,0.714,0.286,1.0,0.084,0.001,0.163
-TimesFM-2.5,Toto-1.0,0.857,0.571,1.0,0.057,0.004,0.105
-TimesFM-2.5,TabPFN-TS,1.0,1.0,1.0,0.088,0.042,0.134
-TimesFM-2.5,Moirai-2.0,1.0,1.0,1.0,0.088,0.043,0.149
-TimesFM-2.5,Chronos-Bolt,1.0,1.0,1.0,0.088,0.043,0.149
-TimesFM-2.5,Seasonal Naive,1.0,1.0,1.0,0.432,0.315,0.529
 Toto-2.0-1B,Chronos-2,0.429,0.143,0.714,-0.018,-0.064,0.011
-Toto-2.0-1B,TimesFM-2.5,0.429,0.143,0.857,0.006,-0.032,0.05
 Toto-2.0-1B,Toto-2.0-1B,0.5,0.5,0.5,0.0,0.0,0.0
+Toto-2.0-1B,TimesFM-2.5,0.429,0.143,0.857,0.006,-0.032,0.05
 Toto-2.0-1B,Toto-2.0-2.5B,0.429,0.143,0.857,0.007,-0.004,0.019
 Toto-2.0-1B,Toto-2.0-313m,0.714,0.429,1.0,0.008,-0.001,0.022
 Toto-2.0-1B,TabPFN-TS-3,0.571,0.143,0.861,0.045,-0.012,0.127
+Toto-2.0-1B,TiRex-2,0.857,0.571,1.0,0.028,0.012,0.048
 Toto-2.0-1B,FlowState,0.571,0.143,0.861,0.031,-0.002,0.073
 Toto-2.0-1B,TiRex,1.0,1.0,1.0,0.02,0.006,0.035
 Toto-2.0-1B,Toto-2.0-22m,1.0,1.0,1.0,0.029,0.01,0.052
 Toto-2.0-1B,TFT,0.714,0.429,1.0,0.107,-0.013,0.261
 Toto-2.0-1B,DeepAR,0.857,0.571,1.0,0.116,0.047,0.182
 Toto-2.0-1B,Toto-2.0-4m,1.0,1.0,1.0,0.089,0.043,0.135
-Toto-2.0-1B,Toto-1.0,1.0,1.0,1.0,0.063,0.042,0.084
 Toto-2.0-1B,TabPFN-TS,0.857,0.571,1.0,0.094,0.031,0.161
-Toto-2.0-1B,Moirai-2.0,0.857,0.571,1.0,0.094,0.03,0.174
+Toto-2.0-1B,Toto-1.0,1.0,1.0,1.0,0.063,0.042,0.084
 Toto-2.0-1B,Chronos-Bolt,0.857,0.571,1.0,0.094,0.03,0.174
 Toto-2.0-1B,Seasonal Naive,1.0,1.0,1.0,0.436,0.333,0.522
+TimesFM-2.5,Chronos-2,0.429,0.143,0.714,-0.024,-0.07,0.013
+TimesFM-2.5,Toto-2.0-1B,0.571,0.143,0.857,-0.006,-0.053,0.031
+TimesFM-2.5,TimesFM-2.5,0.5,0.5,0.5,0.0,0.0,0.0
+TimesFM-2.5,Toto-2.0-2.5B,0.571,0.143,0.857,0.001,-0.04,0.04
+TimesFM-2.5,Toto-2.0-313m,0.571,0.143,0.857,0.002,-0.049,0.048
+TimesFM-2.5,TabPFN-TS-3,0.714,0.429,1.0,0.039,-0.001,0.094
+TimesFM-2.5,TiRex-2,0.571,0.143,0.857,0.022,-0.03,0.071
+TimesFM-2.5,FlowState,1.0,1.0,1.0,0.025,0.015,0.036
+TimesFM-2.5,TiRex,0.571,0.143,0.857,0.014,-0.025,0.047
+TimesFM-2.5,Toto-2.0-22m,0.714,0.286,1.0,0.023,-0.039,0.08
+TimesFM-2.5,TFT,0.714,0.429,1.0,0.101,-0.006,0.24
+TimesFM-2.5,DeepAR,0.857,0.571,1.0,0.111,0.022,0.187
+TimesFM-2.5,Toto-2.0-4m,0.714,0.286,1.0,0.084,0.001,0.163
+TimesFM-2.5,TabPFN-TS,1.0,1.0,1.0,0.088,0.042,0.134
+TimesFM-2.5,Toto-1.0,0.857,0.571,1.0,0.057,0.004,0.105
+TimesFM-2.5,Chronos-Bolt,1.0,1.0,1.0,0.088,0.043,0.149
+TimesFM-2.5,Seasonal Naive,1.0,1.0,1.0,0.432,0.315,0.529
 Toto-2.0-2.5B,Chronos-2,0.571,0.286,0.857,-0.025,-0.081,0.011
-Toto-2.0-2.5B,TimesFM-2.5,0.429,0.143,0.857,-0.001,-0.042,0.038
 Toto-2.0-2.5B,Toto-2.0-1B,0.571,0.143,0.857,-0.007,-0.02,0.004
+Toto-2.0-2.5B,TimesFM-2.5,0.429,0.143,0.857,-0.001,-0.042,0.038
 Toto-2.0-2.5B,Toto-2.0-2.5B,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-2.0-2.5B,Toto-2.0-313m,0.429,0.139,0.857,0.001,-0.009,0.009
 Toto-2.0-2.5B,TabPFN-TS-3,0.571,0.143,0.861,0.038,-0.019,0.114
+Toto-2.0-2.5B,TiRex-2,0.857,0.571,1.0,0.021,0.004,0.037
 Toto-2.0-2.5B,FlowState,0.714,0.286,1.0,0.024,-0.01,0.06
 Toto-2.0-2.5B,TiRex,0.714,0.429,1.0,0.013,-0.008,0.031
 Toto-2.0-2.5B,Toto-2.0-22m,0.857,0.571,1.0,0.022,-0.0,0.042
 Toto-2.0-2.5B,TFT,0.571,0.286,0.857,0.1,-0.028,0.257
 Toto-2.0-2.5B,DeepAR,0.857,0.571,1.0,0.11,0.039,0.172
 Toto-2.0-2.5B,Toto-2.0-4m,0.857,0.571,1.0,0.082,0.034,0.131
-Toto-2.0-2.5B,Toto-1.0,1.0,1.0,1.0,0.056,0.033,0.077
 Toto-2.0-2.5B,TabPFN-TS,0.857,0.571,1.0,0.087,0.019,0.157
-Toto-2.0-2.5B,Moirai-2.0,0.857,0.571,1.0,0.087,0.027,0.16
+Toto-2.0-2.5B,Toto-1.0,1.0,1.0,1.0,0.056,0.033,0.077
 Toto-2.0-2.5B,Chronos-Bolt,0.857,0.571,1.0,0.087,0.027,0.16
 Toto-2.0-2.5B,Seasonal Naive,1.0,1.0,1.0,0.432,0.323,0.521
 Toto-2.0-313m,Chronos-2,0.286,0.0,0.571,-0.026,-0.086,0.011
-Toto-2.0-313m,TimesFM-2.5,0.429,0.143,0.857,-0.002,-0.051,0.046
 Toto-2.0-313m,Toto-2.0-1B,0.286,0.0,0.571,-0.009,-0.022,0.001
+Toto-2.0-313m,TimesFM-2.5,0.429,0.143,0.857,-0.002,-0.051,0.046
 Toto-2.0-313m,Toto-2.0-2.5B,0.571,0.143,0.861,-0.001,-0.009,0.009
 Toto-2.0-313m,Toto-2.0-313m,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-2.0-313m,TabPFN-TS-3,0.571,0.143,0.861,0.037,-0.03,0.122
+Toto-2.0-313m,TiRex-2,0.857,0.571,1.0,0.02,0.008,0.032
 Toto-2.0-313m,FlowState,0.571,0.143,0.861,0.023,-0.019,0.068
 Toto-2.0-313m,TiRex,0.857,0.571,1.0,0.012,-0.012,0.032
 Toto-2.0-313m,Toto-2.0-22m,0.857,0.571,1.0,0.021,0.007,0.035
 Toto-2.0-313m,TFT,0.714,0.429,1.0,0.099,-0.032,0.257
 Toto-2.0-313m,DeepAR,0.714,0.429,1.0,0.109,0.041,0.17
 Toto-2.0-313m,Toto-2.0-4m,1.0,1.0,1.0,0.081,0.038,0.127
-Toto-2.0-313m,Toto-1.0,1.0,1.0,1.0,0.055,0.036,0.075
 Toto-2.0-313m,TabPFN-TS,0.857,0.571,1.0,0.086,0.015,0.158
-Toto-2.0-313m,Moirai-2.0,0.857,0.571,1.0,0.086,0.019,0.168
+Toto-2.0-313m,Toto-1.0,1.0,1.0,1.0,0.055,0.036,0.075
 Toto-2.0-313m,Chronos-Bolt,0.857,0.571,1.0,0.086,0.019,0.168
 Toto-2.0-313m,Seasonal Naive,1.0,1.0,1.0,0.431,0.326,0.518
 TabPFN-TS-3,Chronos-2,0.286,0.0,0.571,-0.066,-0.159,-0.008
-TabPFN-TS-3,TimesFM-2.5,0.286,0.0,0.571,-0.041,-0.104,0.001
 TabPFN-TS-3,Toto-2.0-1B,0.429,0.139,0.857,-0.047,-0.145,0.012
+TabPFN-TS-3,TimesFM-2.5,0.286,0.0,0.571,-0.041,-0.104,0.001
 TabPFN-TS-3,Toto-2.0-2.5B,0.429,0.139,0.857,-0.04,-0.129,0.019
 TabPFN-TS-3,Toto-2.0-313m,0.429,0.139,0.857,-0.038,-0.139,0.029
 TabPFN-TS-3,TabPFN-TS-3,0.5,0.5,0.5,0.0,0.0,0.0
+TabPFN-TS-3,TiRex-2,0.429,0.139,0.857,-0.018,-0.123,0.051
 TabPFN-TS-3,FlowState,0.714,0.286,1.0,-0.014,-0.075,0.022
 TabPFN-TS-3,TiRex,0.571,0.143,0.857,-0.026,-0.119,0.026
 TabPFN-TS-3,Toto-2.0-22m,0.429,0.139,0.857,-0.017,-0.132,0.058
 TabPFN-TS-3,TFT,0.429,0.143,0.718,0.064,-0.093,0.23
 TabPFN-TS-3,DeepAR,0.857,0.571,1.0,0.075,-0.068,0.18
 TabPFN-TS-3,Toto-2.0-4m,0.714,0.286,1.0,0.046,-0.078,0.134
-TabPFN-TS-3,Toto-1.0,0.857,0.571,1.0,0.018,-0.086,0.083
 TabPFN-TS-3,TabPFN-TS,0.714,0.286,1.0,0.051,-0.033,0.119
-TabPFN-TS-3,Moirai-2.0,1.0,1.0,1.0,0.051,0.029,0.085
+TabPFN-TS-3,Toto-1.0,0.857,0.571,1.0,0.018,-0.086,0.083
 TabPFN-TS-3,Chronos-Bolt,1.0,1.0,1.0,0.051,0.029,0.085
 TabPFN-TS-3,Seasonal Naive,1.0,1.0,1.0,0.409,0.27,0.515
+TiRex-2,Chronos-2,0.286,0.0,0.571,-0.047,-0.114,-0.008
+TiRex-2,Toto-2.0-1B,0.143,0.0,0.429,-0.029,-0.051,-0.012
+TiRex-2,TimesFM-2.5,0.429,0.143,0.857,-0.023,-0.076,0.029
+TiRex-2,Toto-2.0-2.5B,0.143,0.0,0.429,-0.021,-0.038,-0.004
+TiRex-2,Toto-2.0-313m,0.143,0.0,0.429,-0.02,-0.034,-0.008
+TiRex-2,TabPFN-TS-3,0.571,0.143,0.861,0.018,-0.053,0.11
+TiRex-2,TiRex-2,0.5,0.5,0.5,0.0,0.0,0.0
+TiRex-2,FlowState,0.429,0.143,0.857,0.003,-0.043,0.051
+TiRex-2,TiRex,0.286,0.0,0.571,-0.008,-0.034,0.012
+TiRex-2,Toto-2.0-22m,0.714,0.286,1.0,0.001,-0.01,0.011
+TiRex-2,TFT,0.714,0.429,1.0,0.081,-0.058,0.241
+TiRex-2,DeepAR,0.714,0.429,1.0,0.091,0.025,0.153
+TiRex-2,Toto-2.0-4m,0.857,0.571,1.0,0.063,0.023,0.105
+TiRex-2,TabPFN-TS,0.857,0.571,1.0,0.068,-0.009,0.143
+TiRex-2,Toto-1.0,1.0,1.0,1.0,0.036,0.022,0.05
+TiRex-2,Chronos-Bolt,0.714,0.429,1.0,0.068,0.001,0.151
+TiRex-2,Seasonal Naive,1.0,1.0,1.0,0.42,0.321,0.501
 FlowState,Chronos-2,0.286,0.0,0.571,-0.05,-0.094,-0.014
-FlowState,TimesFM-2.5,0.0,0.0,0.0,-0.026,-0.037,-0.015
 FlowState,Toto-2.0-1B,0.429,0.139,0.857,-0.032,-0.079,0.002
+FlowState,TimesFM-2.5,0.0,0.0,0.0,-0.026,-0.037,-0.015
 FlowState,Toto-2.0-2.5B,0.286,0.0,0.714,-0.025,-0.063,0.01
 FlowState,Toto-2.0-313m,0.429,0.139,0.857,-0.024,-0.073,0.019
 FlowState,TabPFN-TS-3,0.286,0.0,0.714,0.014,-0.022,0.069
+FlowState,TiRex-2,0.571,0.143,0.857,-0.003,-0.054,0.042
 FlowState,FlowState,0.5,0.5,0.5,0.0,0.0,0.0
 FlowState,TiRex,0.571,0.143,0.857,-0.012,-0.049,0.016
 FlowState,Toto-2.0-22m,0.571,0.143,0.857,-0.002,-0.065,0.051
 FlowState,TFT,0.571,0.286,0.857,0.078,-0.035,0.221
 FlowState,DeepAR,0.714,0.429,1.0,0.088,-0.002,0.167
 FlowState,Toto-2.0-4m,0.571,0.143,0.857,0.06,-0.019,0.133
-FlowState,Toto-1.0,0.571,0.143,0.857,0.032,-0.019,0.076
 FlowState,TabPFN-TS,1.0,1.0,1.0,0.064,0.021,0.112
-FlowState,Moirai-2.0,1.0,1.0,1.0,0.065,0.02,0.123
+FlowState,Toto-1.0,0.571,0.143,0.857,0.032,-0.019,0.076
 FlowState,Chronos-Bolt,1.0,1.0,1.0,0.065,0.02,0.123
 FlowState,Seasonal Naive,1.0,1.0,1.0,0.418,0.304,0.514
 TiRex,Chronos-2,0.0,0.0,0.0,-0.038,-0.078,-0.015
-TiRex,TimesFM-2.5,0.429,0.143,0.857,-0.014,-0.049,0.024
 TiRex,Toto-2.0-1B,0.0,0.0,0.0,-0.02,-0.037,-0.006
+TiRex,TimesFM-2.5,0.429,0.143,0.857,-0.014,-0.049,0.024
 TiRex,Toto-2.0-2.5B,0.286,0.0,0.571,-0.013,-0.032,0.007
 TiRex,Toto-2.0-313m,0.143,0.0,0.429,-0.012,-0.034,0.012
 TiRex,TabPFN-TS-3,0.429,0.143,0.857,0.026,-0.027,0.107
+TiRex,TiRex-2,0.714,0.429,1.0,0.008,-0.012,0.033
 TiRex,FlowState,0.429,0.143,0.857,0.011,-0.016,0.046
 TiRex,TiRex,0.5,0.5,0.5,0.0,0.0,0.0
 TiRex,Toto-2.0-22m,0.571,0.286,0.857,0.009,-0.017,0.041
 TiRex,TFT,0.714,0.429,1.0,0.088,-0.023,0.237
 TiRex,DeepAR,0.714,0.429,1.0,0.098,0.032,0.162
 TiRex,Toto-2.0-4m,0.857,0.571,1.0,0.07,0.018,0.12
-TiRex,Toto-1.0,1.0,1.0,1.0,0.043,0.026,0.064
 TiRex,TabPFN-TS,0.714,0.286,1.0,0.075,0.013,0.139
-TiRex,Moirai-2.0,0.857,0.571,1.0,0.075,0.017,0.156
+TiRex,Toto-1.0,1.0,1.0,1.0,0.043,0.026,0.064
 TiRex,Chronos-Bolt,0.857,0.571,1.0,0.075,0.017,0.156
 TiRex,Seasonal Naive,1.0,1.0,1.0,0.424,0.325,0.511
 Toto-2.0-22m,Chronos-2,0.143,0.0,0.429,-0.048,-0.12,-0.007
-Toto-2.0-22m,TimesFM-2.5,0.286,0.0,0.714,-0.024,-0.086,0.038
 Toto-2.0-22m,Toto-2.0-1B,0.0,0.0,0.0,-0.03,-0.055,-0.01
+Toto-2.0-22m,TimesFM-2.5,0.286,0.0,0.714,-0.024,-0.086,0.038
 Toto-2.0-22m,Toto-2.0-2.5B,0.143,0.0,0.429,-0.022,-0.044,0.0
 Toto-2.0-22m,Toto-2.0-313m,0.143,0.0,0.429,-0.021,-0.037,-0.007
 Toto-2.0-22m,TabPFN-TS-3,0.571,0.143,0.861,0.017,-0.062,0.117
+Toto-2.0-22m,TiRex-2,0.286,0.0,0.714,-0.001,-0.011,0.01
 Toto-2.0-22m,FlowState,0.429,0.143,0.857,0.002,-0.054,0.061
 Toto-2.0-22m,TiRex,0.429,0.143,0.714,-0.009,-0.042,0.017
 Toto-2.0-22m,Toto-2.0-22m,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-2.0-22m,TFT,0.571,0.143,0.857,0.08,-0.064,0.248
 Toto-2.0-22m,DeepAR,0.857,0.571,1.0,0.09,0.027,0.15
 Toto-2.0-22m,Toto-2.0-4m,1.0,1.0,1.0,0.062,0.026,0.101
-Toto-2.0-22m,Toto-1.0,1.0,1.0,1.0,0.035,0.019,0.05
 Toto-2.0-22m,TabPFN-TS,0.714,0.286,1.0,0.067,-0.017,0.149
-Toto-2.0-22m,Moirai-2.0,0.714,0.429,1.0,0.067,-0.009,0.156
+Toto-2.0-22m,Toto-1.0,1.0,1.0,1.0,0.035,0.019,0.05
 Toto-2.0-22m,Chronos-Bolt,0.714,0.429,1.0,0.067,-0.009,0.156
 Toto-2.0-22m,Seasonal Naive,1.0,1.0,1.0,0.419,0.32,0.502
 TFT,Chronos-2,0.143,0.0,0.429,-0.139,-0.364,-0.026
-TFT,TimesFM-2.5,0.286,0.0,0.571,-0.113,-0.315,0.006
 TFT,Toto-2.0-1B,0.286,0.0,0.571,-0.119,-0.353,0.013
+TFT,TimesFM-2.5,0.286,0.0,0.571,-0.113,-0.315,0.006
 TFT,Toto-2.0-2.5B,0.429,0.143,0.714,-0.111,-0.346,0.027
 TFT,Toto-2.0-313m,0.286,0.0,0.571,-0.11,-0.346,0.031
 TFT,TabPFN-TS-3,0.571,0.282,0.857,-0.069,-0.298,0.085
+TFT,TiRex-2,0.286,0.0,0.571,-0.088,-0.317,0.055
 TFT,FlowState,0.429,0.143,0.714,-0.084,-0.283,0.034
 TFT,TiRex,0.286,0.0,0.571,-0.097,-0.311,0.022
 TFT,Toto-2.0-22m,0.429,0.143,0.857,-0.087,-0.329,0.06
 TFT,TFT,0.5,0.5,0.5,0.0,0.0,0.0
 TFT,DeepAR,0.571,0.143,0.857,0.011,-0.149,0.139
 TFT,Toto-2.0-4m,0.429,0.143,0.857,-0.02,-0.262,0.136
-TFT,Toto-1.0,0.571,0.282,0.857,-0.049,-0.268,0.085
 TFT,TabPFN-TS,0.714,0.429,1.0,-0.014,-0.142,0.075
-TFT,Moirai-2.0,0.714,0.429,1.0,-0.014,-0.221,0.136
+TFT,Toto-1.0,0.571,0.282,0.857,-0.049,-0.268,0.085
 TFT,Chronos-Bolt,0.714,0.429,1.0,-0.014,-0.221,0.136
 TFT,Seasonal Naive,1.0,1.0,1.0,0.368,0.241,0.486
 DeepAR,Chronos-2,0.143,0.0,0.429,-0.152,-0.275,-0.053
-DeepAR,TimesFM-2.5,0.143,0.0,0.429,-0.125,-0.231,-0.023
 DeepAR,Toto-2.0-1B,0.143,0.0,0.429,-0.132,-0.222,-0.049
+DeepAR,TimesFM-2.5,0.143,0.0,0.429,-0.125,-0.231,-0.023
 DeepAR,Toto-2.0-2.5B,0.143,0.0,0.429,-0.123,-0.208,-0.04
 DeepAR,Toto-2.0-313m,0.286,0.0,0.571,-0.122,-0.205,-0.043
 DeepAR,TabPFN-TS-3,0.143,0.0,0.429,-0.081,-0.219,0.064
+DeepAR,TiRex-2,0.286,0.0,0.571,-0.1,-0.18,-0.025
 DeepAR,FlowState,0.286,0.0,0.571,-0.096,-0.2,0.002
 DeepAR,TiRex,0.286,0.0,0.571,-0.109,-0.193,-0.033
 DeepAR,Toto-2.0-22m,0.143,0.0,0.429,-0.099,-0.177,-0.027
 DeepAR,TFT,0.429,0.143,0.857,-0.011,-0.162,0.13
 DeepAR,DeepAR,0.5,0.5,0.5,0.0,0.0,0.0
 DeepAR,Toto-2.0-4m,0.429,0.143,0.857,-0.031,-0.128,0.061
-DeepAR,Toto-1.0,0.286,0.0,0.571,-0.061,-0.128,0.003
 DeepAR,TabPFN-TS,0.571,0.143,0.857,-0.026,-0.144,0.07
-DeepAR,Moirai-2.0,0.571,0.143,1.0,-0.026,-0.155,0.105
+DeepAR,Toto-1.0,0.286,0.0,0.571,-0.061,-0.128,0.003
 DeepAR,Chronos-Bolt,0.571,0.143,1.0,-0.026,-0.155,0.105
 DeepAR,Seasonal Naive,1.0,1.0,1.0,0.361,0.239,0.468
 Toto-2.0-4m,Chronos-2,0.0,0.0,0.0,-0.117,-0.203,-0.048
-Toto-2.0-4m,TimesFM-2.5,0.286,0.0,0.714,-0.091,-0.195,-0.001
 Toto-2.0-4m,Toto-2.0-1B,0.0,0.0,0.0,-0.098,-0.157,-0.045
+Toto-2.0-4m,TimesFM-2.5,0.286,0.0,0.714,-0.091,-0.195,-0.001
 Toto-2.0-4m,Toto-2.0-2.5B,0.143,0.0,0.429,-0.09,-0.151,-0.035
 Toto-2.0-4m,Toto-2.0-313m,0.0,0.0,0.0,-0.089,-0.145,-0.039
 Toto-2.0-4m,TabPFN-TS-3,0.286,0.0,0.714,-0.048,-0.155,0.073
+Toto-2.0-4m,TiRex-2,0.143,0.0,0.429,-0.067,-0.117,-0.023
 Toto-2.0-4m,FlowState,0.429,0.143,0.857,-0.064,-0.154,0.019
 Toto-2.0-4m,TiRex,0.143,0.0,0.429,-0.076,-0.136,-0.018
 Toto-2.0-4m,Toto-2.0-22m,0.0,0.0,0.0,-0.066,-0.113,-0.026
 Toto-2.0-4m,TFT,0.571,0.143,0.857,0.019,-0.157,0.208
 Toto-2.0-4m,DeepAR,0.571,0.143,0.857,0.03,-0.065,0.113
 Toto-2.0-4m,Toto-2.0-4m,0.5,0.5,0.5,0.0,0.0,0.0
-Toto-2.0-4m,Toto-1.0,0.429,0.143,0.857,-0.029,-0.079,0.011
 Toto-2.0-4m,TabPFN-TS,0.429,0.143,0.857,0.005,-0.099,0.113
-Toto-2.0-4m,Moirai-2.0,0.571,0.143,0.861,0.005,-0.092,0.117
+Toto-2.0-4m,Toto-1.0,0.429,0.143,0.857,-0.029,-0.079,0.011
 Toto-2.0-4m,Chronos-Bolt,0.571,0.143,0.861,0.005,-0.092,0.117
 Toto-2.0-4m,Seasonal Naive,1.0,1.0,1.0,0.381,0.287,0.465
-Toto-1.0,Chronos-2,0.0,0.0,0.0,-0.085,-0.149,-0.046
-Toto-1.0,TimesFM-2.5,0.143,0.0,0.429,-0.06,-0.118,-0.004
-Toto-1.0,Toto-2.0-1B,0.0,0.0,0.0,-0.067,-0.092,-0.044
-Toto-1.0,Toto-2.0-2.5B,0.0,0.0,0.0,-0.059,-0.083,-0.034
-Toto-1.0,Toto-2.0-313m,0.0,0.0,0.0,-0.058,-0.081,-0.037
-Toto-1.0,TabPFN-TS-3,0.143,0.0,0.429,-0.019,-0.091,0.079
-Toto-1.0,FlowState,0.429,0.143,0.857,-0.033,-0.083,0.019
-Toto-1.0,TiRex,0.0,0.0,0.0,-0.045,-0.068,-0.027
-Toto-1.0,Toto-2.0-22m,0.0,0.0,0.0,-0.036,-0.053,-0.019
-Toto-1.0,TFT,0.429,0.143,0.718,0.047,-0.093,0.211
-Toto-1.0,DeepAR,0.714,0.429,1.0,0.057,-0.003,0.114
-Toto-1.0,Toto-2.0-4m,0.571,0.143,0.857,0.028,-0.012,0.073
-Toto-1.0,Toto-1.0,0.5,0.5,0.5,0.0,0.0,0.0
-Toto-1.0,TabPFN-TS,0.571,0.143,0.857,0.033,-0.05,0.11
-Toto-1.0,Moirai-2.0,0.571,0.143,0.861,0.033,-0.037,0.12
-Toto-1.0,Chronos-Bolt,0.571,0.143,0.861,0.033,-0.037,0.12
-Toto-1.0,Seasonal Naive,1.0,1.0,1.0,0.398,0.296,0.483
 TabPFN-TS,Chronos-2,0.0,0.0,0.0,-0.123,-0.202,-0.061
-TabPFN-TS,TimesFM-2.5,0.0,0.0,0.0,-0.097,-0.154,-0.044
 TabPFN-TS,Toto-2.0-1B,0.143,0.0,0.429,-0.103,-0.191,-0.032
+TabPFN-TS,TimesFM-2.5,0.0,0.0,0.0,-0.097,-0.154,-0.044
 TabPFN-TS,Toto-2.0-2.5B,0.143,0.0,0.429,-0.095,-0.186,-0.02
 TabPFN-TS,Toto-2.0-313m,0.143,0.0,0.429,-0.094,-0.187,-0.015
 TabPFN-TS,TabPFN-TS-3,0.286,0.0,0.714,-0.054,-0.135,0.032
+TabPFN-TS,TiRex-2,0.143,0.0,0.429,-0.073,-0.166,0.009
 TabPFN-TS,FlowState,0.0,0.0,0.0,-0.069,-0.126,-0.022
 TabPFN-TS,TiRex,0.286,0.0,0.714,-0.081,-0.161,-0.013
 TabPFN-TS,Toto-2.0-22m,0.286,0.0,0.714,-0.071,-0.175,0.017
 TabPFN-TS,TFT,0.286,0.0,0.571,0.014,-0.081,0.124
 TabPFN-TS,DeepAR,0.429,0.143,0.857,0.025,-0.075,0.126
 TabPFN-TS,Toto-2.0-4m,0.571,0.143,0.857,-0.005,-0.127,0.09
-TabPFN-TS,Toto-1.0,0.429,0.143,0.857,-0.034,-0.124,0.047
 TabPFN-TS,TabPFN-TS,0.5,0.5,0.5,0.0,0.0,0.0
-TabPFN-TS,Moirai-2.0,0.571,0.286,1.0,0.0,-0.087,0.086
+TabPFN-TS,Toto-1.0,0.429,0.143,0.857,-0.034,-0.124,0.047
 TabPFN-TS,Chronos-Bolt,0.571,0.286,1.0,0.0,-0.087,0.086
 TabPFN-TS,Seasonal Naive,1.0,1.0,1.0,0.377,0.276,0.476
-Moirai-2.0,Chronos-2,0.0,0.0,0.0,-0.123,-0.218,-0.052
-Moirai-2.0,TimesFM-2.5,0.0,0.0,0.0,-0.097,-0.175,-0.045
-Moirai-2.0,Toto-2.0-1B,0.143,0.0,0.429,-0.104,-0.21,-0.031
-Moirai-2.0,Toto-2.0-2.5B,0.143,0.0,0.429,-0.095,-0.19,-0.027
-Moirai-2.0,Toto-2.0-313m,0.143,0.0,0.429,-0.094,-0.201,-0.019
-Moirai-2.0,TabPFN-TS-3,0.0,0.0,0.0,-0.054,-0.093,-0.03
-Moirai-2.0,FlowState,0.0,0.0,0.0,-0.069,-0.14,-0.021
-Moirai-2.0,TiRex,0.143,0.0,0.429,-0.081,-0.185,-0.017
-Moirai-2.0,Toto-2.0-22m,0.286,0.0,0.571,-0.072,-0.185,0.009
-Moirai-2.0,TFT,0.286,0.0,0.571,0.014,-0.158,0.181
-Moirai-2.0,DeepAR,0.429,0.0,0.857,0.025,-0.117,0.134
-Moirai-2.0,Toto-2.0-4m,0.429,0.139,0.857,-0.005,-0.132,0.084
-Moirai-2.0,Toto-1.0,0.429,0.139,0.857,-0.035,-0.136,0.036
-Moirai-2.0,TabPFN-TS,0.429,0.0,0.714,-0.0,-0.094,0.08
-Moirai-2.0,Moirai-2.0,0.5,0.5,0.5,0.0,0.0,0.0
-Moirai-2.0,Chronos-Bolt,0.5,0.5,0.5,0.0,0.0,0.0
-Moirai-2.0,Seasonal Naive,1.0,1.0,1.0,0.377,0.246,0.48
+Toto-1.0,Chronos-2,0.0,0.0,0.0,-0.085,-0.149,-0.046
+Toto-1.0,Toto-2.0-1B,0.0,0.0,0.0,-0.067,-0.092,-0.044
+Toto-1.0,TimesFM-2.5,0.143,0.0,0.429,-0.06,-0.118,-0.004
+Toto-1.0,Toto-2.0-2.5B,0.0,0.0,0.0,-0.059,-0.083,-0.034
+Toto-1.0,Toto-2.0-313m,0.0,0.0,0.0,-0.058,-0.081,-0.037
+Toto-1.0,TabPFN-TS-3,0.143,0.0,0.429,-0.019,-0.091,0.079
+Toto-1.0,TiRex-2,0.0,0.0,0.0,-0.037,-0.053,-0.023
+Toto-1.0,FlowState,0.429,0.143,0.857,-0.033,-0.083,0.019
+Toto-1.0,TiRex,0.0,0.0,0.0,-0.045,-0.068,-0.027
+Toto-1.0,Toto-2.0-22m,0.0,0.0,0.0,-0.036,-0.053,-0.019
+Toto-1.0,TFT,0.429,0.143,0.718,0.047,-0.093,0.211
+Toto-1.0,DeepAR,0.714,0.429,1.0,0.057,-0.003,0.114
+Toto-1.0,Toto-2.0-4m,0.571,0.143,0.857,0.028,-0.012,0.073
+Toto-1.0,TabPFN-TS,0.571,0.143,0.857,0.033,-0.05,0.11
+Toto-1.0,Toto-1.0,0.5,0.5,0.5,0.0,0.0,0.0
+Toto-1.0,Chronos-Bolt,0.571,0.143,0.861,0.033,-0.037,0.12
+Toto-1.0,Seasonal Naive,1.0,1.0,1.0,0.398,0.296,0.483
 Chronos-Bolt,Chronos-2,0.0,0.0,0.0,-0.123,-0.218,-0.052
-Chronos-Bolt,TimesFM-2.5,0.0,0.0,0.0,-0.097,-0.175,-0.045
 Chronos-Bolt,Toto-2.0-1B,0.143,0.0,0.429,-0.104,-0.21,-0.031
+Chronos-Bolt,TimesFM-2.5,0.0,0.0,0.0,-0.097,-0.175,-0.045
 Chronos-Bolt,Toto-2.0-2.5B,0.143,0.0,0.429,-0.095,-0.19,-0.027
 Chronos-Bolt,Toto-2.0-313m,0.143,0.0,0.429,-0.094,-0.201,-0.019
 Chronos-Bolt,TabPFN-TS-3,0.0,0.0,0.0,-0.054,-0.093,-0.03
+Chronos-Bolt,TiRex-2,0.286,0.0,0.571,-0.073,-0.178,-0.001
 Chronos-Bolt,FlowState,0.0,0.0,0.0,-0.069,-0.14,-0.021
 Chronos-Bolt,TiRex,0.143,0.0,0.429,-0.081,-0.185,-0.017
 Chronos-Bolt,Toto-2.0-22m,0.286,0.0,0.571,-0.072,-0.185,0.009
 Chronos-Bolt,TFT,0.286,0.0,0.571,0.014,-0.158,0.181
 Chronos-Bolt,DeepAR,0.429,0.0,0.857,0.025,-0.117,0.134
 Chronos-Bolt,Toto-2.0-4m,0.429,0.139,0.857,-0.005,-0.132,0.084
-Chronos-Bolt,Toto-1.0,0.429,0.139,0.857,-0.035,-0.136,0.036
 Chronos-Bolt,TabPFN-TS,0.429,0.0,0.714,-0.0,-0.094,0.08
-Chronos-Bolt,Moirai-2.0,0.5,0.5,0.5,0.0,0.0,0.0
+Chronos-Bolt,Toto-1.0,0.429,0.139,0.857,-0.035,-0.136,0.036
 Chronos-Bolt,Chronos-Bolt,0.5,0.5,0.5,0.0,0.0,0.0
 Chronos-Bolt,Seasonal Naive,1.0,1.0,1.0,0.377,0.246,0.48
 Seasonal Naive,Chronos-2,0.0,0.0,0.0,-0.803,-1.12,-0.532
-Seasonal Naive,TimesFM-2.5,0.0,0.0,0.0,-0.762,-1.122,-0.461
 Seasonal Naive,Toto-2.0-1B,0.0,0.0,0.0,-0.772,-1.094,-0.499
+Seasonal Naive,TimesFM-2.5,0.0,0.0,0.0,-0.762,-1.122,-0.461
 Seasonal Naive,Toto-2.0-2.5B,0.0,0.0,0.0,-0.759,-1.087,-0.477
 Seasonal Naive,Toto-2.0-313m,0.0,0.0,0.0,-0.757,-1.076,-0.483
 Seasonal Naive,TabPFN-TS-3,0.0,0.0,0.0,-0.692,-1.063,-0.37
+Seasonal Naive,TiRex-2,0.0,0.0,0.0,-0.723,-1.006,-0.472
 Seasonal Naive,FlowState,0.0,0.0,0.0,-0.717,-1.057,-0.436
 Seasonal Naive,TiRex,0.0,0.0,0.0,-0.737,-1.043,-0.481
 Seasonal Naive,Toto-2.0-22m,0.0,0.0,0.0,-0.721,-1.008,-0.47
 Seasonal Naive,TFT,0.0,0.0,0.0,-0.583,-0.946,-0.318
 Seasonal Naive,DeepAR,0.0,0.0,0.0,-0.566,-0.879,-0.314
 Seasonal Naive,Toto-2.0-4m,0.0,0.0,0.0,-0.614,-0.868,-0.403
-Seasonal Naive,Toto-1.0,0.0,0.0,0.0,-0.661,-0.934,-0.421
 Seasonal Naive,TabPFN-TS,0.0,0.0,0.0,-0.606,-0.908,-0.381
-Seasonal Naive,Moirai-2.0,0.0,0.0,0.0,-0.606,-0.925,-0.327
+Seasonal Naive,Toto-1.0,0.0,0.0,0.0,-0.661,-0.934,-0.421
 Seasonal Naive,Chronos-Bolt,0.0,0.0,0.0,-0.606,-0.925,-0.327
 Seasonal Naive,Seasonal Naive,0.5,0.5,0.5,0.0,0.0,0.0
diff --git a/tables/domain_nature/leaderboard_MASE.csv b/tables/domain_nature/leaderboard_MASE.csv
index 90a4c01d067da3a0d98c5af539730927b33d09e5..5ae4922a0874a3170c8d3ff1b00221d499578edc 100644
--- a/tables/domain_nature/leaderboard_MASE.csv
+++ b/tables/domain_nature/leaderboard_MASE.csv
@@ -1,28 +1,29 @@
 model_name,win_rate,skill_score,median_training_time_s_per100,median_inference_time_s_per100,training_corpus_overlap,num_failures
-Chronos-2,90.00000000000001,32.66797317900995,0.0,1.2412635011904762,0.0,0.0
-TiRex,83.07692307692308,29.260350065108376,0.0,0.5982643197619048,0.0,0.0
-Toto-2.0-2.5B,80.00000000000001,29.93563029482772,0.0,5.480653777619048,0.0,0.0
-Toto-2.0-1B,79.23076923076924,29.99164696817904,0.0,2.6320384638095238,0.0,0.0
-Toto-2.0-313m,76.92307692307693,29.754752173256584,0.0,1.0491609395238097,0.0,0.0
-FlowState,75.3846153846154,29.357226912555344,0.0,3.96545264,0.0,0.0
-Chronos-Bolt,74.23076923076923,28.93605738519158,0.0,0.48393358404761905,0.0,0.0
-TimesFM-2.5,72.3076923076923,29.394157929053712,0.0,8.123959618571428,0.0,0.0
-Toto-2.0-22m,68.46153846153847,28.76118230177598,0.0,0.288075893939394,0.0,0.0
-Moirai-2.0,66.53846153846152,27.399232776718353,0.0,0.9636899613636363,0.6,0.0
-Sundial-Base,65.38461538461537,27.294413166287423,0.0,8.222455888744589,0.0,0.0
-Toto-1.0,63.84615384615384,27.802663844137786,0.0,45.546909770000006,0.0,0.0
-Toto-2.0-4m,62.30769230769231,27.78289022024678,0.0,0.2509964376623377,0.0,0.0
-TabPFN-TS-3,53.076923076923066,24.109596179935487,0.0,296.51637025115633,0.0,0.0
-Stat. Ensemble,52.3076923076923,23.420687735560985,0.0,464.32897872499996,0.0,0.0
-TabPFN-TS,49.23076923076922,23.98149756470208,0.0,289.5137977333333,0.0,0.0
-AutoTheta,46.92307692307691,21.542038924284434,0.0,3.6892116628571427,0.0,0.0
-AutoARIMA,33.07692307692308,17.97726241921238,0.0,74.60550639090908,0.0,0.0
-AutoETS,30.000000000000004,-29.622695283539358,0.0,12.04727024095238,0.0,0.0
-TFT,20.000000000000004,11.739357763049185,4425.985155724524,3.3604472566666668,0.0,0.0
-Naive,20.0,7.795601696116828,0.0,1.2708901502164502,0.0,0.0
-PatchTST,18.46153846153846,9.449688890714715,3313.3185033727273,3.1006886961904763,0.0,0.0
-Drift,15.384615384615385,4.078700196776586,0.0,1.1961910245238094,0.0,0.0
-LightGBM,15.384615384615385,4.1721599099919455,7.8792804414285715,1.6888857054761903,0.0,0.0
-CatBoost,14.615384615384613,4.184526702220593,101.213129105,2.2554284954545456,0.0,0.0
-DeepAR,13.076923076923078,3.384538751976529,4186.5014168181815,5.73706040909091,0.0,0.0
-Seasonal Naive,10.76923076923077,0.0,0.0,1.2824682583333336,0.0,0.0
+Chronos-2,89.62962962962963,32.66797317900995,0.0,1.2412635011904762,0.0,0.0
+TiRex-2,82.22222222222223,30.201739251352212,0.0,0.5037701877188825,0.0,0.0
+TiRex,80.74074074074076,29.260350065108376,0.0,0.5982643197619048,0.0,0.0
+Toto-2.0-2.5B,78.51851851851853,29.93563029482772,0.0,5.480653777619048,0.0,0.0
+Toto-2.0-1B,77.77777777777779,29.99164696817904,0.0,2.6320384638095238,0.0,0.0
+FlowState,74.81481481481482,29.357226912555344,0.0,3.96545264,0.0,0.0
+Toto-2.0-313m,74.81481481481481,29.754752173256584,0.0,1.0491609395238097,0.0,0.0
+Chronos-Bolt,72.96296296296296,28.93605738519158,0.0,0.48393358404761905,0.0,0.0
+TimesFM-2.5,71.11111111111111,29.394157929053712,0.0,8.123959618571428,0.0,0.0
+Toto-2.0-22m,66.66666666666666,28.76118230177598,0.0,0.288075893939394,0.0,0.0
+Moirai-2.0,64.81481481481481,27.399232776718353,0.0,0.9636899613636363,0.6,0.0
+Sundial-Base,63.70370370370368,27.294413166287423,0.0,8.222455888744589,0.0,0.0
+Toto-1.0,62.222222222222214,27.802663844137786,0.0,45.546909770000006,0.0,0.0
+Toto-2.0-4m,60.74074074074074,27.78289022024678,0.0,0.2509964376623377,0.0,0.0
+TabPFN-TS-3,51.11111111111111,24.109596179935487,0.0,296.51637025115633,0.0,0.0
+Stat. Ensemble,51.11111111111109,23.420687735560985,0.0,464.32897872499996,0.0,0.0
+TabPFN-TS,47.4074074074074,23.98149756470208,0.0,289.5137977333333,0.0,0.0
+AutoTheta,45.18518518518517,21.542038924284434,0.0,3.6892116628571427,0.0,0.0
+AutoARIMA,31.85185185185186,17.97726241921238,0.0,74.60550639090908,0.0,0.0
+AutoETS,29.629629629629626,-29.622695283539358,0.0,12.04727024095238,0.0,0.0
+TFT,19.259259259259263,11.739357763049185,4425.985155724524,3.3604472566666668,0.0,0.0
+Naive,19.25925925925926,7.795601696116828,0.0,1.2708901502164502,0.0,0.0
+PatchTST,17.77777777777778,9.449688890714715,3313.3185033727273,3.1006886961904763,0.0,0.0
+LightGBM,14.814814814814813,4.1721599099919455,7.8792804414285715,1.6888857054761903,0.0,0.0
+Drift,14.814814814814813,4.078700196776586,0.0,1.1961910245238094,0.0,0.0
+CatBoost,14.074074074074073,4.184526702220593,101.213129105,2.2554284954545456,0.0,0.0
+DeepAR,12.592592592592592,3.384538751976529,4186.5014168181815,5.73706040909091,0.0,0.0
+Seasonal Naive,10.370370370370372,0.0,0.0,1.2824682583333336,0.0,0.0
diff --git a/tables/domain_nature/leaderboard_SQL.csv b/tables/domain_nature/leaderboard_SQL.csv
index f023cc8972b169cb24835b5524d400ff73024c5d..9fd7b1f51b9fc450ab11fc0ed938bae01d753ad1 100644
--- a/tables/domain_nature/leaderboard_SQL.csv
+++ b/tables/domain_nature/leaderboard_SQL.csv
@@ -1,28 +1,29 @@
 model_name,win_rate,skill_score,median_training_time_s_per100,median_inference_time_s_per100,training_corpus_overlap,num_failures
-Chronos-2,90.76923076923077,40.14261361598851,0.0,1.2412635011904762,0.0,0.0
-TiRex,84.61538461538461,37.43876342889425,0.0,0.5982643197619048,0.0,0.0
-Toto-2.0-2.5B,82.30769230769232,37.83157222733069,0.0,5.480653777619048,0.0,0.0
-Toto-2.0-1B,80.00000000000001,37.66612649055474,0.0,2.6320384638095238,0.0,0.0
-Toto-2.0-313m,79.23076923076924,37.58550747009978,0.0,1.0491609395238097,0.0,0.0
-TimesFM-2.5,76.15384615384616,37.188322050437485,0.0,8.123959618571428,0.0,0.0
-FlowState,73.84615384615384,36.31166826953211,0.0,3.96545264,0.0,0.0
-Chronos-Bolt,72.6923076923077,36.03582808206656,0.0,0.48393358404761905,0.0,0.0
-Toto-2.0-22m,68.46153846153847,36.293037504059534,0.0,0.288075893939394,0.0,0.0
-Moirai-2.0,67.30769230769229,34.85309081790271,0.0,0.9636899613636363,0.6,0.0
-Toto-1.0,66.15384615384615,35.99499337037837,0.0,45.546909770000006,0.0,0.0
-Toto-2.0-4m,63.846153846153854,35.936651145406394,0.0,0.2509964376623377,0.0,0.0
-TabPFN-TS-3,61.53846153846153,32.679408744349004,0.0,296.51637025115633,0.0,0.0
-TabPFN-TS,59.23076923076922,32.757599647708304,0.0,289.5137977333333,0.0,0.0
-Sundial-Base,50.76923076923075,30.90991527640704,0.0,8.222455888744589,0.0,0.0
-Stat. Ensemble,42.3076923076923,17.231323121576647,0.0,464.32897872499996,0.0,0.0
-AutoARIMA,37.692307692307686,22.423106139028192,0.0,74.60550639090908,0.0,0.0
-TFT,33.07692307692308,18.511138237688506,4425.985155724524,3.3604472566666668,0.0,0.0
-PatchTST,30.000000000000004,17.09711611460085,3313.3185033727273,3.1006886961904763,0.0,0.0
-AutoETS,26.153846153846157,-136.42889638840893,0.0,12.04727024095238,0.0,0.0
-DeepAR,26.153846153846157,9.609592105853038,4186.5014168181815,5.73706040909091,0.0,0.0
-AutoTheta,19.230769230769234,-2.841792105310592,0.0,3.6892116628571427,0.0,0.0
-Seasonal Naive,18.461538461538467,0.0,0.0,1.2824682583333336,0.0,0.0
-CatBoost,14.615384615384617,-6.491295800307162,101.213129105,2.2554284954545456,0.0,0.0
-LightGBM,14.615384615384613,-6.505040508588555,7.8792804414285715,1.6888857054761903,0.0,0.0
-Naive,7.6923076923076925,-23.56398425913284,0.0,1.2708901502164502,0.0,0.0
-Drift,3.076923076923077,-28.21332719128542,0.0,1.1961910245238094,0.0,0.0
+Chronos-2,90.37037037037038,40.14261361598851,0.0,1.2412635011904762,0.0,0.0
+TiRex-2,85.92592592592594,38.09386445171089,0.0,0.5037701877188825,0.0,0.0
+TiRex,82.22222222222221,37.43876342889425,0.0,0.5982643197619048,0.0,0.0
+Toto-2.0-2.5B,80.74074074074075,37.83157222733069,0.0,5.480653777619048,0.0,0.0
+Toto-2.0-1B,78.51851851851853,37.66612649055474,0.0,2.6320384638095238,0.0,0.0
+Toto-2.0-313m,77.03703703703704,37.58550747009978,0.0,1.0491609395238097,0.0,0.0
+TimesFM-2.5,74.81481481481481,37.188322050437485,0.0,8.123959618571428,0.0,0.0
+FlowState,71.85185185185185,36.31166826953211,0.0,3.96545264,0.0,0.0
+Chronos-Bolt,71.48148148148147,36.03582808206656,0.0,0.48393358404761905,0.0,0.0
+Toto-2.0-22m,66.66666666666666,36.293037504059534,0.0,0.288075893939394,0.0,0.0
+Moirai-2.0,65.55555555555554,34.85309081790271,0.0,0.9636899613636363,0.6,0.0
+Toto-1.0,64.44444444444444,35.99499337037837,0.0,45.546909770000006,0.0,0.0
+Toto-2.0-4m,62.22222222222222,35.936651145406394,0.0,0.2509964376623377,0.0,0.0
+TabPFN-TS-3,59.25925925925925,32.679408744349004,0.0,296.51637025115633,0.0,0.0
+TabPFN-TS,57.03703703703703,32.757599647708304,0.0,289.5137977333333,0.0,0.0
+Sundial-Base,48.888888888888886,30.90991527640704,0.0,8.222455888744589,0.0,0.0
+Stat. Ensemble,40.740740740740726,17.231323121576647,0.0,464.32897872499996,0.0,0.0
+AutoARIMA,36.29629629629629,22.423106139028192,0.0,74.60550639090908,0.0,0.0
+TFT,31.85185185185186,18.511138237688506,4425.985155724524,3.3604472566666668,0.0,0.0
+PatchTST,28.888888888888893,17.09711611460085,3313.3185033727273,3.1006886961904763,0.0,0.0
+AutoETS,25.185185185185187,-136.42889638840893,0.0,12.04727024095238,0.0,0.0
+DeepAR,25.185185185185183,9.609592105853038,4186.5014168181815,5.73706040909091,0.0,0.0
+AutoTheta,18.518518518518523,-2.841792105310592,0.0,3.6892116628571427,0.0,0.0
+Seasonal Naive,17.777777777777782,0.0,0.0,1.2824682583333336,0.0,0.0
+CatBoost,14.074074074074074,-6.491295800307162,101.213129105,2.2554284954545456,0.0,0.0
+LightGBM,14.074074074074073,-6.505040508588555,7.8792804414285715,1.6888857054761903,0.0,0.0
+Naive,7.4074074074074066,-23.56398425913284,0.0,1.2708901502164502,0.0,0.0
+Drift,2.9629629629629632,-28.21332719128542,0.0,1.1961910245238094,0.0,0.0
diff --git a/tables/domain_nature/leaderboard_WAPE.csv b/tables/domain_nature/leaderboard_WAPE.csv
index b24c1ba7b01fef0090ab5370295e759190198231..927c4fd1a242b3e76277f83ea5fd198c2b59a2ae 100644
--- a/tables/domain_nature/leaderboard_WAPE.csv
+++ b/tables/domain_nature/leaderboard_WAPE.csv
@@ -1,28 +1,29 @@
 model_name,win_rate,skill_score,median_training_time_s_per100,median_inference_time_s_per100,training_corpus_overlap,num_failures
-Chronos-2,82.30769230769232,47.03832863128653,0.0,1.2412635011904762,0.0,0.0
-Toto-2.0-1B,80.76923076923079,47.015579237547286,0.0,2.6320384638095238,0.0,0.0
-Toto-2.0-313m,80.0,46.63720411823188,0.0,1.0491609395238097,0.0,0.0
-Toto-2.0-2.5B,78.46153846153848,46.712323883118025,0.0,5.480653777619048,0.0,0.0
-FlowState,77.69230769230771,45.94421147950074,0.0,3.96545264,0.0,0.0
-TiRex,76.92307692307693,45.26550169523424,0.0,0.5982643197619048,0.0,0.0
-Toto-1.0,74.61538461538463,45.658876884431066,0.0,45.546909770000006,0.0,0.0
-Chronos-Bolt,71.92307692307693,44.270996715968245,0.0,0.48393358404761905,0.0,0.0
-TimesFM-2.5,70.76923076923076,45.234350223405905,0.0,8.123959618571428,0.0,0.0
-Toto-2.0-22m,69.23076923076923,45.58255213545739,0.0,0.288075893939394,0.0,0.0
-Moirai-2.0,67.3076923076923,43.560110317907345,0.0,0.9636899613636363,0.6,0.0
-Toto-2.0-4m,65.38461538461537,44.832337002858004,0.0,0.2509964376623377,0.0,0.0
-TabPFN-TS-3,61.53846153846154,43.22149190972845,0.0,296.51637025115633,0.0,0.0
-TabPFN-TS,56.92307692307692,42.24241790735197,0.0,289.5137977333333,0.0,0.0
-Stat. Ensemble,47.692307692307686,36.39656206472499,0.0,464.32897872499996,0.0,0.0
-AutoTheta,46.153846153846146,37.25191993036196,0.0,3.6892116628571427,0.0,0.0
-Sundial-Base,41.53846153846153,32.15916008390624,0.0,8.222455888744589,0.0,0.0
-AutoETS,31.538461538461537,-7.089563361203255,0.0,12.04727024095238,0.0,0.0
-TFT,30.000000000000004,31.89215730204118,4425.985155724524,3.3604472566666668,0.0,0.0
-PatchTST,29.230769230769237,32.26789204762996,3313.3185033727273,3.1006886961904763,0.0,0.0
-DeepAR,26.923076923076923,30.485156307041137,4186.5014168181815,5.73706040909091,0.0,0.0
-AutoARIMA,20.76923076923077,-5.351235687949107,0.0,74.60550639090908,0.0,0.0
-Naive,18.46153846153846,25.364806013828144,0.0,1.2708901502164502,0.0,0.0
-Seasonal Naive,12.307692307692308,0.0,0.0,1.2824682583333336,0.0,0.0
-Drift,11.538461538461538,15.777737575686047,0.0,1.1961910245238094,0.0,0.0
-CatBoost,10.769230769230768,9.204507505376158,101.213129105,2.2554284954545456,0.0,0.0
-LightGBM,9.230769230769234,-21.610796222594896,7.8792804414285715,1.6888857054761903,0.0,0.0
+TiRex-2,82.22222222222223,46.261525282913595,0.0,0.5037701877188825,0.0,0.0
+Chronos-2,80.74074074074076,47.03832863128653,0.0,1.2412635011904762,0.0,0.0
+Toto-2.0-1B,79.25925925925928,47.015579237547286,0.0,2.6320384638095238,0.0,0.0
+Toto-2.0-313m,78.51851851851852,46.63720411823188,0.0,1.0491609395238097,0.0,0.0
+Toto-2.0-2.5B,77.03703703703705,46.712323883118025,0.0,5.480653777619048,0.0,0.0
+FlowState,77.03703703703702,45.94421147950074,0.0,3.96545264,0.0,0.0
+TiRex,75.55555555555556,45.26550169523424,0.0,0.5982643197619048,0.0,0.0
+Toto-1.0,73.33333333333334,45.658876884431066,0.0,45.546909770000006,0.0,0.0
+Chronos-Bolt,70.0,44.270996715968245,0.0,0.48393358404761905,0.0,0.0
+TimesFM-2.5,69.62962962962962,45.234350223405905,0.0,8.123959618571428,0.0,0.0
+Toto-2.0-22m,68.14814814814815,45.58255213545739,0.0,0.288075893939394,0.0,0.0
+Moirai-2.0,65.55555555555556,43.560110317907345,0.0,0.9636899613636363,0.6,0.0
+Toto-2.0-4m,64.44444444444444,44.832337002858004,0.0,0.2509964376623377,0.0,0.0
+TabPFN-TS-3,59.25925925925925,43.22149190972845,0.0,296.51637025115633,0.0,0.0
+TabPFN-TS,54.81481481481482,42.24241790735197,0.0,289.5137977333333,0.0,0.0
+Stat. Ensemble,45.92592592592592,36.39656206472499,0.0,464.32897872499996,0.0,0.0
+AutoTheta,44.44444444444443,37.25191993036196,0.0,3.6892116628571427,0.0,0.0
+Sundial-Base,39.99999999999999,32.15916008390624,0.0,8.222455888744589,0.0,0.0
+AutoETS,31.111111111111107,-7.089563361203255,0.0,12.04727024095238,0.0,0.0
+TFT,28.888888888888893,31.89215730204118,4425.985155724524,3.3604472566666668,0.0,0.0
+PatchTST,28.148148148148156,32.26789204762996,3313.3185033727273,3.1006886961904763,0.0,0.0
+DeepAR,25.925925925925924,30.485156307041137,4186.5014168181815,5.73706040909091,0.0,0.0
+AutoARIMA,20.0,-5.351235687949107,0.0,74.60550639090908,0.0,0.0
+Naive,17.77777777777778,25.364806013828144,0.0,1.2708901502164502,0.0,0.0
+Seasonal Naive,11.851851851851853,0.0,0.0,1.2824682583333336,0.0,0.0
+Drift,11.11111111111111,15.777737575686047,0.0,1.1961910245238094,0.0,0.0
+CatBoost,10.37037037037037,9.204507505376158,101.213129105,2.2554284954545456,0.0,0.0
+LightGBM,8.888888888888891,-21.610796222594896,7.8792804414285715,1.6888857054761903,0.0,0.0
diff --git a/tables/domain_nature/leaderboard_WQL.csv b/tables/domain_nature/leaderboard_WQL.csv
index 0e89d1271a859b5e762bf9e85e3df0012a5af0ee..baf929549275d38b7043c8f6ce18c5ebf03951d5 100644
--- a/tables/domain_nature/leaderboard_WQL.csv
+++ b/tables/domain_nature/leaderboard_WQL.csv
@@ -1,28 +1,29 @@
 model_name,win_rate,skill_score,median_training_time_s_per100,median_inference_time_s_per100,training_corpus_overlap,num_failures
-FlowState,83.0769230769231,65.46785431424527,0.0,3.96545264,0.0,0.0
-Toto-2.0-313m,81.53846153846155,65.47877258222164,0.0,1.0491609395238097,0.0,0.0
-Chronos-2,80.76923076923079,65.09181820451573,0.0,1.2412635011904762,0.0,0.0
-TimesFM-2.5,78.46153846153847,65.02250890932473,0.0,8.123959618571428,0.0,0.0
-Toto-2.0-1B,76.92307692307693,65.08289133257598,0.0,2.6320384638095238,0.0,0.0
-TiRex,76.15384615384616,63.901555686088926,0.0,0.5982643197619048,0.0,0.0
-Toto-2.0-2.5B,75.3846153846154,64.93808949583952,0.0,5.480653777619048,0.0,0.0
-Toto-1.0,73.84615384615387,64.33412565306647,0.0,45.546909770000006,0.0,0.0
-Toto-2.0-22m,72.3076923076923,64.78913859128755,0.0,0.288075893939394,0.0,0.0
-TabPFN-TS-3,70.76923076923076,64.30734538835908,0.0,296.51637025115633,0.0,0.0
-Chronos-Bolt,70.38461538461536,63.27794107878868,0.0,0.48393358404761905,0.0,0.0
-Moirai-2.0,68.07692307692305,62.94483721709532,0.0,0.9636899613636363,0.6,0.0
-Toto-2.0-4m,63.84615384615384,63.91544587103641,0.0,0.2509964376623377,0.0,0.0
-TabPFN-TS,56.92307692307691,62.22591860898127,0.0,289.5137977333333,0.0,0.0
-Sundial-Base,41.53846153846153,52.74866339515212,0.0,8.222455888744589,0.0,0.0
-PatchTST,39.23076923076923,56.14683480931129,3313.3185033727273,3.1006886961904763,0.0,0.0
-Stat. Ensemble,36.153846153846146,10.0322967065957,0.0,464.32897872499996,0.0,0.0
-TFT,35.38461538461538,54.31239646459889,4425.985155724524,3.3604472566666668,0.0,0.0
-AutoARIMA,33.07692307692307,26.636130811588664,0.0,74.60550639090908,0.0,0.0
-DeepAR,32.30769230769231,53.40506481164482,4186.5014168181815,5.73706040909091,0.0,0.0
-AutoETS,23.07692307692308,-162.5181303956725,0.0,12.04727024095238,0.0,0.0
-CatBoost,21.538461538461537,28.559039675458386,101.213129105,2.2554284954545456,0.0,0.0
-Seasonal Naive,20.0,0.0,0.0,1.2824682583333336,0.0,0.0
-AutoTheta,15.384615384615385,-21.431026745629268,0.0,3.6892116628571427,0.0,0.0
-LightGBM,15.384615384615385,4.312518151888689,7.8792804414285715,1.6888857054761903,0.0,0.0
-Naive,6.153846153846154,-59.16477242026188,0.0,1.2708901502164502,0.0,0.0
-Drift,2.3076923076923084,-65.48141502161853,0.0,1.1961910245238094,0.0,0.0
+TiRex-2,83.70370370370372,65.24685534837047,0.0,0.5037701877188825,0.0,0.0
+FlowState,82.22222222222224,65.46785431424527,0.0,3.96545264,0.0,0.0
+Toto-2.0-313m,80.00000000000001,65.47877258222164,0.0,1.0491609395238097,0.0,0.0
+Chronos-2,79.25925925925928,65.09181820451573,0.0,1.2412635011904762,0.0,0.0
+TimesFM-2.5,77.03703703703702,65.02250890932473,0.0,8.123959618571428,0.0,0.0
+Toto-2.0-1B,75.55555555555557,65.08289133257598,0.0,2.6320384638095238,0.0,0.0
+TiRex,74.81481481481481,63.901555686088926,0.0,0.5982643197619048,0.0,0.0
+Toto-2.0-2.5B,74.07407407407408,64.93808949583952,0.0,5.480653777619048,0.0,0.0
+Toto-1.0,71.85185185185186,64.33412565306647,0.0,45.546909770000006,0.0,0.0
+Toto-2.0-22m,71.11111111111111,64.78913859128755,0.0,0.288075893939394,0.0,0.0
+TabPFN-TS-3,69.62962962962963,64.30734538835908,0.0,296.51637025115633,0.0,0.0
+Chronos-Bolt,68.51851851851849,63.27794107878868,0.0,0.48393358404761905,0.0,0.0
+Moirai-2.0,65.55555555555554,62.94483721709532,0.0,0.9636899613636363,0.6,0.0
+Toto-2.0-4m,62.222222222222214,63.91544587103641,0.0,0.2509964376623377,0.0,0.0
+TabPFN-TS,54.8148148148148,62.22591860898127,0.0,289.5137977333333,0.0,0.0
+Sundial-Base,39.99999999999999,52.74866339515212,0.0,8.222455888744589,0.0,0.0
+PatchTST,37.77777777777778,56.14683480931129,3313.3185033727273,3.1006886961904763,0.0,0.0
+Stat. Ensemble,34.81481481481481,10.0322967065957,0.0,464.32897872499996,0.0,0.0
+TFT,34.074074074074076,54.31239646459889,4425.985155724524,3.3604472566666668,0.0,0.0
+AutoARIMA,31.851851851851848,26.636130811588664,0.0,74.60550639090908,0.0,0.0
+DeepAR,31.11111111111111,53.40506481164482,4186.5014168181815,5.73706040909091,0.0,0.0
+AutoETS,22.222222222222225,-162.5181303956725,0.0,12.04727024095238,0.0,0.0
+CatBoost,20.74074074074074,28.559039675458386,101.213129105,2.2554284954545456,0.0,0.0
+Seasonal Naive,19.25925925925926,0.0,0.0,1.2824682583333336,0.0,0.0
+LightGBM,14.814814814814813,4.312518151888689,7.8792804414285715,1.6888857054761903,0.0,0.0
+AutoTheta,14.814814814814813,-21.431026745629268,0.0,3.6892116628571427,0.0,0.0
+Naive,5.9259259259259265,-59.16477242026188,0.0,1.2708901502164502,0.0,0.0
+Drift,2.2222222222222228,-65.48141502161853,0.0,1.1961910245238094,0.0,0.0
diff --git a/tables/domain_nature/pairwise_MASE.csv b/tables/domain_nature/pairwise_MASE.csv
index 95e5bca4f5347a6b1fd315255d23a605069d98c4..9f3e21d0dc8582448f11eff60943550bd4543404 100644
--- a/tables/domain_nature/pairwise_MASE.csv
+++ b/tables/domain_nature/pairwise_MASE.csv
@@ -1,5 +1,6 @@
 model_1,model_2,win_rate,win_rate_lower,win_rate_upper,skill_score,skill_score_lower,skill_score_upper
 Chronos-2,Chronos-2,0.5,0.5,0.5,0.0,0.0,0.0
+Chronos-2,TiRex-2,0.8,0.4,1.0,0.035,0.009,0.061
 Chronos-2,TiRex,0.8,0.4,1.0,0.048,0.005,0.089
 Chronos-2,Toto-2.0-2.5B,0.6,0.2,1.0,0.039,-0.004,0.083
 Chronos-2,Toto-2.0-1B,0.6,0.2,1.0,0.038,-0.003,0.078
@@ -9,13 +10,29 @@ Chronos-2,Chronos-Bolt,0.8,0.4,1.0,0.053,0.015,0.087
 Chronos-2,TimesFM-2.5,0.8,0.4,1.0,0.046,-0.001,0.096
 Chronos-2,Toto-2.0-22m,0.8,0.4,1.0,0.055,0.006,0.112
 Chronos-2,Moirai-2.0,0.8,0.4,1.0,0.073,0.024,0.118
-Chronos-2,Toto-1.0,1.0,1.0,1.0,0.067,0.023,0.124
 Chronos-2,Sundial-Base,1.0,1.0,1.0,0.074,0.027,0.116
+Chronos-2,Toto-1.0,1.0,1.0,1.0,0.067,0.023,0.124
 Chronos-2,Toto-2.0-4m,1.0,1.0,1.0,0.068,0.023,0.117
 Chronos-2,TabPFN-TS-3,1.0,1.0,1.0,0.113,0.073,0.151
-Chronos-2,Stat. Ensemble,1.0,1.0,1.0,0.121,0.066,0.172
 Chronos-2,Seasonal Naive,1.0,1.0,1.0,0.327,0.263,0.388
+TiRex-2,Chronos-2,0.2,0.0,0.6,-0.037,-0.065,-0.009
+TiRex-2,TiRex-2,0.5,0.5,0.5,0.0,0.0,0.0
+TiRex-2,TiRex,0.8,0.4,1.0,0.013,-0.01,0.032
+TiRex-2,Toto-2.0-2.5B,0.6,0.2,1.0,0.004,-0.048,0.044
+TiRex-2,Toto-2.0-1B,0.6,0.2,1.0,0.003,-0.047,0.038
+TiRex-2,Toto-2.0-313m,0.8,0.4,1.0,0.006,-0.047,0.048
+TiRex-2,FlowState,0.4,0.0,0.8,0.012,-0.043,0.062
+TiRex-2,Chronos-Bolt,0.6,0.2,1.0,0.018,-0.009,0.042
+TiRex-2,TimesFM-2.5,0.6,0.2,1.0,0.011,-0.03,0.051
+TiRex-2,Toto-2.0-22m,0.8,0.4,1.0,0.02,-0.036,0.063
+TiRex-2,Moirai-2.0,0.8,0.4,1.0,0.039,0.001,0.069
+TiRex-2,Sundial-Base,0.8,0.4,1.0,0.04,0.009,0.071
+TiRex-2,Toto-1.0,0.8,0.4,1.0,0.033,-0.005,0.077
+TiRex-2,Toto-2.0-4m,0.8,0.4,1.0,0.033,-0.013,0.073
+TiRex-2,TabPFN-TS-3,1.0,1.0,1.0,0.08,0.036,0.136
+TiRex-2,Seasonal Naive,1.0,1.0,1.0,0.302,0.232,0.375
 TiRex,Chronos-2,0.2,0.0,0.6,-0.051,-0.097,-0.005
+TiRex,TiRex-2,0.2,0.0,0.6,-0.013,-0.033,0.01
 TiRex,TiRex,0.5,0.5,0.5,0.0,0.0,0.0
 TiRex,Toto-2.0-2.5B,0.4,0.0,0.8,-0.01,-0.075,0.043
 TiRex,Toto-2.0-1B,0.4,0.0,0.8,-0.01,-0.076,0.039
@@ -25,13 +42,13 @@ TiRex,Chronos-Bolt,0.8,0.4,1.0,0.005,-0.016,0.023
 TiRex,TimesFM-2.5,0.8,0.4,1.0,-0.002,-0.053,0.035
 TiRex,Toto-2.0-22m,0.8,0.4,1.0,0.007,-0.056,0.052
 TiRex,Moirai-2.0,1.0,1.0,1.0,0.026,0.004,0.054
-TiRex,Toto-1.0,0.8,0.4,1.0,0.02,-0.028,0.065
 TiRex,Sundial-Base,0.8,0.4,1.0,0.027,-0.0,0.055
+TiRex,Toto-1.0,0.8,0.4,1.0,0.02,-0.028,0.065
 TiRex,Toto-2.0-4m,0.8,0.4,1.0,0.02,-0.033,0.058
 TiRex,TabPFN-TS-3,1.0,1.0,1.0,0.068,0.022,0.121
-TiRex,Stat. Ensemble,0.8,0.4,1.0,0.076,0.021,0.127
 TiRex,Seasonal Naive,1.0,1.0,1.0,0.293,0.222,0.364
 Toto-2.0-2.5B,Chronos-2,0.4,0.0,0.8,-0.041,-0.09,0.004
+Toto-2.0-2.5B,TiRex-2,0.4,0.0,0.8,-0.004,-0.046,0.046
 Toto-2.0-2.5B,TiRex,0.6,0.2,1.0,0.01,-0.045,0.07
 Toto-2.0-2.5B,Toto-2.0-2.5B,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-2.0-2.5B,Toto-2.0-1B,0.6,0.2,1.0,-0.001,-0.013,0.01
@@ -41,13 +58,13 @@ Toto-2.0-2.5B,Chronos-Bolt,0.6,0.2,1.0,0.014,-0.051,0.078
 Toto-2.0-2.5B,TimesFM-2.5,0.8,0.4,1.0,0.008,-0.028,0.032
 Toto-2.0-2.5B,Toto-2.0-22m,0.8,0.4,1.0,0.016,-0.004,0.03
 Toto-2.0-2.5B,Moirai-2.0,0.6,0.2,1.0,0.035,-0.033,0.098
-Toto-2.0-2.5B,Toto-1.0,0.8,0.4,1.0,0.03,-0.005,0.057
 Toto-2.0-2.5B,Sundial-Base,0.6,0.2,1.0,0.036,-0.033,0.101
+Toto-2.0-2.5B,Toto-1.0,0.8,0.4,1.0,0.03,-0.005,0.057
 Toto-2.0-2.5B,Toto-2.0-4m,0.8,0.4,1.0,0.03,0.007,0.049
 Toto-2.0-2.5B,TabPFN-TS-3,0.6,0.2,1.0,0.077,0.008,0.142
-Toto-2.0-2.5B,Stat. Ensemble,0.8,0.4,1.0,0.085,0.004,0.156
 Toto-2.0-2.5B,Seasonal Naive,1.0,1.0,1.0,0.299,0.202,0.389
 Toto-2.0-1B,Chronos-2,0.4,0.0,0.8,-0.04,-0.084,0.003
+Toto-2.0-1B,TiRex-2,0.4,0.0,0.8,-0.003,-0.039,0.045
 Toto-2.0-1B,TiRex,0.6,0.2,1.0,0.01,-0.04,0.071
 Toto-2.0-1B,Toto-2.0-2.5B,0.4,0.0,0.8,0.001,-0.01,0.013
 Toto-2.0-1B,Toto-2.0-1B,0.5,0.5,0.5,0.0,0.0,0.0
@@ -57,13 +74,13 @@ Toto-2.0-1B,Chronos-Bolt,0.6,0.2,1.0,0.015,-0.043,0.078
 Toto-2.0-1B,TimesFM-2.5,0.8,0.4,1.0,0.008,-0.03,0.032
 Toto-2.0-1B,Toto-2.0-22m,0.8,0.4,1.0,0.017,-0.008,0.04
 Toto-2.0-1B,Moirai-2.0,0.6,0.2,1.0,0.036,-0.027,0.092
-Toto-2.0-1B,Toto-1.0,0.8,0.4,1.0,0.03,-0.009,0.064
 Toto-2.0-1B,Sundial-Base,0.6,0.2,1.0,0.037,-0.024,0.096
+Toto-2.0-1B,Toto-1.0,0.8,0.4,1.0,0.03,-0.009,0.064
 Toto-2.0-1B,Toto-2.0-4m,0.8,0.4,1.0,0.031,0.006,0.048
 Toto-2.0-1B,TabPFN-TS-3,0.6,0.2,1.0,0.078,0.012,0.139
-Toto-2.0-1B,Stat. Ensemble,0.8,0.4,1.0,0.086,0.014,0.152
 Toto-2.0-1B,Seasonal Naive,1.0,1.0,1.0,0.3,0.204,0.387
 Toto-2.0-313m,Chronos-2,0.2,0.0,0.6,-0.043,-0.102,0.004
+Toto-2.0-313m,TiRex-2,0.2,0.0,0.6,-0.006,-0.05,0.045
 Toto-2.0-313m,TiRex,0.4,0.0,0.8,0.007,-0.04,0.065
 Toto-2.0-313m,Toto-2.0-2.5B,0.2,0.0,0.6,-0.003,-0.013,0.014
 Toto-2.0-313m,Toto-2.0-1B,0.4,0.0,0.8,-0.003,-0.022,0.017
@@ -73,13 +90,13 @@ Toto-2.0-313m,Chronos-Bolt,0.6,0.2,1.0,0.012,-0.047,0.071
 Toto-2.0-313m,TimesFM-2.5,0.6,0.2,1.0,0.005,-0.014,0.023
 Toto-2.0-313m,Toto-2.0-22m,1.0,1.0,1.0,0.014,0.008,0.02
 Toto-2.0-313m,Moirai-2.0,0.6,0.2,1.0,0.032,-0.028,0.089
-Toto-2.0-313m,Toto-1.0,0.8,0.4,1.0,0.027,0.007,0.049
 Toto-2.0-313m,Sundial-Base,0.8,0.4,1.0,0.034,-0.03,0.099
+Toto-2.0-313m,Toto-1.0,0.8,0.4,1.0,0.027,0.007,0.049
 Toto-2.0-313m,Toto-2.0-4m,1.0,1.0,1.0,0.027,0.015,0.039
 Toto-2.0-313m,TabPFN-TS-3,0.8,0.4,1.0,0.074,0.011,0.133
-Toto-2.0-313m,Stat. Ensemble,0.8,0.4,1.0,0.083,-0.004,0.15
 Toto-2.0-313m,Seasonal Naive,1.0,1.0,1.0,0.298,0.2,0.385
 FlowState,Chronos-2,0.6,0.2,1.0,-0.049,-0.111,0.008
+FlowState,TiRex-2,0.6,0.2,1.0,-0.012,-0.066,0.041
 FlowState,TiRex,0.4,0.0,0.8,0.001,-0.049,0.058
 FlowState,Toto-2.0-2.5B,0.4,0.0,0.8,-0.008,-0.055,0.034
 FlowState,Toto-2.0-1B,0.4,0.0,0.8,-0.009,-0.047,0.032
@@ -89,13 +106,13 @@ FlowState,Chronos-Bolt,0.4,0.0,0.8,0.006,-0.045,0.063
 FlowState,TimesFM-2.5,0.6,0.2,1.0,-0.001,-0.036,0.025
 FlowState,Toto-2.0-22m,0.6,0.2,1.0,0.008,-0.032,0.041
 FlowState,Moirai-2.0,0.6,0.2,1.0,0.027,-0.007,0.071
-FlowState,Toto-1.0,0.8,0.4,1.0,0.022,-0.031,0.061
 FlowState,Sundial-Base,0.6,0.2,1.0,0.028,-0.018,0.084
+FlowState,Toto-1.0,0.8,0.4,1.0,0.022,-0.031,0.061
 FlowState,Toto-2.0-4m,0.8,0.4,1.0,0.022,-0.012,0.046
 FlowState,TabPFN-TS-3,0.6,0.2,1.0,0.069,0.01,0.13
-FlowState,Stat. Ensemble,0.8,0.4,1.0,0.078,0.01,0.136
 FlowState,Seasonal Naive,1.0,1.0,1.0,0.294,0.19,0.386
 Chronos-Bolt,Chronos-2,0.2,0.0,0.6,-0.055,-0.095,-0.016
+Chronos-Bolt,TiRex-2,0.4,0.0,0.8,-0.018,-0.044,0.009
 Chronos-Bolt,TiRex,0.2,0.0,0.6,-0.005,-0.024,0.015
 Chronos-Bolt,Toto-2.0-2.5B,0.4,0.0,0.8,-0.014,-0.085,0.048
 Chronos-Bolt,Toto-2.0-1B,0.4,0.0,0.8,-0.015,-0.085,0.041
@@ -105,13 +122,13 @@ Chronos-Bolt,Chronos-Bolt,0.5,0.5,0.5,0.0,0.0,0.0
 Chronos-Bolt,TimesFM-2.5,0.6,0.2,1.0,-0.006,-0.064,0.045
 Chronos-Bolt,Toto-2.0-22m,0.4,0.0,0.8,0.002,-0.066,0.059
 Chronos-Bolt,Moirai-2.0,0.7,0.5,0.9,0.021,0.0,0.042
-Chronos-Bolt,Toto-1.0,0.4,0.0,0.8,0.016,-0.035,0.074
 Chronos-Bolt,Sundial-Base,0.8,0.4,1.0,0.023,-0.002,0.045
+Chronos-Bolt,Toto-1.0,0.4,0.0,0.8,0.016,-0.035,0.074
 Chronos-Bolt,Toto-2.0-4m,0.6,0.2,1.0,0.016,-0.043,0.067
 Chronos-Bolt,TabPFN-TS-3,1.0,1.0,1.0,0.064,0.025,0.106
-Chronos-Bolt,Stat. Ensemble,0.8,0.4,1.0,0.072,0.022,0.115
 Chronos-Bolt,Seasonal Naive,1.0,1.0,1.0,0.289,0.231,0.351
 TimesFM-2.5,Chronos-2,0.2,0.0,0.6,-0.049,-0.106,0.001
+TimesFM-2.5,TiRex-2,0.4,0.0,0.8,-0.012,-0.053,0.029
 TimesFM-2.5,TiRex,0.2,0.0,0.6,0.002,-0.037,0.05
 TimesFM-2.5,Toto-2.0-2.5B,0.2,0.0,0.6,-0.008,-0.033,0.027
 TimesFM-2.5,Toto-2.0-1B,0.2,0.0,0.6,-0.009,-0.033,0.029
@@ -121,13 +138,13 @@ TimesFM-2.5,Chronos-Bolt,0.4,0.0,0.8,0.006,-0.047,0.06
 TimesFM-2.5,TimesFM-2.5,0.5,0.5,0.5,0.0,0.0,0.0
 TimesFM-2.5,Toto-2.0-22m,0.6,0.2,1.0,0.009,-0.008,0.026
 TimesFM-2.5,Moirai-2.0,0.6,0.2,1.0,0.027,-0.016,0.068
-TimesFM-2.5,Toto-1.0,0.8,0.4,1.0,0.022,0.003,0.038
 TimesFM-2.5,Sundial-Base,0.8,0.4,1.0,0.029,-0.029,0.08
+TimesFM-2.5,Toto-1.0,0.8,0.4,1.0,0.022,0.003,0.038
 TimesFM-2.5,Toto-2.0-4m,1.0,1.0,1.0,0.022,0.013,0.035
 TimesFM-2.5,TabPFN-TS-3,0.8,0.4,1.0,0.07,0.008,0.13
-TimesFM-2.5,Stat. Ensemble,0.8,0.4,1.0,0.078,-0.01,0.138
 TimesFM-2.5,Seasonal Naive,1.0,1.0,1.0,0.294,0.196,0.38
 Toto-2.0-22m,Chronos-2,0.2,0.0,0.6,-0.058,-0.126,-0.006
+Toto-2.0-22m,TiRex-2,0.2,0.0,0.6,-0.021,-0.068,0.035
 Toto-2.0-22m,TiRex,0.2,0.0,0.6,-0.007,-0.054,0.053
 Toto-2.0-22m,Toto-2.0-2.5B,0.2,0.0,0.6,-0.017,-0.031,0.004
 Toto-2.0-22m,Toto-2.0-1B,0.2,0.0,0.6,-0.018,-0.041,0.008
@@ -137,13 +154,13 @@ Toto-2.0-22m,Chronos-Bolt,0.6,0.2,1.0,-0.002,-0.062,0.062
 Toto-2.0-22m,TimesFM-2.5,0.4,0.0,0.8,-0.009,-0.027,0.008
 Toto-2.0-22m,Toto-2.0-22m,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-2.0-22m,Moirai-2.0,0.6,0.2,1.0,0.019,-0.041,0.075
-Toto-2.0-22m,Toto-1.0,0.6,0.2,1.0,0.013,-0.005,0.034
 Toto-2.0-22m,Sundial-Base,0.6,0.2,1.0,0.02,-0.047,0.088
+Toto-2.0-22m,Toto-1.0,0.6,0.2,1.0,0.013,-0.005,0.034
 Toto-2.0-22m,Toto-2.0-4m,0.8,0.4,1.0,0.014,0.003,0.024
 Toto-2.0-22m,TabPFN-TS-3,0.8,0.4,1.0,0.061,-0.004,0.124
-Toto-2.0-22m,Stat. Ensemble,0.8,0.4,1.0,0.07,-0.022,0.139
 Toto-2.0-22m,Seasonal Naive,1.0,1.0,1.0,0.288,0.185,0.377
 Moirai-2.0,Chronos-2,0.2,0.0,0.6,-0.078,-0.134,-0.025
+Moirai-2.0,TiRex-2,0.2,0.0,0.6,-0.04,-0.074,-0.001
 Moirai-2.0,TiRex,0.0,0.0,0.0,-0.026,-0.057,-0.004
 Moirai-2.0,Toto-2.0-2.5B,0.4,0.0,0.8,-0.036,-0.109,0.032
 Moirai-2.0,Toto-2.0-1B,0.4,0.0,0.8,-0.037,-0.102,0.026
@@ -153,29 +170,13 @@ Moirai-2.0,Chronos-Bolt,0.3,0.1,0.5,-0.022,-0.044,0.0
 Moirai-2.0,TimesFM-2.5,0.4,0.0,0.8,-0.028,-0.072,0.016
 Moirai-2.0,Toto-2.0-22m,0.4,0.0,0.8,-0.019,-0.081,0.04
 Moirai-2.0,Moirai-2.0,0.5,0.5,0.5,0.0,0.0,0.0
-Moirai-2.0,Toto-1.0,0.4,0.0,0.8,-0.006,-0.057,0.048
 Moirai-2.0,Sundial-Base,0.4,0.0,0.8,0.001,-0.02,0.027
+Moirai-2.0,Toto-1.0,0.4,0.0,0.8,-0.006,-0.057,0.048
 Moirai-2.0,Toto-2.0-4m,0.4,0.0,0.8,-0.005,-0.056,0.043
 Moirai-2.0,TabPFN-TS-3,0.8,0.4,1.0,0.043,0.003,0.097
-Moirai-2.0,Stat. Ensemble,0.8,0.4,1.0,0.052,-0.001,0.095
 Moirai-2.0,Seasonal Naive,1.0,1.0,1.0,0.274,0.192,0.348
-Toto-1.0,Chronos-2,0.0,0.0,0.0,-0.072,-0.141,-0.024
-Toto-1.0,TiRex,0.2,0.0,0.6,-0.021,-0.07,0.028
-Toto-1.0,Toto-2.0-2.5B,0.2,0.0,0.6,-0.03,-0.061,0.005
-Toto-1.0,Toto-2.0-1B,0.2,0.0,0.6,-0.031,-0.068,0.009
-Toto-1.0,Toto-2.0-313m,0.2,0.0,0.6,-0.028,-0.052,-0.007
-Toto-1.0,FlowState,0.2,0.0,0.6,-0.022,-0.065,0.03
-Toto-1.0,Chronos-Bolt,0.6,0.2,1.0,-0.016,-0.08,0.034
-Toto-1.0,TimesFM-2.5,0.2,0.0,0.6,-0.023,-0.039,-0.004
-Toto-1.0,Toto-2.0-22m,0.4,0.0,0.8,-0.013,-0.035,0.005
-Toto-1.0,Moirai-2.0,0.6,0.2,1.0,0.006,-0.05,0.054
-Toto-1.0,Toto-1.0,0.5,0.5,0.5,0.0,0.0,0.0
-Toto-1.0,Sundial-Base,0.6,0.2,1.0,0.007,-0.062,0.061
-Toto-1.0,Toto-2.0-4m,0.4,0.0,0.8,0.0,-0.02,0.02
-Toto-1.0,TabPFN-TS-3,0.8,0.4,1.0,0.049,-0.025,0.114
-Toto-1.0,Stat. Ensemble,0.8,0.4,1.0,0.057,-0.044,0.122
-Toto-1.0,Seasonal Naive,1.0,1.0,1.0,0.278,0.18,0.366
 Sundial-Base,Chronos-2,0.0,0.0,0.0,-0.08,-0.131,-0.028
+Sundial-Base,TiRex-2,0.2,0.0,0.6,-0.042,-0.076,-0.009
 Sundial-Base,TiRex,0.2,0.0,0.6,-0.028,-0.058,0.0
 Sundial-Base,Toto-2.0-2.5B,0.4,0.0,0.8,-0.038,-0.112,0.032
 Sundial-Base,Toto-2.0-1B,0.4,0.0,0.8,-0.039,-0.106,0.024
@@ -185,13 +186,29 @@ Sundial-Base,Chronos-Bolt,0.2,0.0,0.6,-0.023,-0.047,0.002
 Sundial-Base,TimesFM-2.5,0.2,0.0,0.6,-0.03,-0.087,0.028
 Sundial-Base,Toto-2.0-22m,0.4,0.0,0.8,-0.021,-0.096,0.045
 Sundial-Base,Moirai-2.0,0.6,0.2,1.0,-0.001,-0.027,0.02
-Sundial-Base,Toto-1.0,0.4,0.0,0.8,-0.007,-0.065,0.059
 Sundial-Base,Sundial-Base,0.5,0.5,0.5,0.0,0.0,0.0
+Sundial-Base,Toto-1.0,0.4,0.0,0.8,-0.007,-0.065,0.059
 Sundial-Base,Toto-2.0-4m,0.4,0.0,0.8,-0.007,-0.068,0.05
 Sundial-Base,TabPFN-TS-3,0.8,0.4,1.0,0.042,-0.002,0.101
-Sundial-Base,Stat. Ensemble,0.8,0.4,1.0,0.051,0.02,0.078
 Sundial-Base,Seasonal Naive,1.0,1.0,1.0,0.273,0.2,0.344
+Toto-1.0,Chronos-2,0.0,0.0,0.0,-0.072,-0.141,-0.024
+Toto-1.0,TiRex-2,0.2,0.0,0.6,-0.034,-0.083,0.005
+Toto-1.0,TiRex,0.2,0.0,0.6,-0.021,-0.07,0.028
+Toto-1.0,Toto-2.0-2.5B,0.2,0.0,0.6,-0.03,-0.061,0.005
+Toto-1.0,Toto-2.0-1B,0.2,0.0,0.6,-0.031,-0.068,0.009
+Toto-1.0,Toto-2.0-313m,0.2,0.0,0.6,-0.028,-0.052,-0.007
+Toto-1.0,FlowState,0.2,0.0,0.6,-0.022,-0.065,0.03
+Toto-1.0,Chronos-Bolt,0.6,0.2,1.0,-0.016,-0.08,0.034
+Toto-1.0,TimesFM-2.5,0.2,0.0,0.6,-0.023,-0.039,-0.004
+Toto-1.0,Toto-2.0-22m,0.4,0.0,0.8,-0.013,-0.035,0.005
+Toto-1.0,Moirai-2.0,0.6,0.2,1.0,0.006,-0.05,0.054
+Toto-1.0,Sundial-Base,0.6,0.2,1.0,0.007,-0.062,0.061
+Toto-1.0,Toto-1.0,0.5,0.5,0.5,0.0,0.0,0.0
+Toto-1.0,Toto-2.0-4m,0.4,0.0,0.8,0.0,-0.02,0.02
+Toto-1.0,TabPFN-TS-3,0.8,0.4,1.0,0.049,-0.025,0.114
+Toto-1.0,Seasonal Naive,1.0,1.0,1.0,0.278,0.18,0.366
 Toto-2.0-4m,Chronos-2,0.0,0.0,0.0,-0.073,-0.132,-0.023
+Toto-2.0-4m,TiRex-2,0.2,0.0,0.6,-0.035,-0.079,0.012
 Toto-2.0-4m,TiRex,0.2,0.0,0.6,-0.021,-0.062,0.032
 Toto-2.0-4m,Toto-2.0-2.5B,0.2,0.0,0.6,-0.031,-0.051,-0.008
 Toto-2.0-4m,Toto-2.0-1B,0.2,0.0,0.6,-0.032,-0.05,-0.006
@@ -201,13 +218,13 @@ Toto-2.0-4m,Chronos-Bolt,0.4,0.0,0.8,-0.016,-0.071,0.042
 Toto-2.0-4m,TimesFM-2.5,0.0,0.0,0.0,-0.023,-0.036,-0.013
 Toto-2.0-4m,Toto-2.0-22m,0.2,0.0,0.6,-0.014,-0.025,-0.003
 Toto-2.0-4m,Moirai-2.0,0.6,0.2,1.0,0.005,-0.045,0.053
-Toto-2.0-4m,Toto-1.0,0.6,0.2,1.0,-0.0,-0.02,0.019
 Toto-2.0-4m,Sundial-Base,0.6,0.2,1.0,0.007,-0.053,0.064
+Toto-2.0-4m,Toto-1.0,0.6,0.2,1.0,-0.0,-0.02,0.019
 Toto-2.0-4m,Toto-2.0-4m,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-2.0-4m,TabPFN-TS-3,0.8,0.4,1.0,0.048,-0.012,0.115
-Toto-2.0-4m,Stat. Ensemble,0.8,0.4,1.0,0.057,-0.028,0.117
 Toto-2.0-4m,Seasonal Naive,1.0,1.0,1.0,0.278,0.175,0.368
 TabPFN-TS-3,Chronos-2,0.0,0.0,0.0,-0.127,-0.178,-0.079
+TabPFN-TS-3,TiRex-2,0.0,0.0,0.0,-0.087,-0.157,-0.037
 TabPFN-TS-3,TiRex,0.0,0.0,0.0,-0.073,-0.138,-0.022
 TabPFN-TS-3,Toto-2.0-2.5B,0.4,0.0,0.8,-0.083,-0.166,-0.008
 TabPFN-TS-3,Toto-2.0-1B,0.4,0.0,0.8,-0.084,-0.162,-0.012
@@ -217,29 +234,13 @@ TabPFN-TS-3,Chronos-Bolt,0.0,0.0,0.0,-0.068,-0.118,-0.026
 TabPFN-TS-3,TimesFM-2.5,0.2,0.0,0.6,-0.075,-0.15,-0.008
 TabPFN-TS-3,Toto-2.0-22m,0.2,0.0,0.6,-0.065,-0.142,0.004
 TabPFN-TS-3,Moirai-2.0,0.2,0.0,0.6,-0.045,-0.108,-0.003
-TabPFN-TS-3,Toto-1.0,0.2,0.0,0.6,-0.051,-0.129,0.025
 TabPFN-TS-3,Sundial-Base,0.2,0.0,0.6,-0.044,-0.112,0.002
+TabPFN-TS-3,Toto-1.0,0.2,0.0,0.6,-0.051,-0.129,0.025
 TabPFN-TS-3,Toto-2.0-4m,0.2,0.0,0.6,-0.051,-0.13,0.012
 TabPFN-TS-3,TabPFN-TS-3,0.5,0.5,0.5,0.0,0.0,0.0
-TabPFN-TS-3,Stat. Ensemble,0.6,0.2,1.0,0.009,-0.071,0.071
 TabPFN-TS-3,Seasonal Naive,1.0,1.0,1.0,0.241,0.182,0.299
-Stat. Ensemble,Chronos-2,0.0,0.0,0.0,-0.137,-0.208,-0.071
-Stat. Ensemble,TiRex,0.2,0.0,0.6,-0.083,-0.146,-0.021
-Stat. Ensemble,Toto-2.0-2.5B,0.2,0.0,0.6,-0.093,-0.185,-0.004
-Stat. Ensemble,Toto-2.0-1B,0.2,0.0,0.6,-0.094,-0.179,-0.015
-Stat. Ensemble,Toto-2.0-313m,0.2,0.0,0.6,-0.09,-0.176,0.004
-Stat. Ensemble,FlowState,0.2,0.0,0.6,-0.084,-0.157,-0.01
-Stat. Ensemble,Chronos-Bolt,0.2,0.0,0.6,-0.078,-0.131,-0.023
-Stat. Ensemble,TimesFM-2.5,0.2,0.0,0.6,-0.085,-0.16,0.01
-Stat. Ensemble,Toto-2.0-22m,0.2,0.0,0.6,-0.075,-0.161,0.021
-Stat. Ensemble,Moirai-2.0,0.2,0.0,0.6,-0.055,-0.106,0.001
-Stat. Ensemble,Toto-1.0,0.2,0.0,0.6,-0.061,-0.139,0.042
-Stat. Ensemble,Sundial-Base,0.2,0.0,0.6,-0.053,-0.084,-0.02
-Stat. Ensemble,Toto-2.0-4m,0.2,0.0,0.6,-0.06,-0.133,0.027
-Stat. Ensemble,TabPFN-TS-3,0.4,0.0,0.8,-0.009,-0.077,0.066
-Stat. Ensemble,Stat. Ensemble,0.5,0.5,0.5,0.0,0.0,0.0
-Stat. Ensemble,Seasonal Naive,1.0,1.0,1.0,0.234,0.151,0.311
 Seasonal Naive,Chronos-2,0.0,0.0,0.0,-0.485,-0.633,-0.357
+Seasonal Naive,TiRex-2,0.0,0.0,0.0,-0.433,-0.6,-0.302
 Seasonal Naive,TiRex,0.0,0.0,0.0,-0.414,-0.572,-0.285
 Seasonal Naive,Toto-2.0-2.5B,0.0,0.0,0.0,-0.427,-0.636,-0.254
 Seasonal Naive,Toto-2.0-1B,0.0,0.0,0.0,-0.428,-0.63,-0.257
@@ -249,9 +250,8 @@ Seasonal Naive,Chronos-Bolt,0.0,0.0,0.0,-0.407,-0.541,-0.3
 Seasonal Naive,TimesFM-2.5,0.0,0.0,0.0,-0.416,-0.612,-0.244
 Seasonal Naive,Toto-2.0-22m,0.0,0.0,0.0,-0.404,-0.606,-0.227
 Seasonal Naive,Moirai-2.0,0.0,0.0,0.0,-0.377,-0.534,-0.238
-Seasonal Naive,Toto-1.0,0.0,0.0,0.0,-0.385,-0.577,-0.22
 Seasonal Naive,Sundial-Base,0.0,0.0,0.0,-0.375,-0.525,-0.251
+Seasonal Naive,Toto-1.0,0.0,0.0,0.0,-0.385,-0.577,-0.22
 Seasonal Naive,Toto-2.0-4m,0.0,0.0,0.0,-0.385,-0.581,-0.213
 Seasonal Naive,TabPFN-TS-3,0.0,0.0,0.0,-0.318,-0.426,-0.222
-Seasonal Naive,Stat. Ensemble,0.0,0.0,0.0,-0.306,-0.451,-0.178
 Seasonal Naive,Seasonal Naive,0.5,0.5,0.5,0.0,0.0,0.0
diff --git a/tables/domain_nature/pairwise_SQL.csv b/tables/domain_nature/pairwise_SQL.csv
index f62a9bfb8f21d8ffa3b19be7559ce8ee1727bd04..866d8c895e34806040c598eda23272c5fa32f7d7 100644
--- a/tables/domain_nature/pairwise_SQL.csv
+++ b/tables/domain_nature/pairwise_SQL.csv
@@ -1,5 +1,6 @@
 model_1,model_2,win_rate,win_rate_lower,win_rate_upper,skill_score,skill_score_lower,skill_score_upper
 Chronos-2,Chronos-2,0.5,0.5,0.5,0.0,0.0,0.0
+Chronos-2,TiRex-2,0.8,0.4,1.0,0.033,0.009,0.058
 Chronos-2,TiRex,0.8,0.4,1.0,0.043,-0.001,0.081
 Chronos-2,Toto-2.0-2.5B,0.6,0.2,1.0,0.037,-0.009,0.087
 Chronos-2,Toto-2.0-1B,0.6,0.2,1.0,0.04,-0.005,0.086
@@ -13,9 +14,25 @@ Chronos-2,Moirai-2.0,0.8,0.4,1.0,0.081,0.019,0.139
 Chronos-2,Toto-2.0-4m,1.0,1.0,1.0,0.066,0.022,0.117
 Chronos-2,TabPFN-TS-3,1.0,1.0,1.0,0.111,0.065,0.152
 Chronos-2,TabPFN-TS,1.0,1.0,1.0,0.11,0.078,0.134
-Chronos-2,Sundial-Base,1.0,1.0,1.0,0.134,0.097,0.169
 Chronos-2,Seasonal Naive,1.0,1.0,1.0,0.401,0.327,0.459
+TiRex-2,Chronos-2,0.2,0.0,0.6,-0.034,-0.061,-0.009
+TiRex-2,TiRex-2,0.5,0.5,0.5,0.0,0.0,0.0
+TiRex-2,TiRex,0.8,0.4,1.0,0.01,-0.012,0.03
+TiRex-2,Toto-2.0-2.5B,0.6,0.2,1.0,0.004,-0.049,0.047
+TiRex-2,Toto-2.0-1B,0.6,0.2,1.0,0.007,-0.048,0.047
+TiRex-2,Toto-2.0-313m,0.8,0.4,1.0,0.008,-0.045,0.057
+TiRex-2,TimesFM-2.5,0.6,0.2,1.0,0.014,-0.029,0.053
+TiRex-2,FlowState,0.8,0.4,1.0,0.028,-0.027,0.075
+TiRex-2,Chronos-Bolt,0.6,0.2,1.0,0.032,-0.013,0.076
+TiRex-2,Toto-2.0-22m,0.8,0.4,1.0,0.028,-0.031,0.086
+TiRex-2,Toto-1.0,0.8,0.4,1.0,0.033,-0.007,0.077
+TiRex-2,Moirai-2.0,0.8,0.4,1.0,0.05,0.003,0.091
+TiRex-2,Toto-2.0-4m,0.8,0.4,1.0,0.034,-0.014,0.075
+TiRex-2,TabPFN-TS-3,1.0,1.0,1.0,0.08,0.034,0.134
+TiRex-2,TabPFN-TS,1.0,1.0,1.0,0.079,0.051,0.118
+TiRex-2,Seasonal Naive,1.0,1.0,1.0,0.381,0.298,0.44
 TiRex,Chronos-2,0.2,0.0,0.6,-0.045,-0.089,0.001
+TiRex,TiRex-2,0.2,0.0,0.6,-0.011,-0.03,0.011
 TiRex,TiRex,0.5,0.5,0.5,0.0,0.0,0.0
 TiRex,Toto-2.0-2.5B,0.4,0.0,0.8,-0.006,-0.072,0.052
 TiRex,Toto-2.0-1B,0.4,0.0,0.8,-0.004,-0.067,0.05
@@ -29,9 +46,9 @@ TiRex,Moirai-2.0,1.0,1.0,1.0,0.04,0.011,0.066
 TiRex,Toto-2.0-4m,0.8,0.4,1.0,0.023,-0.029,0.062
 TiRex,TabPFN-TS-3,1.0,1.0,1.0,0.071,0.028,0.123
 TiRex,TabPFN-TS,1.0,1.0,1.0,0.07,0.036,0.109
-TiRex,Sundial-Base,1.0,1.0,1.0,0.094,0.065,0.123
 TiRex,Seasonal Naive,1.0,1.0,1.0,0.374,0.288,0.434
 Toto-2.0-2.5B,Chronos-2,0.4,0.0,0.8,-0.039,-0.096,0.009
+Toto-2.0-2.5B,TiRex-2,0.4,0.0,0.8,-0.004,-0.05,0.047
 Toto-2.0-2.5B,TiRex,0.6,0.2,1.0,0.006,-0.055,0.067
 Toto-2.0-2.5B,Toto-2.0-2.5B,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-2.0-2.5B,Toto-2.0-1B,0.8,0.4,1.0,0.003,-0.005,0.011
@@ -45,9 +62,9 @@ Toto-2.0-2.5B,Moirai-2.0,0.6,0.2,1.0,0.046,-0.043,0.127
 Toto-2.0-2.5B,Toto-2.0-4m,0.8,0.4,1.0,0.03,0.007,0.048
 Toto-2.0-2.5B,TabPFN-TS-3,0.6,0.2,1.0,0.077,-0.001,0.148
 Toto-2.0-2.5B,TabPFN-TS,0.8,0.4,1.0,0.075,0.012,0.135
-Toto-2.0-2.5B,Sundial-Base,1.0,1.0,1.0,0.1,0.047,0.151
 Toto-2.0-2.5B,Seasonal Naive,1.0,1.0,1.0,0.378,0.265,0.462
 Toto-2.0-1B,Chronos-2,0.4,0.0,0.8,-0.041,-0.094,0.005
+Toto-2.0-1B,TiRex-2,0.4,0.0,0.8,-0.007,-0.049,0.046
 Toto-2.0-1B,TiRex,0.6,0.2,1.0,0.004,-0.052,0.063
 Toto-2.0-1B,Toto-2.0-2.5B,0.2,0.0,0.6,-0.003,-0.011,0.005
 Toto-2.0-1B,Toto-2.0-1B,0.5,0.5,0.5,0.0,0.0,0.0
@@ -61,9 +78,9 @@ Toto-2.0-1B,Moirai-2.0,0.6,0.2,1.0,0.043,-0.041,0.124
 Toto-2.0-1B,Toto-2.0-4m,0.8,0.4,1.0,0.027,0.004,0.043
 Toto-2.0-1B,TabPFN-TS-3,0.6,0.2,1.0,0.074,0.002,0.145
 Toto-2.0-1B,TabPFN-TS,0.8,0.4,1.0,0.073,0.017,0.131
-Toto-2.0-1B,Sundial-Base,1.0,1.0,1.0,0.098,0.049,0.145
 Toto-2.0-1B,Seasonal Naive,1.0,1.0,1.0,0.377,0.269,0.459
 Toto-2.0-313m,Chronos-2,0.2,0.0,0.6,-0.043,-0.109,0.004
+Toto-2.0-313m,TiRex-2,0.2,0.0,0.6,-0.008,-0.06,0.043
 Toto-2.0-313m,TiRex,0.6,0.2,1.0,0.002,-0.051,0.06
 Toto-2.0-313m,Toto-2.0-2.5B,0.2,0.0,0.6,-0.004,-0.014,0.014
 Toto-2.0-313m,Toto-2.0-1B,0.4,0.0,0.8,-0.001,-0.017,0.017
@@ -77,9 +94,9 @@ Toto-2.0-313m,Moirai-2.0,0.6,0.2,1.0,0.042,-0.039,0.116
 Toto-2.0-313m,Toto-2.0-4m,1.0,1.0,1.0,0.026,0.013,0.038
 Toto-2.0-313m,TabPFN-TS-3,0.8,0.4,1.0,0.073,0.003,0.138
 Toto-2.0-313m,TabPFN-TS,0.8,0.4,1.0,0.072,0.015,0.124
-Toto-2.0-313m,Sundial-Base,0.8,0.4,1.0,0.097,0.042,0.142
 Toto-2.0-313m,Seasonal Naive,1.0,1.0,1.0,0.376,0.261,0.456
 TimesFM-2.5,Chronos-2,0.2,0.0,0.6,-0.049,-0.105,0.001
+TimesFM-2.5,TiRex-2,0.4,0.0,0.8,-0.015,-0.056,0.029
 TimesFM-2.5,TiRex,0.2,0.0,0.6,-0.004,-0.045,0.045
 TimesFM-2.5,Toto-2.0-2.5B,0.4,0.0,0.8,-0.01,-0.038,0.024
 TimesFM-2.5,Toto-2.0-1B,0.2,0.0,0.6,-0.008,-0.032,0.027
@@ -93,9 +110,9 @@ TimesFM-2.5,Moirai-2.0,0.6,0.2,1.0,0.036,-0.024,0.101
 TimesFM-2.5,Toto-2.0-4m,1.0,1.0,1.0,0.02,0.012,0.03
 TimesFM-2.5,TabPFN-TS-3,0.8,0.4,1.0,0.067,0.005,0.127
 TimesFM-2.5,TabPFN-TS,0.8,0.4,1.0,0.066,0.015,0.111
-TimesFM-2.5,Sundial-Base,1.0,1.0,1.0,0.091,0.045,0.13
 TimesFM-2.5,Seasonal Naive,1.0,1.0,1.0,0.372,0.265,0.447
 FlowState,Chronos-2,0.2,0.0,0.6,-0.064,-0.124,-0.007
+FlowState,TiRex-2,0.2,0.0,0.6,-0.029,-0.081,0.026
 FlowState,TiRex,0.2,0.0,0.6,-0.018,-0.062,0.035
 FlowState,Toto-2.0-2.5B,0.4,0.0,0.8,-0.024,-0.074,0.021
 FlowState,Toto-2.0-1B,0.4,0.0,0.8,-0.022,-0.064,0.019
@@ -109,9 +126,9 @@ FlowState,Moirai-2.0,0.6,0.2,1.0,0.022,-0.025,0.086
 FlowState,Toto-2.0-4m,0.8,0.4,1.0,0.006,-0.029,0.031
 FlowState,TabPFN-TS-3,0.6,0.2,1.0,0.054,-0.005,0.119
 FlowState,TabPFN-TS,0.6,0.2,1.0,0.053,0.002,0.106
-FlowState,Sundial-Base,1.0,1.0,1.0,0.078,0.047,0.115
 FlowState,Seasonal Naive,1.0,1.0,1.0,0.363,0.261,0.444
 Chronos-Bolt,Chronos-2,0.2,0.0,0.6,-0.069,-0.139,-0.011
+Chronos-Bolt,TiRex-2,0.4,0.0,0.8,-0.033,-0.082,0.013
 Chronos-Bolt,TiRex,0.2,0.0,0.6,-0.022,-0.052,0.007
 Chronos-Bolt,Toto-2.0-2.5B,0.4,0.0,0.8,-0.029,-0.129,0.058
 Chronos-Bolt,Toto-2.0-1B,0.4,0.0,0.8,-0.026,-0.118,0.056
@@ -125,9 +142,9 @@ Chronos-Bolt,Moirai-2.0,0.7,0.5,0.9,0.018,0.0,0.036
 Chronos-Bolt,Toto-2.0-4m,0.4,0.0,0.8,0.002,-0.081,0.066
 Chronos-Bolt,TabPFN-TS-3,0.8,0.4,1.0,0.05,-0.008,0.107
 Chronos-Bolt,TabPFN-TS,0.8,0.4,1.0,0.049,-0.008,0.093
-Chronos-Bolt,Sundial-Base,0.8,0.4,1.0,0.074,0.025,0.114
 Chronos-Bolt,Seasonal Naive,1.0,1.0,1.0,0.36,0.291,0.411
 Toto-2.0-22m,Chronos-2,0.2,0.0,0.6,-0.064,-0.146,-0.007
+Toto-2.0-22m,TiRex-2,0.2,0.0,0.6,-0.029,-0.094,0.03
 Toto-2.0-22m,TiRex,0.2,0.0,0.6,-0.018,-0.084,0.048
 Toto-2.0-22m,Toto-2.0-2.5B,0.2,0.0,0.6,-0.025,-0.046,0.002
 Toto-2.0-22m,Toto-2.0-1B,0.2,0.0,0.6,-0.022,-0.051,0.006
@@ -141,9 +158,9 @@ Toto-2.0-22m,Moirai-2.0,0.6,0.2,1.0,0.022,-0.065,0.105
 Toto-2.0-22m,Toto-2.0-4m,0.8,0.4,1.0,0.006,-0.017,0.023
 Toto-2.0-22m,TabPFN-TS-3,0.8,0.4,1.0,0.054,-0.029,0.126
 Toto-2.0-22m,TabPFN-TS,0.8,0.4,1.0,0.053,-0.018,0.112
-Toto-2.0-22m,Sundial-Base,0.8,0.4,1.0,0.078,0.012,0.13
 Toto-2.0-22m,Seasonal Naive,1.0,1.0,1.0,0.363,0.235,0.45
 Toto-1.0,Chronos-2,0.2,0.0,0.6,-0.069,-0.139,-0.02
+Toto-1.0,TiRex-2,0.2,0.0,0.6,-0.034,-0.083,0.007
 Toto-1.0,TiRex,0.2,0.0,0.6,-0.023,-0.075,0.025
 Toto-1.0,Toto-2.0-2.5B,0.2,0.0,0.6,-0.03,-0.056,0.006
 Toto-1.0,Toto-2.0-1B,0.2,0.0,0.6,-0.027,-0.056,0.008
@@ -157,9 +174,9 @@ Toto-1.0,Moirai-2.0,0.6,0.2,1.0,0.018,-0.054,0.084
 Toto-1.0,Toto-2.0-4m,0.6,0.2,1.0,0.001,-0.017,0.019
 Toto-1.0,TabPFN-TS-3,0.8,0.4,1.0,0.049,-0.029,0.116
 Toto-1.0,TabPFN-TS,0.8,0.4,1.0,0.048,-0.019,0.099
-Toto-1.0,Sundial-Base,0.8,0.4,1.0,0.074,0.014,0.117
 Toto-1.0,Seasonal Naive,1.0,1.0,1.0,0.36,0.24,0.437
 Moirai-2.0,Chronos-2,0.2,0.0,0.6,-0.088,-0.161,-0.019
+Moirai-2.0,TiRex-2,0.2,0.0,0.6,-0.052,-0.1,-0.003
 Moirai-2.0,TiRex,0.0,0.0,0.0,-0.041,-0.07,-0.011
 Moirai-2.0,Toto-2.0-2.5B,0.4,0.0,0.8,-0.048,-0.145,0.041
 Moirai-2.0,Toto-2.0-1B,0.4,0.0,0.8,-0.045,-0.142,0.039
@@ -173,9 +190,9 @@ Moirai-2.0,Moirai-2.0,0.5,0.5,0.5,0.0,0.0,0.0
 Moirai-2.0,Toto-2.0-4m,0.4,0.0,0.8,-0.017,-0.096,0.05
 Moirai-2.0,TabPFN-TS-3,0.6,0.2,1.0,0.032,-0.023,0.092
 Moirai-2.0,TabPFN-TS,0.6,0.2,1.0,0.031,-0.023,0.085
-Moirai-2.0,Sundial-Base,0.8,0.4,1.0,0.057,0.016,0.1
 Moirai-2.0,Seasonal Naive,1.0,1.0,1.0,0.349,0.271,0.409
 Toto-2.0-4m,Chronos-2,0.0,0.0,0.0,-0.07,-0.132,-0.023
+Toto-2.0-4m,TiRex-2,0.2,0.0,0.6,-0.035,-0.081,0.014
 Toto-2.0-4m,TiRex,0.2,0.0,0.6,-0.024,-0.066,0.028
 Toto-2.0-4m,Toto-2.0-2.5B,0.2,0.0,0.6,-0.03,-0.05,-0.007
 Toto-2.0-4m,Toto-2.0-1B,0.2,0.0,0.6,-0.028,-0.045,-0.004
@@ -189,9 +206,9 @@ Toto-2.0-4m,Moirai-2.0,0.6,0.2,1.0,0.017,-0.052,0.087
 Toto-2.0-4m,Toto-2.0-4m,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-2.0-4m,TabPFN-TS-3,0.8,0.4,1.0,0.048,-0.016,0.114
 Toto-2.0-4m,TabPFN-TS,0.8,0.4,1.0,0.047,-0.005,0.102
-Toto-2.0-4m,Sundial-Base,0.8,0.4,1.0,0.073,0.026,0.11
 Toto-2.0-4m,Seasonal Naive,1.0,1.0,1.0,0.359,0.248,0.44
 TabPFN-TS-3,Chronos-2,0.0,0.0,0.0,-0.125,-0.179,-0.069
+TabPFN-TS-3,TiRex-2,0.0,0.0,0.0,-0.087,-0.155,-0.036
 TabPFN-TS-3,TiRex,0.0,0.0,0.0,-0.076,-0.141,-0.029
 TabPFN-TS-3,Toto-2.0-2.5B,0.4,0.0,0.8,-0.083,-0.174,0.001
 TabPFN-TS-3,Toto-2.0-1B,0.4,0.0,0.8,-0.08,-0.169,-0.002
@@ -205,9 +222,9 @@ TabPFN-TS-3,Moirai-2.0,0.4,0.0,0.8,-0.033,-0.101,0.023
 TabPFN-TS-3,Toto-2.0-4m,0.2,0.0,0.6,-0.051,-0.129,0.016
 TabPFN-TS-3,TabPFN-TS-3,0.5,0.5,0.5,0.0,0.0,0.0
 TabPFN-TS-3,TabPFN-TS,0.6,0.2,1.0,-0.001,-0.02,0.018
-TabPFN-TS-3,Sundial-Base,0.8,0.4,1.0,0.026,-0.048,0.069
 TabPFN-TS-3,Seasonal Naive,1.0,1.0,1.0,0.327,0.253,0.382
 TabPFN-TS,Chronos-2,0.0,0.0,0.0,-0.123,-0.155,-0.085
+TabPFN-TS,TiRex-2,0.0,0.0,0.0,-0.086,-0.133,-0.054
 TabPFN-TS,TiRex,0.0,0.0,0.0,-0.075,-0.123,-0.037
 TabPFN-TS,Toto-2.0-2.5B,0.2,0.0,0.6,-0.082,-0.156,-0.012
 TabPFN-TS,Toto-2.0-1B,0.2,0.0,0.6,-0.079,-0.151,-0.017
@@ -221,25 +238,9 @@ TabPFN-TS,Moirai-2.0,0.4,0.0,0.8,-0.032,-0.093,0.023
 TabPFN-TS,Toto-2.0-4m,0.2,0.0,0.6,-0.05,-0.113,0.005
 TabPFN-TS,TabPFN-TS-3,0.4,0.0,0.8,0.001,-0.018,0.02
 TabPFN-TS,TabPFN-TS,0.5,0.5,0.5,0.0,0.0,0.0
-TabPFN-TS,Sundial-Base,0.8,0.4,1.0,0.027,-0.034,0.065
 TabPFN-TS,Seasonal Naive,1.0,1.0,1.0,0.328,0.245,0.386
-Sundial-Base,Chronos-2,0.0,0.0,0.0,-0.154,-0.204,-0.107
-Sundial-Base,TiRex,0.0,0.0,0.0,-0.104,-0.14,-0.07
-Sundial-Base,Toto-2.0-2.5B,0.0,0.0,0.0,-0.111,-0.177,-0.049
-Sundial-Base,Toto-2.0-1B,0.0,0.0,0.0,-0.108,-0.17,-0.051
-Sundial-Base,Toto-2.0-313m,0.2,0.0,0.6,-0.107,-0.165,-0.044
-Sundial-Base,TimesFM-2.5,0.0,0.0,0.0,-0.1,-0.149,-0.047
-Sundial-Base,FlowState,0.0,0.0,0.0,-0.085,-0.13,-0.049
-Sundial-Base,Chronos-Bolt,0.2,0.0,0.6,-0.08,-0.129,-0.025
-Sundial-Base,Toto-2.0-22m,0.2,0.0,0.6,-0.084,-0.149,-0.012
-Sundial-Base,Toto-1.0,0.2,0.0,0.6,-0.079,-0.133,-0.015
-Sundial-Base,Moirai-2.0,0.2,0.0,0.6,-0.061,-0.111,-0.017
-Sundial-Base,Toto-2.0-4m,0.2,0.0,0.6,-0.078,-0.124,-0.027
-Sundial-Base,TabPFN-TS-3,0.2,0.0,0.6,-0.026,-0.074,0.046
-Sundial-Base,TabPFN-TS,0.2,0.0,0.6,-0.027,-0.07,0.032
-Sundial-Base,Sundial-Base,0.5,0.5,0.5,0.0,0.0,0.0
-Sundial-Base,Seasonal Naive,1.0,1.0,1.0,0.309,0.223,0.39
 Seasonal Naive,Chronos-2,0.0,0.0,0.0,-0.671,-0.848,-0.486
+Seasonal Naive,TiRex-2,0.0,0.0,0.0,-0.615,-0.785,-0.424
 Seasonal Naive,TiRex,0.0,0.0,0.0,-0.598,-0.768,-0.404
 Seasonal Naive,Toto-2.0-2.5B,0.0,0.0,0.0,-0.609,-0.858,-0.361
 Seasonal Naive,Toto-2.0-1B,0.0,0.0,0.0,-0.604,-0.85,-0.369
@@ -253,5 +254,4 @@ Seasonal Naive,Moirai-2.0,0.0,0.0,0.0,-0.535,-0.692,-0.371
 Seasonal Naive,Toto-2.0-4m,0.0,0.0,0.0,-0.561,-0.784,-0.329
 Seasonal Naive,TabPFN-TS-3,0.0,0.0,0.0,-0.485,-0.618,-0.339
 Seasonal Naive,TabPFN-TS,0.0,0.0,0.0,-0.487,-0.63,-0.324
-Seasonal Naive,Sundial-Base,0.0,0.0,0.0,-0.447,-0.639,-0.286
 Seasonal Naive,Seasonal Naive,0.5,0.5,0.5,0.0,0.0,0.0
diff --git a/tables/domain_nature/pairwise_WAPE.csv b/tables/domain_nature/pairwise_WAPE.csv
index 5cc1b4c85b8e37f35accecb37f628173ccb1540a..f0f32d829da418400f991280dad6f9501967c1f4 100644
--- a/tables/domain_nature/pairwise_WAPE.csv
+++ b/tables/domain_nature/pairwise_WAPE.csv
@@ -1,257 +1,257 @@
 model_1,model_2,win_rate,win_rate_lower,win_rate_upper,skill_score,skill_score_lower,skill_score_upper
+TiRex-2,TiRex-2,0.5,0.5,0.5,0.0,0.0,0.0
+TiRex-2,Toto-2.0-1B,0.6,0.2,1.0,-0.014,-0.095,0.045
+TiRex-2,Toto-2.0-313m,0.6,0.2,1.0,-0.007,-0.088,0.051
+TiRex-2,Chronos-2,0.6,0.2,1.0,-0.015,-0.037,0.004
+TiRex-2,Toto-2.0-2.5B,0.6,0.2,1.0,-0.008,-0.091,0.055
+TiRex-2,FlowState,0.4,0.0,0.8,0.006,-0.063,0.064
+TiRex-2,TiRex,0.6,0.2,1.0,0.018,-0.004,0.04
+TiRex-2,Toto-1.0,0.6,0.2,1.0,0.011,-0.058,0.079
+TiRex-2,TimesFM-2.5,0.6,0.2,1.0,0.019,-0.033,0.061
+TiRex-2,Toto-2.0-22m,0.6,0.2,1.0,0.012,-0.07,0.073
+TiRex-2,Chronos-Bolt,0.8,0.4,1.0,0.036,0.0,0.072
+TiRex-2,Moirai-2.0,0.8,0.4,1.0,0.048,0.007,0.087
+TiRex-2,Toto-2.0-4m,0.6,0.2,1.0,0.026,-0.045,0.083
+TiRex-2,TabPFN-TS-3,1.0,1.0,1.0,0.054,0.025,0.08
+TiRex-2,TabPFN-TS,1.0,1.0,1.0,0.07,0.05,0.092
+TiRex-2,Seasonal Naive,1.0,1.0,1.0,0.463,0.255,0.614
+Toto-2.0-1B,TiRex-2,0.4,0.0,0.8,0.014,-0.047,0.086
 Toto-2.0-1B,Toto-2.0-1B,0.5,0.5,0.5,0.0,0.0,0.0
-Toto-2.0-1B,Chronos-2,0.4,0.0,0.8,-0.0,-0.075,0.085
 Toto-2.0-1B,Toto-2.0-313m,0.6,0.2,1.0,0.007,-0.009,0.023
+Toto-2.0-1B,Chronos-2,0.4,0.0,0.8,-0.0,-0.075,0.085
 Toto-2.0-1B,Toto-2.0-2.5B,0.6,0.2,1.0,0.006,-0.007,0.019
 Toto-2.0-1B,FlowState,0.6,0.2,1.0,0.02,-0.026,0.058
 Toto-2.0-1B,TiRex,0.6,0.2,1.0,0.032,-0.024,0.098
 Toto-2.0-1B,Toto-1.0,0.8,0.4,1.0,0.025,-0.014,0.056
 Toto-2.0-1B,TimesFM-2.5,0.8,0.4,1.0,0.033,-0.015,0.073
-Toto-2.0-1B,Chronos-Bolt,0.6,0.2,1.0,0.049,-0.027,0.14
 Toto-2.0-1B,Toto-2.0-22m,0.8,0.4,1.0,0.026,0.001,0.049
+Toto-2.0-1B,Chronos-Bolt,0.6,0.2,1.0,0.049,-0.027,0.14
 Toto-2.0-1B,Moirai-2.0,0.6,0.2,1.0,0.061,-0.014,0.146
 Toto-2.0-1B,Toto-2.0-4m,0.8,0.4,1.0,0.04,0.018,0.054
 Toto-2.0-1B,TabPFN-TS-3,0.6,0.2,1.0,0.067,0.012,0.119
 Toto-2.0-1B,TabPFN-TS,1.0,1.0,1.0,0.083,0.021,0.141
-Toto-2.0-1B,Stat. Ensemble,0.8,0.4,1.0,0.167,0.061,0.258
 Toto-2.0-1B,Seasonal Naive,1.0,1.0,1.0,0.47,0.223,0.641
-Chronos-2,Toto-2.0-1B,0.6,0.2,1.0,0.0,-0.093,0.07
-Chronos-2,Chronos-2,0.5,0.5,0.5,0.0,0.0,0.0
-Chronos-2,Toto-2.0-313m,0.6,0.2,1.0,0.008,-0.085,0.082
-Chronos-2,Toto-2.0-2.5B,0.6,0.2,1.0,0.006,-0.093,0.086
-Chronos-2,FlowState,0.4,0.0,0.8,0.02,-0.057,0.091
-Chronos-2,TiRex,0.6,0.2,1.0,0.032,-0.008,0.069
-Chronos-2,Toto-1.0,0.4,0.0,0.8,0.025,-0.062,0.112
-Chronos-2,TimesFM-2.5,0.6,0.2,1.0,0.033,-0.03,0.091
-Chronos-2,Chronos-Bolt,0.8,0.4,1.0,0.05,0.01,0.084
-Chronos-2,Toto-2.0-22m,0.6,0.2,1.0,0.027,-0.075,0.106
-Chronos-2,Moirai-2.0,0.8,0.4,1.0,0.062,0.015,0.106
-Chronos-2,Toto-2.0-4m,0.6,0.2,1.0,0.04,-0.046,0.113
-Chronos-2,TabPFN-TS-3,0.8,0.4,1.0,0.067,0.024,0.103
-Chronos-2,TabPFN-TS,1.0,1.0,1.0,0.083,0.052,0.108
-Chronos-2,Stat. Ensemble,1.0,1.0,1.0,0.167,0.11,0.209
-Chronos-2,Seasonal Naive,1.0,1.0,1.0,0.47,0.277,0.613
+Toto-2.0-313m,TiRex-2,0.4,0.0,0.8,0.007,-0.054,0.081
 Toto-2.0-313m,Toto-2.0-1B,0.4,0.0,0.8,-0.007,-0.023,0.009
-Toto-2.0-313m,Chronos-2,0.4,0.0,0.8,-0.008,-0.089,0.079
 Toto-2.0-313m,Toto-2.0-313m,0.5,0.5,0.5,0.0,0.0,0.0
+Toto-2.0-313m,Chronos-2,0.4,0.0,0.8,-0.008,-0.089,0.079
 Toto-2.0-313m,Toto-2.0-2.5B,0.4,0.0,0.8,-0.001,-0.016,0.015
 Toto-2.0-313m,FlowState,0.6,0.2,1.0,0.013,-0.036,0.056
 Toto-2.0-313m,TiRex,0.6,0.2,1.0,0.025,-0.032,0.086
 Toto-2.0-313m,Toto-1.0,0.8,0.4,1.0,0.018,-0.005,0.036
 Toto-2.0-313m,TimesFM-2.5,0.6,0.2,1.0,0.026,-0.015,0.065
-Toto-2.0-313m,Chronos-Bolt,0.6,0.2,1.0,0.042,-0.036,0.137
 Toto-2.0-313m,Toto-2.0-22m,1.0,1.0,1.0,0.019,0.005,0.033
+Toto-2.0-313m,Chronos-Bolt,0.6,0.2,1.0,0.042,-0.036,0.137
 Toto-2.0-313m,Moirai-2.0,0.6,0.2,1.0,0.055,-0.024,0.143
 Toto-2.0-313m,Toto-2.0-4m,1.0,1.0,1.0,0.033,0.023,0.042
 Toto-2.0-313m,TabPFN-TS-3,0.8,0.4,1.0,0.06,0.004,0.112
 Toto-2.0-313m,TabPFN-TS,0.8,0.4,1.0,0.076,0.017,0.134
-Toto-2.0-313m,Stat. Ensemble,0.8,0.4,1.0,0.161,0.045,0.253
 Toto-2.0-313m,Seasonal Naive,1.0,1.0,1.0,0.466,0.224,0.639
+Chronos-2,TiRex-2,0.4,0.0,0.8,0.014,-0.004,0.035
+Chronos-2,Toto-2.0-1B,0.6,0.2,1.0,0.0,-0.093,0.07
+Chronos-2,Toto-2.0-313m,0.6,0.2,1.0,0.008,-0.085,0.082
+Chronos-2,Chronos-2,0.5,0.5,0.5,0.0,0.0,0.0
+Chronos-2,Toto-2.0-2.5B,0.6,0.2,1.0,0.006,-0.093,0.086
+Chronos-2,FlowState,0.4,0.0,0.8,0.02,-0.057,0.091
+Chronos-2,TiRex,0.6,0.2,1.0,0.032,-0.008,0.069
+Chronos-2,Toto-1.0,0.4,0.0,0.8,0.025,-0.062,0.112
+Chronos-2,TimesFM-2.5,0.6,0.2,1.0,0.033,-0.03,0.091
+Chronos-2,Toto-2.0-22m,0.6,0.2,1.0,0.027,-0.075,0.106
+Chronos-2,Chronos-Bolt,0.8,0.4,1.0,0.05,0.01,0.084
+Chronos-2,Moirai-2.0,0.8,0.4,1.0,0.062,0.015,0.106
+Chronos-2,Toto-2.0-4m,0.6,0.2,1.0,0.04,-0.046,0.113
+Chronos-2,TabPFN-TS-3,0.8,0.4,1.0,0.067,0.024,0.103
+Chronos-2,TabPFN-TS,1.0,1.0,1.0,0.083,0.052,0.108
+Chronos-2,Seasonal Naive,1.0,1.0,1.0,0.47,0.277,0.613
+Toto-2.0-2.5B,TiRex-2,0.4,0.0,0.8,0.008,-0.058,0.083
 Toto-2.0-2.5B,Toto-2.0-1B,0.4,0.0,0.8,-0.006,-0.019,0.007
-Toto-2.0-2.5B,Chronos-2,0.4,0.0,0.8,-0.006,-0.094,0.085
 Toto-2.0-2.5B,Toto-2.0-313m,0.6,0.2,1.0,0.001,-0.015,0.016
+Toto-2.0-2.5B,Chronos-2,0.4,0.0,0.8,-0.006,-0.094,0.085
 Toto-2.0-2.5B,Toto-2.0-2.5B,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-2.0-2.5B,FlowState,0.6,0.2,1.0,0.014,-0.039,0.064
 Toto-2.0-2.5B,TiRex,0.6,0.2,1.0,0.026,-0.036,0.094
 Toto-2.0-2.5B,Toto-1.0,0.8,0.4,1.0,0.019,-0.019,0.044
 Toto-2.0-2.5B,TimesFM-2.5,0.6,0.2,1.0,0.027,-0.024,0.076
-Toto-2.0-2.5B,Chronos-Bolt,0.6,0.2,1.0,0.044,-0.045,0.137
 Toto-2.0-2.5B,Toto-2.0-22m,0.8,0.4,1.0,0.021,-0.007,0.049
+Toto-2.0-2.5B,Chronos-Bolt,0.6,0.2,1.0,0.044,-0.045,0.137
 Toto-2.0-2.5B,Moirai-2.0,0.6,0.2,1.0,0.056,-0.027,0.14
 Toto-2.0-2.5B,Toto-2.0-4m,0.8,0.4,1.0,0.034,0.012,0.051
 Toto-2.0-2.5B,TabPFN-TS-3,0.6,0.2,1.0,0.061,0.0,0.122
 Toto-2.0-2.5B,TabPFN-TS,0.8,0.4,1.0,0.077,0.011,0.143
-Toto-2.0-2.5B,Stat. Ensemble,0.8,0.4,1.0,0.162,0.048,0.258
 Toto-2.0-2.5B,Seasonal Naive,1.0,1.0,1.0,0.467,0.22,0.642
+FlowState,TiRex-2,0.6,0.2,1.0,-0.006,-0.069,0.059
 FlowState,Toto-2.0-1B,0.4,0.0,0.8,-0.02,-0.062,0.025
-FlowState,Chronos-2,0.6,0.2,1.0,-0.021,-0.1,0.054
 FlowState,Toto-2.0-313m,0.4,0.0,0.8,-0.013,-0.059,0.035
+FlowState,Chronos-2,0.6,0.2,1.0,-0.021,-0.1,0.054
 FlowState,Toto-2.0-2.5B,0.4,0.0,0.8,-0.014,-0.068,0.038
 FlowState,FlowState,0.5,0.5,0.5,0.0,0.0,0.0
 FlowState,TiRex,0.6,0.2,1.0,0.012,-0.033,0.064
 FlowState,Toto-1.0,0.6,0.2,1.0,0.005,-0.042,0.05
 FlowState,TimesFM-2.5,0.8,0.4,1.0,0.013,-0.024,0.042
-FlowState,Chronos-Bolt,0.6,0.2,1.0,0.03,-0.032,0.114
 FlowState,Toto-2.0-22m,0.6,0.2,1.0,0.007,-0.039,0.051
+FlowState,Chronos-Bolt,0.6,0.2,1.0,0.03,-0.032,0.114
 FlowState,Moirai-2.0,0.6,0.2,1.0,0.042,-0.006,0.114
 FlowState,Toto-2.0-4m,0.6,0.2,1.0,0.02,-0.016,0.058
 FlowState,TabPFN-TS-3,0.8,0.4,1.0,0.048,0.008,0.086
 FlowState,TabPFN-TS,0.8,0.4,1.0,0.064,0.003,0.118
-FlowState,Stat. Ensemble,0.8,0.4,1.0,0.15,0.044,0.241
 FlowState,Seasonal Naive,1.0,1.0,1.0,0.459,0.212,0.633
+TiRex,TiRex-2,0.4,0.0,0.8,-0.019,-0.042,0.004
 TiRex,Toto-2.0-1B,0.4,0.0,0.8,-0.033,-0.109,0.024
-TiRex,Chronos-2,0.4,0.0,0.8,-0.033,-0.074,0.008
 TiRex,Toto-2.0-313m,0.4,0.0,0.8,-0.026,-0.095,0.031
+TiRex,Chronos-2,0.4,0.0,0.8,-0.033,-0.074,0.008
 TiRex,Toto-2.0-2.5B,0.4,0.0,0.8,-0.027,-0.104,0.035
 TiRex,FlowState,0.4,0.0,0.8,-0.013,-0.069,0.032
 TiRex,TiRex,0.5,0.5,0.5,0.0,0.0,0.0
 TiRex,Toto-1.0,0.4,0.0,0.8,-0.007,-0.073,0.05
 TiRex,TimesFM-2.5,0.6,0.2,1.0,0.001,-0.044,0.032
-TiRex,Chronos-Bolt,0.8,0.4,1.0,0.018,-0.014,0.055
 TiRex,Toto-2.0-22m,0.6,0.2,1.0,-0.006,-0.085,0.045
+TiRex,Chronos-Bolt,0.8,0.4,1.0,0.018,-0.014,0.055
 TiRex,Moirai-2.0,0.8,0.4,1.0,0.03,0.002,0.06
 TiRex,Toto-2.0-4m,0.6,0.2,1.0,0.008,-0.058,0.056
 TiRex,TabPFN-TS-3,0.8,0.4,1.0,0.036,0.007,0.062
 TiRex,TabPFN-TS,1.0,1.0,1.0,0.052,0.023,0.09
-TiRex,Stat. Ensemble,0.8,0.4,1.0,0.139,0.054,0.207
 TiRex,Seasonal Naive,1.0,1.0,1.0,0.453,0.224,0.614
+Toto-1.0,TiRex-2,0.4,0.0,0.8,-0.011,-0.086,0.055
 Toto-1.0,Toto-2.0-1B,0.2,0.0,0.6,-0.026,-0.059,0.014
-Toto-1.0,Chronos-2,0.6,0.2,1.0,-0.026,-0.126,0.058
 Toto-1.0,Toto-2.0-313m,0.2,0.0,0.6,-0.018,-0.037,0.005
+Toto-1.0,Chronos-2,0.6,0.2,1.0,-0.026,-0.126,0.058
 Toto-1.0,Toto-2.0-2.5B,0.2,0.0,0.6,-0.02,-0.046,0.018
 Toto-1.0,FlowState,0.4,0.0,0.8,-0.005,-0.053,0.04
 Toto-1.0,TiRex,0.6,0.2,1.0,0.007,-0.053,0.068
 Toto-1.0,Toto-1.0,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-1.0,TimesFM-2.5,0.6,0.2,1.0,0.008,-0.026,0.04
-Toto-1.0,Chronos-Bolt,0.8,0.4,1.0,0.025,-0.071,0.118
 Toto-1.0,Toto-2.0-22m,0.6,0.2,1.0,0.001,-0.022,0.024
+Toto-1.0,Chronos-Bolt,0.8,0.4,1.0,0.025,-0.071,0.118
 Toto-1.0,Moirai-2.0,0.8,0.4,1.0,0.037,-0.046,0.125
 Toto-1.0,Toto-2.0-4m,0.8,0.4,1.0,0.015,-0.004,0.032
 Toto-1.0,TabPFN-TS-3,0.8,0.4,1.0,0.043,-0.022,0.089
 Toto-1.0,TabPFN-TS,0.8,0.4,1.0,0.059,-0.005,0.118
-Toto-1.0,Stat. Ensemble,0.8,0.4,1.0,0.146,0.008,0.24
 Toto-1.0,Seasonal Naive,1.0,1.0,1.0,0.457,0.212,0.633
+TimesFM-2.5,TiRex-2,0.4,0.0,0.8,-0.019,-0.065,0.032
 TimesFM-2.5,Toto-2.0-1B,0.2,0.0,0.6,-0.034,-0.079,0.015
-TimesFM-2.5,Chronos-2,0.4,0.0,0.8,-0.034,-0.1,0.029
 TimesFM-2.5,Toto-2.0-313m,0.4,0.0,0.8,-0.026,-0.069,0.014
+TimesFM-2.5,Chronos-2,0.4,0.0,0.8,-0.034,-0.1,0.029
 TimesFM-2.5,Toto-2.0-2.5B,0.4,0.0,0.8,-0.028,-0.083,0.023
 TimesFM-2.5,FlowState,0.2,0.0,0.6,-0.013,-0.043,0.024
 TimesFM-2.5,TiRex,0.4,0.0,0.8,-0.001,-0.034,0.042
 TimesFM-2.5,Toto-1.0,0.4,0.0,0.8,-0.008,-0.042,0.025
 TimesFM-2.5,TimesFM-2.5,0.5,0.5,0.5,0.0,0.0,0.0
-TimesFM-2.5,Chronos-Bolt,0.6,0.2,1.0,0.017,-0.042,0.095
 TimesFM-2.5,Toto-2.0-22m,0.4,0.0,0.8,-0.006,-0.047,0.027
+TimesFM-2.5,Chronos-Bolt,0.6,0.2,1.0,0.017,-0.042,0.095
 TimesFM-2.5,Moirai-2.0,0.6,0.2,1.0,0.03,-0.029,0.101
 TimesFM-2.5,Toto-2.0-4m,0.6,0.2,1.0,0.007,-0.027,0.04
 TimesFM-2.5,TabPFN-TS-3,0.8,0.4,1.0,0.035,0.002,0.058
 TimesFM-2.5,TabPFN-TS,0.8,0.4,1.0,0.052,0.014,0.087
-TimesFM-2.5,Stat. Ensemble,0.8,0.4,1.0,0.139,0.029,0.214
 TimesFM-2.5,Seasonal Naive,1.0,1.0,1.0,0.452,0.216,0.62
-Chronos-Bolt,Toto-2.0-1B,0.4,0.0,0.8,-0.052,-0.163,0.026
-Chronos-Bolt,Chronos-2,0.2,0.0,0.6,-0.052,-0.092,-0.01
-Chronos-Bolt,Toto-2.0-313m,0.4,0.0,0.8,-0.044,-0.158,0.035
-Chronos-Bolt,Toto-2.0-2.5B,0.4,0.0,0.8,-0.046,-0.159,0.043
-Chronos-Bolt,FlowState,0.4,0.0,0.8,-0.031,-0.129,0.031
-Chronos-Bolt,TiRex,0.2,0.0,0.6,-0.018,-0.059,0.013
-Chronos-Bolt,Toto-1.0,0.2,0.0,0.6,-0.026,-0.134,0.066
-Chronos-Bolt,TimesFM-2.5,0.4,0.0,0.8,-0.018,-0.105,0.041
-Chronos-Bolt,Chronos-Bolt,0.5,0.5,0.5,0.0,0.0,0.0
-Chronos-Bolt,Toto-2.0-22m,0.6,0.2,1.0,-0.024,-0.149,0.059
-Chronos-Bolt,Moirai-2.0,0.7,0.5,0.9,0.013,0.0,0.025
-Chronos-Bolt,Toto-2.0-4m,0.6,0.2,1.0,-0.01,-0.118,0.065
-Chronos-Bolt,TabPFN-TS-3,0.8,0.4,1.0,0.018,-0.044,0.058
-Chronos-Bolt,TabPFN-TS,0.6,0.2,1.0,0.035,-0.023,0.083
-Chronos-Bolt,Stat. Ensemble,1.0,1.0,1.0,0.124,0.057,0.191
-Chronos-Bolt,Seasonal Naive,1.0,1.0,1.0,0.443,0.234,0.607
+Toto-2.0-22m,TiRex-2,0.4,0.0,0.8,-0.013,-0.078,0.066
 Toto-2.0-22m,Toto-2.0-1B,0.2,0.0,0.6,-0.027,-0.052,-0.001
-Toto-2.0-22m,Chronos-2,0.4,0.0,0.8,-0.027,-0.118,0.07
 Toto-2.0-22m,Toto-2.0-313m,0.0,0.0,0.0,-0.02,-0.035,-0.005
+Toto-2.0-22m,Chronos-2,0.4,0.0,0.8,-0.027,-0.118,0.07
 Toto-2.0-22m,Toto-2.0-2.5B,0.2,0.0,0.6,-0.021,-0.051,0.007
 Toto-2.0-22m,FlowState,0.4,0.0,0.8,-0.007,-0.054,0.037
 Toto-2.0-22m,TiRex,0.4,0.0,0.8,0.006,-0.047,0.078
 Toto-2.0-22m,Toto-1.0,0.4,0.0,0.8,-0.001,-0.024,0.021
 Toto-2.0-22m,TimesFM-2.5,0.6,0.2,1.0,0.006,-0.028,0.045
-Toto-2.0-22m,Chronos-Bolt,0.4,0.0,0.8,0.024,-0.063,0.13
 Toto-2.0-22m,Toto-2.0-22m,0.5,0.5,0.5,0.0,0.0,0.0
+Toto-2.0-22m,Chronos-Bolt,0.4,0.0,0.8,0.024,-0.063,0.13
 Toto-2.0-22m,Moirai-2.0,0.4,0.0,0.8,0.036,-0.042,0.136
 Toto-2.0-22m,Toto-2.0-4m,0.8,0.4,1.0,0.014,0.0,0.027
 Toto-2.0-22m,TabPFN-TS-3,0.8,0.4,1.0,0.042,-0.012,0.095
 Toto-2.0-22m,TabPFN-TS,0.8,0.4,1.0,0.058,-0.003,0.121
-Toto-2.0-22m,Stat. Ensemble,0.8,0.4,1.0,0.144,0.024,0.238
 Toto-2.0-22m,Seasonal Naive,1.0,1.0,1.0,0.456,0.207,0.632
+Chronos-Bolt,TiRex-2,0.2,0.0,0.6,-0.037,-0.078,-0.0
+Chronos-Bolt,Toto-2.0-1B,0.4,0.0,0.8,-0.052,-0.163,0.026
+Chronos-Bolt,Toto-2.0-313m,0.4,0.0,0.8,-0.044,-0.158,0.035
+Chronos-Bolt,Chronos-2,0.2,0.0,0.6,-0.052,-0.092,-0.01
+Chronos-Bolt,Toto-2.0-2.5B,0.4,0.0,0.8,-0.046,-0.159,0.043
+Chronos-Bolt,FlowState,0.4,0.0,0.8,-0.031,-0.129,0.031
+Chronos-Bolt,TiRex,0.2,0.0,0.6,-0.018,-0.059,0.013
+Chronos-Bolt,Toto-1.0,0.2,0.0,0.6,-0.026,-0.134,0.066
+Chronos-Bolt,TimesFM-2.5,0.4,0.0,0.8,-0.018,-0.105,0.041
+Chronos-Bolt,Toto-2.0-22m,0.6,0.2,1.0,-0.024,-0.149,0.059
+Chronos-Bolt,Chronos-Bolt,0.5,0.5,0.5,0.0,0.0,0.0
+Chronos-Bolt,Moirai-2.0,0.7,0.5,0.9,0.013,0.0,0.025
+Chronos-Bolt,Toto-2.0-4m,0.6,0.2,1.0,-0.01,-0.118,0.065
+Chronos-Bolt,TabPFN-TS-3,0.8,0.4,1.0,0.018,-0.044,0.058
+Chronos-Bolt,TabPFN-TS,0.6,0.2,1.0,0.035,-0.023,0.083
+Chronos-Bolt,Seasonal Naive,1.0,1.0,1.0,0.443,0.234,0.607
+Moirai-2.0,TiRex-2,0.2,0.0,0.6,-0.05,-0.095,-0.007
 Moirai-2.0,Toto-2.0-1B,0.4,0.0,0.8,-0.065,-0.171,0.013
-Moirai-2.0,Chronos-2,0.2,0.0,0.6,-0.066,-0.119,-0.015
 Moirai-2.0,Toto-2.0-313m,0.4,0.0,0.8,-0.058,-0.167,0.024
+Moirai-2.0,Chronos-2,0.2,0.0,0.6,-0.066,-0.119,-0.015
 Moirai-2.0,Toto-2.0-2.5B,0.4,0.0,0.8,-0.059,-0.163,0.027
 Moirai-2.0,FlowState,0.4,0.0,0.8,-0.044,-0.129,0.006
 Moirai-2.0,TiRex,0.2,0.0,0.6,-0.031,-0.064,-0.002
 Moirai-2.0,Toto-1.0,0.2,0.0,0.6,-0.039,-0.143,0.044
 Moirai-2.0,TimesFM-2.5,0.4,0.0,0.8,-0.031,-0.112,0.028
-Moirai-2.0,Chronos-Bolt,0.3,0.1,0.5,-0.013,-0.026,0.0
 Moirai-2.0,Toto-2.0-22m,0.6,0.2,1.0,-0.037,-0.158,0.04
+Moirai-2.0,Chronos-Bolt,0.3,0.1,0.5,-0.013,-0.026,0.0
 Moirai-2.0,Moirai-2.0,0.5,0.5,0.5,0.0,0.0,0.0
 Moirai-2.0,Toto-2.0-4m,0.4,0.0,0.8,-0.023,-0.125,0.049
 Moirai-2.0,TabPFN-TS-3,0.6,0.2,1.0,0.006,-0.053,0.048
 Moirai-2.0,TabPFN-TS,0.6,0.2,1.0,0.023,-0.033,0.075
-Moirai-2.0,Stat. Ensemble,0.8,0.4,1.0,0.113,0.032,0.187
 Moirai-2.0,Seasonal Naive,1.0,1.0,1.0,0.436,0.216,0.604
+Toto-2.0-4m,TiRex-2,0.4,0.0,0.8,-0.027,-0.09,0.043
 Toto-2.0-4m,Toto-2.0-1B,0.2,0.0,0.6,-0.041,-0.057,-0.019
-Toto-2.0-4m,Chronos-2,0.4,0.0,0.8,-0.042,-0.127,0.044
 Toto-2.0-4m,Toto-2.0-313m,0.0,0.0,0.0,-0.034,-0.044,-0.024
+Toto-2.0-4m,Chronos-2,0.4,0.0,0.8,-0.042,-0.127,0.044
 Toto-2.0-4m,Toto-2.0-2.5B,0.2,0.0,0.6,-0.035,-0.054,-0.012
 Toto-2.0-4m,FlowState,0.4,0.0,0.8,-0.021,-0.061,0.016
 Toto-2.0-4m,TiRex,0.4,0.0,0.8,-0.008,-0.059,0.055
 Toto-2.0-4m,Toto-1.0,0.2,0.0,0.6,-0.015,-0.034,0.004
 Toto-2.0-4m,TimesFM-2.5,0.4,0.0,0.8,-0.007,-0.042,0.027
-Toto-2.0-4m,Chronos-Bolt,0.4,0.0,0.8,0.01,-0.069,0.106
 Toto-2.0-4m,Toto-2.0-22m,0.2,0.0,0.6,-0.014,-0.028,-0.0
+Toto-2.0-4m,Chronos-Bolt,0.4,0.0,0.8,0.01,-0.069,0.106
 Toto-2.0-4m,Moirai-2.0,0.6,0.2,1.0,0.023,-0.051,0.111
 Toto-2.0-4m,Toto-2.0-4m,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-2.0-4m,TabPFN-TS-3,0.8,0.4,1.0,0.028,-0.021,0.076
 Toto-2.0-4m,TabPFN-TS,0.6,0.2,1.0,0.045,-0.012,0.103
-Toto-2.0-4m,Stat. Ensemble,0.8,0.4,1.0,0.133,0.01,0.228
 Toto-2.0-4m,Seasonal Naive,1.0,1.0,1.0,0.448,0.193,0.627
+TabPFN-TS-3,TiRex-2,0.0,0.0,0.0,-0.057,-0.087,-0.026
 TabPFN-TS-3,Toto-2.0-1B,0.4,0.0,0.8,-0.072,-0.135,-0.012
-TabPFN-TS-3,Chronos-2,0.2,0.0,0.6,-0.072,-0.115,-0.025
 TabPFN-TS-3,Toto-2.0-313m,0.2,0.0,0.6,-0.064,-0.126,-0.004
+TabPFN-TS-3,Chronos-2,0.2,0.0,0.6,-0.072,-0.115,-0.025
 TabPFN-TS-3,Toto-2.0-2.5B,0.4,0.0,0.8,-0.066,-0.139,-0.0
 TabPFN-TS-3,FlowState,0.2,0.0,0.6,-0.05,-0.094,-0.008
 TabPFN-TS-3,TiRex,0.2,0.0,0.6,-0.037,-0.066,-0.007
 TabPFN-TS-3,Toto-1.0,0.2,0.0,0.6,-0.045,-0.097,0.021
 TabPFN-TS-3,TimesFM-2.5,0.2,0.0,0.6,-0.037,-0.061,-0.002
-TabPFN-TS-3,Chronos-Bolt,0.2,0.0,0.6,-0.019,-0.061,0.042
 TabPFN-TS-3,Toto-2.0-22m,0.2,0.0,0.6,-0.043,-0.105,0.012
+TabPFN-TS-3,Chronos-Bolt,0.2,0.0,0.6,-0.019,-0.061,0.042
 TabPFN-TS-3,Moirai-2.0,0.4,0.0,0.8,-0.006,-0.05,0.05
 TabPFN-TS-3,Toto-2.0-4m,0.2,0.0,0.6,-0.029,-0.082,0.021
 TabPFN-TS-3,TabPFN-TS-3,0.5,0.5,0.5,0.0,0.0,0.0
 TabPFN-TS-3,TabPFN-TS,0.8,0.4,1.0,0.017,-0.009,0.036
-TabPFN-TS-3,Stat. Ensemble,0.8,0.4,1.0,0.107,0.025,0.169
 TabPFN-TS-3,Seasonal Naive,1.0,1.0,1.0,0.432,0.202,0.599
+TabPFN-TS,TiRex-2,0.0,0.0,0.0,-0.075,-0.101,-0.053
 TabPFN-TS,Toto-2.0-1B,0.0,0.0,0.0,-0.09,-0.164,-0.021
-TabPFN-TS,Chronos-2,0.0,0.0,0.0,-0.091,-0.121,-0.055
 TabPFN-TS,Toto-2.0-313m,0.2,0.0,0.6,-0.082,-0.155,-0.017
+TabPFN-TS,Chronos-2,0.0,0.0,0.0,-0.091,-0.121,-0.055
 TabPFN-TS,Toto-2.0-2.5B,0.2,0.0,0.6,-0.084,-0.167,-0.011
 TabPFN-TS,FlowState,0.2,0.0,0.6,-0.068,-0.133,-0.003
 TabPFN-TS,TiRex,0.0,0.0,0.0,-0.055,-0.099,-0.024
 TabPFN-TS,Toto-1.0,0.2,0.0,0.6,-0.063,-0.133,0.005
 TabPFN-TS,TimesFM-2.5,0.2,0.0,0.6,-0.055,-0.096,-0.014
-TabPFN-TS,Chronos-Bolt,0.4,0.0,0.8,-0.036,-0.09,0.023
 TabPFN-TS,Toto-2.0-22m,0.2,0.0,0.6,-0.061,-0.138,0.003
+TabPFN-TS,Chronos-Bolt,0.4,0.0,0.8,-0.036,-0.09,0.023
 TabPFN-TS,Moirai-2.0,0.4,0.0,0.8,-0.023,-0.081,0.032
 TabPFN-TS,Toto-2.0-4m,0.4,0.0,0.8,-0.047,-0.115,0.012
 TabPFN-TS,TabPFN-TS-3,0.2,0.0,0.6,-0.017,-0.038,0.009
 TabPFN-TS,TabPFN-TS,0.5,0.5,0.5,0.0,0.0,0.0
-TabPFN-TS,Stat. Ensemble,0.8,0.4,1.0,0.092,0.013,0.141
 TabPFN-TS,Seasonal Naive,1.0,1.0,1.0,0.422,0.201,0.584
-Stat. Ensemble,Toto-2.0-1B,0.2,0.0,0.6,-0.2,-0.347,-0.065
-Stat. Ensemble,Chronos-2,0.0,0.0,0.0,-0.201,-0.264,-0.123
-Stat. Ensemble,Toto-2.0-313m,0.2,0.0,0.6,-0.192,-0.338,-0.047
-Stat. Ensemble,Toto-2.0-2.5B,0.2,0.0,0.6,-0.194,-0.347,-0.05
-Stat. Ensemble,FlowState,0.2,0.0,0.6,-0.177,-0.317,-0.046
-Stat. Ensemble,TiRex,0.2,0.0,0.6,-0.162,-0.262,-0.057
-Stat. Ensemble,Toto-1.0,0.2,0.0,0.6,-0.17,-0.317,-0.008
-Stat. Ensemble,TimesFM-2.5,0.2,0.0,0.6,-0.161,-0.273,-0.03
-Stat. Ensemble,Chronos-Bolt,0.0,0.0,0.0,-0.141,-0.236,-0.06
-Stat. Ensemble,Toto-2.0-22m,0.2,0.0,0.6,-0.169,-0.313,-0.025
-Stat. Ensemble,Moirai-2.0,0.2,0.0,0.6,-0.127,-0.23,-0.034
-Stat. Ensemble,Toto-2.0-4m,0.2,0.0,0.6,-0.153,-0.295,-0.01
-Stat. Ensemble,TabPFN-TS-3,0.2,0.0,0.6,-0.12,-0.204,-0.026
-Stat. Ensemble,TabPFN-TS,0.2,0.0,0.6,-0.101,-0.164,-0.013
-Stat. Ensemble,Stat. Ensemble,0.5,0.5,0.5,0.0,0.0,0.0
-Stat. Ensemble,Seasonal Naive,1.0,1.0,1.0,0.364,0.157,0.52
+Seasonal Naive,TiRex-2,0.0,0.0,0.0,-0.861,-1.593,-0.343
 Seasonal Naive,Toto-2.0-1B,0.0,0.0,0.0,-0.887,-1.789,-0.287
-Seasonal Naive,Chronos-2,0.0,0.0,0.0,-0.888,-1.587,-0.384
 Seasonal Naive,Toto-2.0-313m,0.0,0.0,0.0,-0.874,-1.771,-0.289
+Seasonal Naive,Chronos-2,0.0,0.0,0.0,-0.888,-1.587,-0.384
 Seasonal Naive,Toto-2.0-2.5B,0.0,0.0,0.0,-0.877,-1.79,-0.282
 Seasonal Naive,FlowState,0.0,0.0,0.0,-0.85,-1.727,-0.27
 Seasonal Naive,TiRex,0.0,0.0,0.0,-0.827,-1.591,-0.288
 Seasonal Naive,Toto-1.0,0.0,0.0,0.0,-0.84,-1.726,-0.269
 Seasonal Naive,TimesFM-2.5,0.0,0.0,0.0,-0.826,-1.634,-0.276
-Seasonal Naive,Chronos-Bolt,0.0,0.0,0.0,-0.794,-1.545,-0.305
 Seasonal Naive,Toto-2.0-22m,0.0,0.0,0.0,-0.838,-1.718,-0.26
+Seasonal Naive,Chronos-Bolt,0.0,0.0,0.0,-0.794,-1.545,-0.305
 Seasonal Naive,Moirai-2.0,0.0,0.0,0.0,-0.772,-1.526,-0.276
 Seasonal Naive,Toto-2.0-4m,0.0,0.0,0.0,-0.813,-1.682,-0.24
 Seasonal Naive,TabPFN-TS-3,0.0,0.0,0.0,-0.761,-1.492,-0.253
 Seasonal Naive,TabPFN-TS,0.0,0.0,0.0,-0.731,-1.406,-0.252
-Seasonal Naive,Stat. Ensemble,0.0,0.0,0.0,-0.572,-1.083,-0.187
 Seasonal Naive,Seasonal Naive,0.5,0.5,0.5,0.0,0.0,0.0
diff --git a/tables/domain_nature/pairwise_WQL.csv b/tables/domain_nature/pairwise_WQL.csv
index a894f8ced667f61ad8e7e82baecf93762b10cb95..5580c2b132a0370f96ecdaa6cef1d5006e93d90f 100644
--- a/tables/domain_nature/pairwise_WQL.csv
+++ b/tables/domain_nature/pairwise_WQL.csv
@@ -1,257 +1,257 @@
 model_1,model_2,win_rate,win_rate_lower,win_rate_upper,skill_score,skill_score_lower,skill_score_upper
+TiRex-2,TiRex-2,0.5,0.5,0.5,0.0,0.0,0.0
+TiRex-2,FlowState,0.4,0.0,0.8,-0.006,-0.09,0.071
+TiRex-2,Toto-2.0-313m,0.6,0.2,1.0,-0.007,-0.075,0.051
+TiRex-2,Chronos-2,0.6,0.2,1.0,0.004,-0.033,0.049
+TiRex-2,TimesFM-2.5,0.6,0.2,1.0,0.006,-0.058,0.055
+TiRex-2,Toto-2.0-1B,0.6,0.2,1.0,0.005,-0.048,0.052
+TiRex-2,TiRex,0.6,0.2,1.0,0.037,-0.006,0.084
+TiRex-2,Toto-2.0-2.5B,0.6,0.2,1.0,0.009,-0.05,0.055
+TiRex-2,Toto-2.0-22m,0.6,0.2,1.0,0.013,-0.076,0.083
+TiRex-2,Toto-1.0,0.8,0.4,1.0,0.026,-0.031,0.078
+TiRex-2,TabPFN-TS-3,0.6,0.2,1.0,0.026,-0.018,0.069
+TiRex-2,Chronos-Bolt,0.8,0.4,1.0,0.054,0.012,0.093
+TiRex-2,Moirai-2.0,1.0,1.0,1.0,0.062,0.024,0.097
+TiRex-2,Toto-2.0-4m,0.8,0.4,1.0,0.037,-0.023,0.083
+TiRex-2,TabPFN-TS,1.0,1.0,1.0,0.08,0.06,0.105
+TiRex-2,Seasonal Naive,1.0,1.0,1.0,0.652,0.4,0.807
+FlowState,TiRex-2,0.6,0.2,1.0,0.006,-0.076,0.083
 FlowState,FlowState,0.5,0.5,0.5,0.0,0.0,0.0
 FlowState,Toto-2.0-313m,0.8,0.4,1.0,-0.0,-0.063,0.038
 FlowState,Chronos-2,0.6,0.2,1.0,0.011,-0.108,0.124
 FlowState,TimesFM-2.5,0.6,0.2,1.0,0.013,-0.034,0.055
-FlowState,TiRex,0.6,0.2,1.0,0.043,-0.038,0.144
 FlowState,Toto-2.0-1B,0.8,0.4,1.0,0.011,-0.05,0.054
+FlowState,TiRex,0.6,0.2,1.0,0.043,-0.038,0.144
 FlowState,Toto-2.0-2.5B,0.6,0.2,1.0,0.015,-0.055,0.068
-FlowState,Toto-1.0,0.8,0.4,1.0,0.032,-0.033,0.088
 FlowState,Toto-2.0-22m,0.6,0.2,1.0,0.019,-0.031,0.062
+FlowState,Toto-1.0,0.8,0.4,1.0,0.032,-0.033,0.088
 FlowState,TabPFN-TS-3,0.6,0.2,1.0,0.033,-0.007,0.072
 FlowState,Chronos-Bolt,0.6,0.2,1.0,0.06,-0.027,0.151
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-TiRex,FlowState,0.4,0.0,0.8,-0.045,-0.168,0.037
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-TiRex,Sundial-Base,1.0,1.0,1.0,0.236,0.12,0.391
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-Toto-2.0-1B,Sundial-Base,1.0,1.0,1.0,0.261,0.107,0.423
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-Toto-2.0-2.5B,Sundial-Base,1.0,1.0,1.0,0.258,0.103,0.428
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-Toto-1.0,FlowState,0.2,0.0,0.6,-0.033,-0.096,0.032
-Toto-1.0,Toto-2.0-313m,0.2,0.0,0.6,-0.033,-0.08,0.001
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-Toto-1.0,Sundial-Base,0.8,0.4,1.0,0.245,0.086,0.423
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-Toto-2.0-22m,Sundial-Base,0.8,0.4,1.0,0.255,0.076,0.424
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 TabPFN-TS-3,Toto-2.0-4m,0.6,0.2,1.0,0.011,-0.019,0.043
 TabPFN-TS-3,TabPFN-TS,0.8,0.4,1.0,0.055,0.01,0.109
-TabPFN-TS-3,Sundial-Base,1.0,1.0,1.0,0.245,0.101,0.399
 TabPFN-TS-3,Seasonal Naive,1.0,1.0,1.0,0.643,0.356,0.81
+Chronos-Bolt,TiRex-2,0.2,0.0,0.6,-0.057,-0.103,-0.012
 Chronos-Bolt,FlowState,0.4,0.0,0.8,-0.063,-0.178,0.026
 Chronos-Bolt,Toto-2.0-313m,0.4,0.0,0.8,-0.064,-0.168,0.033
 Chronos-Bolt,Chronos-2,0.2,0.0,0.6,-0.052,-0.096,-0.015
 Chronos-Bolt,TimesFM-2.5,0.2,0.0,0.6,-0.05,-0.152,0.033
-Chronos-Bolt,TiRex,0.4,0.0,0.8,-0.017,-0.054,0.018
 Chronos-Bolt,Toto-2.0-1B,0.4,0.0,0.8,-0.052,-0.143,0.034
+Chronos-Bolt,TiRex,0.4,0.0,0.8,-0.017,-0.054,0.018
 Chronos-Bolt,Toto-2.0-2.5B,0.4,0.0,0.8,-0.047,-0.141,0.039
-Chronos-Bolt,Toto-1.0,0.2,0.0,0.6,-0.03,-0.107,0.056
 Chronos-Bolt,Toto-2.0-22m,0.4,0.0,0.8,-0.043,-0.173,0.06
+Chronos-Bolt,Toto-1.0,0.2,0.0,0.6,-0.03,-0.107,0.056
 Chronos-Bolt,TabPFN-TS-3,0.6,0.2,1.0,-0.029,-0.105,0.024
 Chronos-Bolt,Chronos-Bolt,0.5,0.5,0.5,0.0,0.0,0.0
 Chronos-Bolt,Moirai-2.0,0.7,0.5,0.9,0.009,0.0,0.021
 Chronos-Bolt,Toto-2.0-4m,0.4,0.0,0.8,-0.018,-0.116,0.057
 Chronos-Bolt,TabPFN-TS,0.8,0.4,1.0,0.028,0.006,0.05
-Chronos-Bolt,Sundial-Base,1.0,1.0,1.0,0.223,0.116,0.358
 Chronos-Bolt,Seasonal Naive,1.0,1.0,1.0,0.633,0.366,0.794
+Moirai-2.0,TiRex-2,0.0,0.0,0.0,-0.066,-0.108,-0.025
 Moirai-2.0,FlowState,0.4,0.0,0.8,-0.073,-0.182,0.012
 Moirai-2.0,Toto-2.0-313m,0.4,0.0,0.8,-0.073,-0.174,0.022
 Moirai-2.0,Chronos-2,0.2,0.0,0.6,-0.062,-0.111,-0.021
 Moirai-2.0,TimesFM-2.5,0.2,0.0,0.6,-0.059,-0.154,0.012
-Moirai-2.0,TiRex,0.4,0.0,0.8,-0.027,-0.059,0.005
 Moirai-2.0,Toto-2.0-1B,0.4,0.0,0.8,-0.061,-0.149,0.016
+Moirai-2.0,TiRex,0.4,0.0,0.8,-0.027,-0.059,0.005
 Moirai-2.0,Toto-2.0-2.5B,0.4,0.0,0.8,-0.057,-0.145,0.023
-Moirai-2.0,Toto-1.0,0.2,0.0,0.6,-0.039,-0.11,0.039
 Moirai-2.0,Toto-2.0-22m,0.4,0.0,0.8,-0.052,-0.173,0.041
+Moirai-2.0,Toto-1.0,0.2,0.0,0.6,-0.039,-0.11,0.039
 Moirai-2.0,TabPFN-TS-3,0.4,0.0,0.8,-0.038,-0.107,0.01
 Moirai-2.0,Chronos-Bolt,0.3,0.1,0.5,-0.009,-0.022,0.0
 Moirai-2.0,Moirai-2.0,0.5,0.5,0.5,0.0,0.0,0.0
 Moirai-2.0,Toto-2.0-4m,0.4,0.0,0.8,-0.027,-0.117,0.047
 Moirai-2.0,TabPFN-TS,0.8,0.4,1.0,0.019,-0.001,0.038
-Moirai-2.0,Sundial-Base,1.0,1.0,1.0,0.216,0.102,0.357
 Moirai-2.0,Seasonal Naive,1.0,1.0,1.0,0.629,0.357,0.794
+Toto-2.0-4m,TiRex-2,0.2,0.0,0.6,-0.038,-0.09,0.023
 Toto-2.0-4m,FlowState,0.2,0.0,0.6,-0.045,-0.086,0.009
 Toto-2.0-4m,Toto-2.0-313m,0.0,0.0,0.0,-0.045,-0.071,-0.023
 Toto-2.0-4m,Chronos-2,0.2,0.0,0.6,-0.034,-0.125,0.07
 Toto-2.0-4m,TimesFM-2.5,0.0,0.0,0.0,-0.032,-0.052,-0.015
-Toto-2.0-4m,TiRex,0.2,0.0,0.6,0.0,-0.065,0.098
 Toto-2.0-4m,Toto-2.0-1B,0.2,0.0,0.6,-0.033,-0.059,-0.008
+Toto-2.0-4m,TiRex,0.2,0.0,0.6,0.0,-0.065,0.098
 Toto-2.0-4m,Toto-2.0-2.5B,0.4,0.0,0.8,-0.029,-0.069,0.009
-Toto-2.0-4m,Toto-1.0,0.4,0.0,0.8,-0.012,-0.06,0.043
 Toto-2.0-4m,Toto-2.0-22m,0.2,0.0,0.6,-0.025,-0.051,0.003
+Toto-2.0-4m,Toto-1.0,0.4,0.0,0.8,-0.012,-0.06,0.043
 Toto-2.0-4m,TabPFN-TS-3,0.4,0.0,0.8,-0.011,-0.045,0.018
 Toto-2.0-4m,Chronos-Bolt,0.6,0.2,1.0,0.017,-0.061,0.104
 Toto-2.0-4m,Moirai-2.0,0.6,0.2,1.0,0.026,-0.05,0.105
 Toto-2.0-4m,Toto-2.0-4m,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-2.0-4m,TabPFN-TS,0.8,0.4,1.0,0.045,-0.018,0.125
-Toto-2.0-4m,Sundial-Base,0.8,0.4,1.0,0.236,0.075,0.397
 Toto-2.0-4m,Seasonal Naive,1.0,1.0,1.0,0.639,0.349,0.812
+TabPFN-TS,TiRex-2,0.0,0.0,0.0,-0.087,-0.117,-0.063
 TabPFN-TS,FlowState,0.2,0.0,0.6,-0.094,-0.206,-0.005
 TabPFN-TS,Toto-2.0-313m,0.2,0.0,0.6,-0.094,-0.194,-0.015
 TabPFN-TS,Chronos-2,0.0,0.0,0.0,-0.082,-0.111,-0.054
 TabPFN-TS,TimesFM-2.5,0.2,0.0,0.6,-0.08,-0.174,-0.013
-TabPFN-TS,TiRex,0.0,0.0,0.0,-0.046,-0.074,-0.019
 TabPFN-TS,Toto-2.0-1B,0.2,0.0,0.6,-0.082,-0.161,-0.019
+TabPFN-TS,TiRex,0.0,0.0,0.0,-0.046,-0.074,-0.019
 TabPFN-TS,Toto-2.0-2.5B,0.2,0.0,0.6,-0.077,-0.153,-0.009
-TabPFN-TS,Toto-1.0,0.2,0.0,0.6,-0.059,-0.124,0.008
 TabPFN-TS,Toto-2.0-22m,0.2,0.0,0.6,-0.073,-0.201,0.021
+TabPFN-TS,Toto-1.0,0.2,0.0,0.6,-0.059,-0.124,0.008
 TabPFN-TS,TabPFN-TS-3,0.2,0.0,0.6,-0.058,-0.123,-0.01
 TabPFN-TS,Chronos-Bolt,0.2,0.0,0.6,-0.029,-0.053,-0.006
 TabPFN-TS,Moirai-2.0,0.2,0.0,0.6,-0.019,-0.04,0.001
 TabPFN-TS,Toto-2.0-4m,0.2,0.0,0.6,-0.047,-0.142,0.018
 TabPFN-TS,TabPFN-TS,0.5,0.5,0.5,0.0,0.0,0.0
-TabPFN-TS,Sundial-Base,1.0,1.0,1.0,0.201,0.085,0.352
 TabPFN-TS,Seasonal Naive,1.0,1.0,1.0,0.622,0.353,0.789
-Sundial-Base,FlowState,0.0,0.0,0.0,-0.368,-0.761,-0.1
-Sundial-Base,Toto-2.0-313m,0.0,0.0,0.0,-0.369,-0.771,-0.118
-Sundial-Base,Chronos-2,0.0,0.0,0.0,-0.354,-0.627,-0.197
-Sundial-Base,TimesFM-2.5,0.0,0.0,0.0,-0.351,-0.685,-0.128
-Sundial-Base,TiRex,0.0,0.0,0.0,-0.309,-0.642,-0.136
-Sundial-Base,Toto-2.0-1B,0.0,0.0,0.0,-0.353,-0.734,-0.12
-Sundial-Base,Toto-2.0-2.5B,0.0,0.0,0.0,-0.348,-0.749,-0.114
-Sundial-Base,Toto-1.0,0.2,0.0,0.6,-0.325,-0.732,-0.094
-Sundial-Base,Toto-2.0-22m,0.2,0.0,0.6,-0.342,-0.736,-0.082
-Sundial-Base,TabPFN-TS-3,0.0,0.0,0.0,-0.324,-0.664,-0.112
-Sundial-Base,Chronos-Bolt,0.0,0.0,0.0,-0.287,-0.558,-0.132
-Sundial-Base,Moirai-2.0,0.0,0.0,0.0,-0.275,-0.554,-0.113
-Sundial-Base,Toto-2.0-4m,0.2,0.0,0.6,-0.309,-0.659,-0.081
-Sundial-Base,TabPFN-TS,0.0,0.0,0.0,-0.251,-0.543,-0.093
-Sundial-Base,Sundial-Base,0.5,0.5,0.5,0.0,0.0,0.0
-Sundial-Base,Seasonal Naive,1.0,1.0,1.0,0.527,0.284,0.714
+Seasonal Naive,TiRex-2,0.0,0.0,0.0,-1.877,-4.195,-0.667
 Seasonal Naive,FlowState,0.0,0.0,0.0,-1.896,-4.661,-0.536
 Seasonal Naive,Toto-2.0-313m,0.0,0.0,0.0,-1.897,-4.595,-0.579
 Seasonal Naive,Chronos-2,0.0,0.0,0.0,-1.865,-3.998,-0.7
 Seasonal Naive,TimesFM-2.5,0.0,0.0,0.0,-1.859,-4.429,-0.596
-Seasonal Naive,TiRex,0.0,0.0,0.0,-1.77,-3.99,-0.611
 Seasonal Naive,Toto-2.0-1B,0.0,0.0,0.0,-1.864,-4.459,-0.576
+Seasonal Naive,TiRex,0.0,0.0,0.0,-1.77,-3.99,-0.611
 Seasonal Naive,Toto-2.0-2.5B,0.0,0.0,0.0,-1.852,-4.394,-0.566
-Seasonal Naive,Toto-1.0,0.0,0.0,0.0,-1.804,-4.31,-0.56
 Seasonal Naive,Toto-2.0-22m,0.0,0.0,0.0,-1.84,-4.591,-0.538
+Seasonal Naive,Toto-1.0,0.0,0.0,0.0,-1.804,-4.31,-0.56
 Seasonal Naive,TabPFN-TS-3,0.0,0.0,0.0,-1.802,-4.252,-0.553
 Seasonal Naive,Chronos-Bolt,0.0,0.0,0.0,-1.723,-3.847,-0.577
 Seasonal Naive,Moirai-2.0,0.0,0.0,0.0,-1.699,-3.847,-0.554
 Seasonal Naive,Toto-2.0-4m,0.0,0.0,0.0,-1.771,-4.315,-0.537
 Seasonal Naive,TabPFN-TS,0.0,0.0,0.0,-1.647,-3.738,-0.546
-Seasonal Naive,Sundial-Base,0.0,0.0,0.0,-1.116,-2.499,-0.396
 Seasonal Naive,Seasonal Naive,0.5,0.5,0.5,0.0,0.0,0.0
diff --git a/tables/domain_retail/leaderboard_MASE.csv b/tables/domain_retail/leaderboard_MASE.csv
index 9fe0d2357db5139480f673a3b0d3e0c05a7f527e..a96253c677afb08a03a25053e0a7339b7c3731c3 100644
--- a/tables/domain_retail/leaderboard_MASE.csv
+++ b/tables/domain_retail/leaderboard_MASE.csv
@@ -1,28 +1,29 @@
 model_name,win_rate,skill_score,median_training_time_s_per100,median_inference_time_s_per100,training_corpus_overlap,num_failures
-Chronos-2,90.96153846153844,31.501656661779908,0.0,0.34961068443961374,0.0,0.0
-TimesFM-2.5,77.88461538461539,23.432210875851045,0.0,0.19436559958166716,0.2,0.0
-TabPFN-TS-3,74.6153846153846,27.322868191033013,0.0,219.87602214848658,0.0,0.0
-FlowState,72.3076923076923,23.41682939670412,0.0,0.433503676897203,0.1,0.0
-TiRex,72.3076923076923,22.162040270601192,0.0,0.08413562701299362,0.0,0.0
-Toto-2.0-2.5B,72.1153846153846,23.164381828232894,0.0,6.016768976016863,0.0,0.0
-Toto-2.0-1B,70.57692307692307,22.314968062878627,0.0,2.3629687737388316,0.0,0.0
-Toto-2.0-313m,67.5,21.665602207453883,0.0,0.9185802093290546,0.0,0.0
-TabPFN-TS,63.55769230769231,26.291414549069813,0.0,59.126968410558575,0.0,5.0
-Toto-2.0-22m,62.884615384615394,20.329247975232857,0.0,0.18673719491897878,0.0,0.0
-Moirai-2.0,56.05769230769231,19.520837065786147,0.0,0.21064168391008586,0.25,0.0
-Chronos-Bolt,53.75000000000001,19.67587758208953,0.0,0.04467236387284335,0.0,0.0
-CatBoost,51.15384615384616,19.1295976521051,7.662785978178928,0.011616579748484884,0.0,0.0
-LightGBM,48.46153846153846,19.084439307791044,0.26506731755335194,0.010741697363488428,0.0,0.0
-Stat. Ensemble,47.88461538461538,13.665854293094004,0.0,41.345157871288414,0.0,0.0
-Toto-1.0,45.96153846153846,16.430178452927592,0.0,6.10989479852736,0.1,0.0
-Toto-2.0-4m,44.230769230769226,17.60920708012651,0.0,0.12505772432552248,0.0,0.0
-Sundial-Base,40.0,16.038005227805108,0.0,7.81832079433529,0.0,0.0
-TFT,35.96153846153846,13.175210398386616,27.48248403664031,0.16541783743066843,0.0,0.0
-AutoTheta,34.03846153846154,10.280766783137185,0.0,0.7348429386640081,0.0,0.0
-PatchTST,33.46153846153846,6.213953011349793,21.185337766397538,0.1847694522352561,0.0,0.0
-AutoETS,32.88461538461538,9.268311929671036,0.0,0.9657106988235296,0.0,0.0
-AutoARIMA,27.499999999999996,10.226042550887172,0.0,3.9777087639147384,0.0,0.0
-DeepAR,22.115384615384613,6.532646730847547,44.659765654105904,0.28546713782555877,0.0,0.0
-Naive,20.576923076923077,-6.914332491950659,0.0,0.0535392465017203,0.0,0.0
-Seasonal Naive,19.326923076923077,0.0,0.0,0.05308108599394874,0.0,0.0
-Drift,11.92307692307692,-11.344894425429741,0.0,0.04794415526692477,0.0,0.0
+Chronos-2,89.99999999999999,31.501656661779908,0.0,0.34961068443961374,0.0,0.0
+TiRex-2,78.88888888888886,26.670825436519785,0.0,0.2775198381076842,0.0,0.0
+TimesFM-2.5,76.66666666666666,23.432210875851045,0.0,0.19436559958166716,0.2,0.0
+TabPFN-TS-3,73.88888888888889,27.322868191033013,0.0,219.87602214848658,0.0,0.0
+TiRex,71.29629629629632,22.162040270601192,0.0,0.08413562701299362,0.0,0.0
+Toto-2.0-2.5B,71.29629629629628,23.164381828232894,0.0,6.016768976016863,0.0,0.0
+FlowState,70.92592592592594,23.41682939670412,0.0,0.433503676897203,0.1,0.0
+Toto-2.0-1B,69.81481481481482,22.314968062878627,0.0,2.3629687737388316,0.0,0.0
+Toto-2.0-313m,66.29629629629629,21.665602207453883,0.0,0.9185802093290546,0.0,0.0
+TabPFN-TS,62.685185185185176,26.291414549069813,0.0,59.126968410558575,0.0,5.0
+Toto-2.0-22m,61.48148148148148,20.329247975232857,0.0,0.18673719491897878,0.0,0.0
+Moirai-2.0,54.35185185185185,19.520837065786147,0.0,0.21064168391008586,0.25,0.0
+Chronos-Bolt,52.12962962962963,19.67587758208953,0.0,0.04467236387284335,0.0,0.0
+CatBoost,50.0,19.1295976521051,7.662785978178928,0.011616579748484884,0.0,0.0
+LightGBM,47.40740740740741,19.084439307791044,0.26506731755335194,0.010741697363488428,0.0,0.0
+Stat. Ensemble,46.48148148148148,13.665854293094004,0.0,41.345157871288414,0.0,0.0
+Toto-1.0,44.44444444444444,16.430178452927592,0.0,6.10989479852736,0.1,0.0
+Toto-2.0-4m,42.77777777777778,17.60920708012651,0.0,0.12505772432552248,0.0,0.0
+Sundial-Base,38.88888888888889,16.038005227805108,0.0,7.81832079433529,0.0,0.0
+TFT,34.81481481481481,13.175210398386616,27.48248403664031,0.16541783743066843,0.0,0.0
+AutoTheta,32.77777777777778,10.280766783137185,0.0,0.7348429386640081,0.0,0.0
+PatchTST,32.407407407407405,6.213953011349793,21.185337766397538,0.1847694522352561,0.0,0.0
+AutoETS,31.851851851851848,9.268311929671036,0.0,0.9657106988235296,0.0,0.0
+AutoARIMA,26.481481481481477,10.226042550887172,0.0,3.9777087639147384,0.0,0.0
+DeepAR,21.296296296296294,6.532646730847547,44.659765654105904,0.28546713782555877,0.0,0.0
+Naive,20.185185185185183,-6.914332491950659,0.0,0.0535392465017203,0.0,0.0
+Seasonal Naive,18.796296296296294,0.0,0.0,0.05308108599394874,0.0,0.0
+Drift,11.666666666666664,-11.344894425429741,0.0,0.04794415526692477,0.0,0.0
diff --git a/tables/domain_retail/leaderboard_SQL.csv b/tables/domain_retail/leaderboard_SQL.csv
index a0a8a51790f5c1560d44c65ca9877fe169f593f2..f895c3e8850d5b2735ec92dc636021ca5a4fc68e 100644
--- a/tables/domain_retail/leaderboard_SQL.csv
+++ b/tables/domain_retail/leaderboard_SQL.csv
@@ -1,28 +1,29 @@
 model_name,win_rate,skill_score,median_training_time_s_per100,median_inference_time_s_per100,training_corpus_overlap,num_failures
-Chronos-2,93.46153846153845,43.96240636415071,0.0,0.34961068443961374,0.0,0.0
-TiRex,83.65384615384616,36.82355570111464,0.0,0.08413562701299362,0.0,0.0
-TimesFM-2.5,82.30769230769232,37.10811207552987,0.0,0.19436559958166716,0.2,0.0
-FlowState,77.11538461538461,36.91651544152842,0.0,0.433503676897203,0.1,0.0
-TabPFN-TS-3,75.38461538461537,40.57408550474503,0.0,219.87602214848658,0.0,0.0
-Toto-2.0-2.5B,73.84615384615384,34.958147253380446,0.0,6.016768976016863,0.0,0.0
-Toto-2.0-1B,72.11538461538461,35.075657832582216,0.0,2.3629687737388316,0.0,0.0
-Toto-2.0-313m,68.84615384615385,34.68497929932541,0.0,0.9185802093290546,0.0,0.0
-TabPFN-TS,68.75,38.92001120631144,0.0,59.126968410558575,0.0,5.0
-Toto-2.0-22m,66.53846153846155,33.9070736885615,0.0,0.18673719491897878,0.0,0.0
-Chronos-Bolt,64.71153846153844,34.1076058240865,0.0,0.04467236387284335,0.0,0.0
-Moirai-2.0,62.59615384615385,33.39092759318447,0.0,0.21064168391008586,0.25,0.0
-Toto-1.0,55.57692307692308,30.948733152914755,0.0,6.10989479852736,0.1,0.0
-Toto-2.0-4m,55.19230769230769,32.08087705910183,0.0,0.12505772432552248,0.0,0.0
-Stat. Ensemble,44.230769230769226,25.327733981726908,0.0,41.345157871288414,0.0,0.0
-TFT,41.92307692307693,24.46284341523206,27.48248403664031,0.16541783743066843,0.0,0.0
-Sundial-Base,35.38461538461538,25.749307386319252,0.0,7.81832079433529,0.0,0.0
-AutoARIMA,35.38461538461538,23.978096920266523,0.0,3.9777087639147384,0.0,0.0
-PatchTST,32.78846153846154,17.866358236369507,21.185337766397538,0.1847694522352561,0.0,0.0
-AutoTheta,31.730769230769223,19.31393349762639,0.0,0.7348429386640081,0.0,0.0
-AutoETS,27.30769230769231,-30.072080438930016,0.0,0.9657106988235296,0.0,0.0
-CatBoost,26.15384615384615,18.810374229704784,7.662785978178928,0.011616579748484884,0.0,0.0
-DeepAR,26.057692307692303,17.74409557595822,44.659765654105904,0.28546713782555877,0.0,0.0
-LightGBM,21.92307692307692,18.765037629801505,0.26506731755335194,0.010741697363488428,0.0,0.0
-Seasonal Naive,14.23076923076923,0.0,0.0,0.05308108599394874,0.0,0.0
-Naive,9.711538461538462,-24.7653188720226,0.0,0.0535392465017203,0.0,0.0
-Drift,3.076923076923077,-28.889461387600647,0.0,0.04794415526692477,0.0,0.0
+Chronos-2,92.03703703703702,43.96240636415071,0.0,0.34961068443961374,0.0,0.0
+TiRex-2,83.88888888888887,39.968306218668594,0.0,0.2775198381076842,0.0,0.0
+TiRex,82.03703703703702,36.82355570111464,0.0,0.08413562701299362,0.0,0.0
+TimesFM-2.5,80.92592592592594,37.10811207552987,0.0,0.19436559958166716,0.2,0.0
+FlowState,75.55555555555556,36.91651544152842,0.0,0.433503676897203,0.1,0.0
+TabPFN-TS-3,73.88888888888887,40.57408550474503,0.0,219.87602214848658,0.0,0.0
+Toto-2.0-2.5B,73.14814814814815,34.958147253380446,0.0,6.016768976016863,0.0,0.0
+Toto-2.0-1B,70.55555555555554,35.075657832582216,0.0,2.3629687737388316,0.0,0.0
+TabPFN-TS,67.68518518518518,38.92001120631144,0.0,59.126968410558575,0.0,5.0
+Toto-2.0-313m,67.4074074074074,34.68497929932541,0.0,0.9185802093290546,0.0,0.0
+Toto-2.0-22m,64.44444444444444,33.9070736885615,0.0,0.18673719491897878,0.0,0.0
+Chronos-Bolt,62.685185185185176,34.1076058240865,0.0,0.04467236387284335,0.0,0.0
+Moirai-2.0,60.64814814814815,33.39092759318447,0.0,0.21064168391008586,0.25,0.0
+Toto-1.0,53.70370370370371,30.948733152914755,0.0,6.10989479852736,0.1,0.0
+Toto-2.0-4m,53.333333333333336,32.08087705910183,0.0,0.12505772432552248,0.0,0.0
+Stat. Ensemble,42.77777777777778,25.327733981726908,0.0,41.345157871288414,0.0,0.0
+TFT,40.74074074074074,24.46284341523206,27.48248403664031,0.16541783743066843,0.0,0.0
+AutoARIMA,34.074074074074076,23.978096920266523,0.0,3.9777087639147384,0.0,0.0
+Sundial-Base,34.074074074074076,25.749307386319252,0.0,7.81832079433529,0.0,0.0
+PatchTST,31.574074074074076,17.866358236369507,21.185337766397538,0.1847694522352561,0.0,0.0
+AutoTheta,30.740740740740733,19.31393349762639,0.0,0.7348429386640081,0.0,0.0
+AutoETS,26.296296296296294,-30.072080438930016,0.0,0.9657106988235296,0.0,0.0
+CatBoost,25.370370370370367,18.810374229704784,7.662785978178928,0.011616579748484884,0.0,0.0
+DeepAR,25.092592592592588,17.74409557595822,44.659765654105904,0.28546713782555877,0.0,0.0
+LightGBM,21.296296296296294,18.765037629801505,0.26506731755335194,0.010741697363488428,0.0,0.0
+Seasonal Naive,13.703703703703704,0.0,0.0,0.05308108599394874,0.0,0.0
+Naive,9.351851851851851,-24.7653188720226,0.0,0.0535392465017203,0.0,0.0
+Drift,2.9629629629629632,-28.889461387600647,0.0,0.04794415526692477,0.0,0.0
diff --git a/tables/domain_retail/leaderboard_WAPE.csv b/tables/domain_retail/leaderboard_WAPE.csv
index 30af702b48574d0034aca56b241c7b43b775aa21..77510e7909eb9344adbbc0e9460fe5592e317715 100644
--- a/tables/domain_retail/leaderboard_WAPE.csv
+++ b/tables/domain_retail/leaderboard_WAPE.csv
@@ -1,28 +1,29 @@
 model_name,win_rate,skill_score,median_training_time_s_per100,median_inference_time_s_per100,training_corpus_overlap,num_failures
-Chronos-2,87.1153846153846,36.37961364988923,0.0,0.34961068443961374,0.0,0.0
-TabPFN-TS-3,80.5769230769231,35.03350454694202,0.0,219.87602214848658,0.0,0.0
-Toto-2.0-2.5B,78.65384615384616,28.10958849169818,0.0,6.016768976016863,0.0,0.0
-Toto-2.0-1B,77.8846153846154,27.941312204131997,0.0,2.3629687737388316,0.0,0.0
-TabPFN-TS,77.40384615384615,35.43689733973191,0.0,59.126968410558575,0.0,5.0
-TimesFM-2.5,75.38461538461537,26.631433929913772,0.0,0.19436559958166716,0.2,0.0
-TiRex,75.38461538461537,26.676882475661646,0.0,0.08413562701299362,0.0,0.0
-Toto-2.0-313m,72.30769230769234,27.31582024068637,0.0,0.9185802093290546,0.0,0.0
-FlowState,68.84615384615385,26.949602028666487,0.0,0.433503676897203,0.1,0.0
-Toto-2.0-22m,62.5,25.293100446884985,0.0,0.18673719491897878,0.0,0.0
-Moirai-2.0,53.36538461538461,21.679296308228114,0.0,0.21064168391008586,0.25,0.0
-CatBoost,52.5,22.444864726974835,7.662785978178928,0.011616579748484884,0.0,0.0
-LightGBM,52.307692307692314,22.449939976619714,0.26506731755335194,0.010741697363488428,0.0,0.0
-Chronos-Bolt,51.442307692307686,21.34999505620995,0.0,0.04467236387284335,0.0,0.0
-Toto-1.0,46.73076923076923,19.76025668063852,0.0,6.10989479852736,0.1,0.0
-Toto-2.0-4m,43.84615384615385,21.20431215616717,0.0,0.12505772432552248,0.0,0.0
-Sundial-Base,43.07692307692309,19.631922812750414,0.0,7.81832079433529,0.0,0.0
-Stat. Ensemble,41.92307692307692,15.823911544994452,0.0,41.345157871288414,0.0,0.0
-TFT,36.15384615384617,16.59662312309126,27.48248403664031,0.16541783743066843,0.0,0.0
-AutoARIMA,30.19230769230769,13.942686864644848,0.0,3.9777087639147384,0.0,0.0
-AutoTheta,27.884615384615387,11.985677005338214,0.0,0.7348429386640081,0.0,0.0
-AutoETS,27.884615384615387,9.663627642868011,0.0,0.9657106988235296,0.0,0.0
-PatchTST,27.307692307692307,6.800703153372501,21.185337766397538,0.1847694522352561,0.0,0.0
-DeepAR,20.0,8.923499543559977,44.659765654105904,0.28546713782555877,0.0,0.0
-Naive,16.923076923076923,-5.797212837788179,0.0,0.0535392465017203,0.0,0.0
-Seasonal Naive,14.71153846153846,0.0,0.0,0.05308108599394874,0.0,0.0
-Drift,7.6923076923076925,-11.068953116330738,0.0,0.04794415526692477,0.0,0.0
+Chronos-2,86.1111111111111,36.37961364988923,0.0,0.34961068443961374,0.0,0.0
+TabPFN-TS-3,79.62962962962963,35.03350454694202,0.0,219.87602214848658,0.0,0.0
+TiRex-2,78.51851851851853,31.740748400621065,0.0,0.2775198381076842,0.0,0.0
+Toto-2.0-2.5B,77.5925925925926,28.10958849169818,0.0,6.016768976016863,0.0,0.0
+Toto-2.0-1B,76.66666666666667,27.941312204131997,0.0,2.3629687737388316,0.0,0.0
+TabPFN-TS,76.57407407407408,35.43689733973191,0.0,59.126968410558575,0.0,5.0
+TiRex,74.62962962962962,26.676882475661646,0.0,0.08413562701299362,0.0,0.0
+TimesFM-2.5,74.07407407407408,26.631433929913772,0.0,0.19436559958166716,0.2,0.0
+Toto-2.0-313m,71.48148148148148,27.31582024068637,0.0,0.9185802093290546,0.0,0.0
+FlowState,67.59259259259261,26.949602028666487,0.0,0.433503676897203,0.1,0.0
+Toto-2.0-22m,61.111111111111114,25.293100446884985,0.0,0.18673719491897878,0.0,0.0
+Moirai-2.0,51.75925925925926,21.679296308228114,0.0,0.21064168391008586,0.25,0.0
+CatBoost,51.48148148148148,22.444864726974835,7.662785978178928,0.011616579748484884,0.0,0.0
+LightGBM,51.2962962962963,22.449939976619714,0.26506731755335194,0.010741697363488428,0.0,0.0
+Chronos-Bolt,49.907407407407405,21.34999505620995,0.0,0.04467236387284335,0.0,0.0
+Toto-1.0,45.18518518518518,19.76025668063852,0.0,6.10989479852736,0.1,0.0
+Toto-2.0-4m,42.22222222222222,21.20431215616717,0.0,0.12505772432552248,0.0,0.0
+Sundial-Base,42.037037037037045,19.631922812750414,0.0,7.81832079433529,0.0,0.0
+Stat. Ensemble,40.555555555555564,15.823911544994452,0.0,41.345157871288414,0.0,0.0
+TFT,35.0,16.59662312309126,27.48248403664031,0.16541783743066843,0.0,0.0
+AutoARIMA,29.074074074074076,13.942686864644848,0.0,3.9777087639147384,0.0,0.0
+AutoETS,27.03703703703703,9.663627642868011,0.0,0.9657106988235296,0.0,0.0
+AutoTheta,26.851851851851855,11.985677005338214,0.0,0.7348429386640081,0.0,0.0
+PatchTST,26.296296296296294,6.800703153372501,21.185337766397538,0.1847694522352561,0.0,0.0
+DeepAR,19.259259259259256,8.923499543559977,44.659765654105904,0.28546713782555877,0.0,0.0
+Naive,16.481481481481485,-5.797212837788179,0.0,0.0535392465017203,0.0,0.0
+Seasonal Naive,14.166666666666666,0.0,0.0,0.05308108599394874,0.0,0.0
+Drift,7.4074074074074066,-11.068953116330738,0.0,0.04794415526692477,0.0,0.0
diff --git a/tables/domain_retail/leaderboard_WQL.csv b/tables/domain_retail/leaderboard_WQL.csv
index 7ab07e01467ed1885a382d2d3396bf1ea2f2449d..c38bae6c8d7f12dad3426459fd6717e7de6063f1 100644
--- a/tables/domain_retail/leaderboard_WQL.csv
+++ b/tables/domain_retail/leaderboard_WQL.csv
@@ -1,28 +1,29 @@
 model_name,win_rate,skill_score,median_training_time_s_per100,median_inference_time_s_per100,training_corpus_overlap,num_failures
-Chronos-2,90.76923076923077,48.70640034385884,0.0,0.34961068443961374,0.0,0.0
-TabPFN-TS-3,84.23076923076923,48.23296275172553,0.0,219.87602214848658,0.0,0.0
-TiRex,79.8076923076923,41.29715565976512,0.0,0.08413562701299362,0.0,0.0
-TimesFM-2.5,79.03846153846155,41.64654327392226,0.0,0.19436559958166716,0.2,0.0
-TabPFN-TS,78.3653846153846,47.751193623423625,0.0,59.126968410558575,0.0,5.0
-Toto-2.0-2.5B,76.92307692307693,41.54428741602817,0.0,6.016768976016863,0.0,0.0
-Toto-2.0-1B,75.96153846153845,41.56173820974464,0.0,2.3629687737388316,0.0,0.0
-Toto-2.0-313m,73.65384615384616,41.259624645979585,0.0,0.9185802093290546,0.0,0.0
-FlowState,73.65384615384615,41.470209968122006,0.0,0.433503676897203,0.1,0.0
-Toto-2.0-22m,67.3076923076923,39.557111139066,0.0,0.18673719491897878,0.0,0.0
-Moirai-2.0,62.59615384615385,37.46657312331687,0.0,0.21064168391008586,0.25,0.0
-Chronos-Bolt,60.480769230769226,37.464866729843635,0.0,0.04467236387284335,0.0,0.0
-Toto-1.0,55.96153846153846,35.67867635279438,0.0,6.10989479852736,0.1,0.0
-Toto-2.0-4m,52.500000000000014,36.736141457888785,0.0,0.12505772432552248,0.0,0.0
-Stat. Ensemble,40.38461538461539,28.152681721748152,0.0,41.345157871288414,0.0,0.0
-Sundial-Base,39.23076923076923,30.89417851183718,0.0,7.81832079433529,0.0,0.0
-TFT,39.03846153846154,28.227242900863803,27.48248403664031,0.16541783743066843,0.0,0.0
-AutoARIMA,34.23076923076923,28.454473066200702,0.0,3.9777087639147384,0.0,0.0
-CatBoost,30.19230769230769,23.488538196591747,7.662785978178928,0.011616579748484884,0.0,0.0
-AutoTheta,28.46153846153846,21.431184822537432,0.0,0.7348429386640081,0.0,0.0
-PatchTST,27.98076923076923,19.745157899183717,21.185337766397538,0.1847694522352561,0.0,0.0
-LightGBM,27.884615384615387,23.49354513163928,0.26506731755335194,0.010741697363488428,0.0,0.0
-AutoETS,24.423076923076927,-32.00072845680435,0.0,0.9657106988235296,0.0,0.0
-DeepAR,23.173076923076923,21.22969362810797,44.659765654105904,0.28546713782555877,0.0,0.0
-Seasonal Naive,12.692307692307692,0.0,0.0,0.05308108599394874,0.0,0.0
-Naive,8.365384615384617,-25.33036065111638,0.0,0.0535392465017203,0.0,0.0
-Drift,2.6923076923076925,-29.953276450679468,0.0,0.04794415526692477,0.0,0.0
+Chronos-2,89.62962962962962,48.70640034385884,0.0,0.34961068443961374,0.0,0.0
+TabPFN-TS-3,83.14814814814815,48.23296275172553,0.0,219.87602214848658,0.0,0.0
+TiRex-2,81.2962962962963,45.40544912522533,0.0,0.2775198381076842,0.0,0.0
+TiRex,78.70370370370371,41.29715565976512,0.0,0.08413562701299362,0.0,0.0
+TimesFM-2.5,77.77777777777779,41.64654327392226,0.0,0.19436559958166716,0.2,0.0
+TabPFN-TS,77.31481481481481,47.751193623423625,0.0,59.126968410558575,0.0,5.0
+Toto-2.0-2.5B,75.92592592592594,41.54428741602817,0.0,6.016768976016863,0.0,0.0
+Toto-2.0-1B,74.81481481481481,41.56173820974464,0.0,2.3629687737388316,0.0,0.0
+Toto-2.0-313m,72.59259259259258,41.259624645979585,0.0,0.9185802093290546,0.0,0.0
+FlowState,72.22222222222221,41.470209968122006,0.0,0.433503676897203,0.1,0.0
+Toto-2.0-22m,65.55555555555556,39.557111139066,0.0,0.18673719491897878,0.0,0.0
+Moirai-2.0,60.64814814814815,37.46657312331687,0.0,0.21064168391008586,0.25,0.0
+Chronos-Bolt,58.611111111111114,37.464866729843635,0.0,0.04467236387284335,0.0,0.0
+Toto-1.0,54.074074074074076,35.67867635279438,0.0,6.10989479852736,0.1,0.0
+Toto-2.0-4m,50.55555555555556,36.736141457888785,0.0,0.12505772432552248,0.0,0.0
+Stat. Ensemble,39.07407407407407,28.152681721748152,0.0,41.345157871288414,0.0,0.0
+Sundial-Base,37.777777777777786,30.89417851183718,0.0,7.81832079433529,0.0,0.0
+TFT,37.77777777777778,28.227242900863803,27.48248403664031,0.16541783743066843,0.0,0.0
+AutoARIMA,32.96296296296297,28.454473066200702,0.0,3.9777087639147384,0.0,0.0
+CatBoost,29.259259259259252,23.488538196591747,7.662785978178928,0.011616579748484884,0.0,0.0
+AutoTheta,27.59259259259259,21.431184822537432,0.0,0.7348429386640081,0.0,0.0
+LightGBM,27.03703703703703,23.49354513163928,0.26506731755335194,0.010741697363488428,0.0,0.0
+PatchTST,26.944444444444436,19.745157899183717,21.185337766397538,0.1847694522352561,0.0,0.0
+AutoETS,23.51851851851852,-32.00072845680435,0.0,0.9657106988235296,0.0,0.0
+DeepAR,22.314814814814817,21.22969362810797,44.659765654105904,0.28546713782555877,0.0,0.0
+Seasonal Naive,12.222222222222221,0.0,0.0,0.05308108599394874,0.0,0.0
+Naive,8.055555555555555,-25.33036065111638,0.0,0.0535392465017203,0.0,0.0
+Drift,2.592592592592593,-29.953276450679468,0.0,0.04794415526692477,0.0,0.0
diff --git a/tables/domain_retail/pairwise_MASE.csv b/tables/domain_retail/pairwise_MASE.csv
index 7b77749f42f95c81b168f0ca57c1c0e129f36582..31562c9043d1f73a545f63e91bdd56559b6ec9e9 100644
--- a/tables/domain_retail/pairwise_MASE.csv
+++ b/tables/domain_retail/pairwise_MASE.csv
@@ -1,257 +1,257 @@
 model_1,model_2,win_rate,win_rate_lower,win_rate_upper,skill_score,skill_score_lower,skill_score_upper
 Chronos-2,Chronos-2,0.5,0.5,0.5,0.0,0.0,0.0
 Chronos-2,TimesFM-2.5,0.75,0.55,0.95,0.105,0.047,0.172
+Chronos-2,TiRex-2,0.65,0.45,0.85,0.066,0.027,0.11
 Chronos-2,TabPFN-TS-3,0.6,0.4,0.8,0.057,-0.007,0.141
 Chronos-2,TiRex,0.8,0.6,0.95,0.12,0.057,0.189
 Chronos-2,FlowState,0.9,0.75,1.0,0.106,0.046,0.172
 Chronos-2,Toto-2.0-2.5B,0.9,0.75,1.0,0.109,0.054,0.169
 Chronos-2,Toto-2.0-1B,0.9,0.75,1.0,0.118,0.06,0.179
-Chronos-2,Toto-2.0-313m,0.9,0.75,1.0,0.126,0.07,0.185
 Chronos-2,TabPFN-TS,0.8,0.65,0.95,0.071,-0.002,0.153
+Chronos-2,Toto-2.0-313m,0.9,0.75,1.0,0.126,0.07,0.185
 Chronos-2,Toto-2.0-22m,0.9,0.75,1.0,0.14,0.078,0.201
-Chronos-2,Moirai-2.0,0.9,0.75,1.0,0.149,0.087,0.212
 Chronos-2,CatBoost,0.8,0.6,0.95,0.153,0.084,0.215
+Chronos-2,Moirai-2.0,0.9,0.75,1.0,0.149,0.087,0.212
 Chronos-2,Chronos-Bolt,0.95,0.85,1.0,0.147,0.091,0.208
 Chronos-2,LightGBM,0.8,0.6,0.95,0.153,0.086,0.218
-Chronos-2,Stat. Ensemble,1.0,1.0,1.0,0.207,0.128,0.28
 Chronos-2,Seasonal Naive,1.0,1.0,1.0,0.315,0.234,0.388
 TimesFM-2.5,Chronos-2,0.25,0.05,0.45,-0.118,-0.208,-0.049
 TimesFM-2.5,TimesFM-2.5,0.5,0.5,0.5,0.0,0.0,0.0
+TimesFM-2.5,TiRex-2,0.45,0.25,0.65,-0.044,-0.121,0.014
 TimesFM-2.5,TabPFN-TS-3,0.6,0.4,0.8,-0.054,-0.18,0.05
 TimesFM-2.5,TiRex,0.6,0.399,0.8,0.016,-0.005,0.038
 TimesFM-2.5,FlowState,0.65,0.45,0.825,0.0,-0.018,0.017
 TimesFM-2.5,Toto-2.0-2.5B,0.65,0.4,0.85,0.003,-0.022,0.026
 TimesFM-2.5,Toto-2.0-1B,0.75,0.55,0.901,0.014,-0.011,0.036
-TimesFM-2.5,Toto-2.0-313m,0.7,0.5,0.9,0.023,0.001,0.041
 TimesFM-2.5,TabPFN-TS,0.6,0.4,0.8,-0.039,-0.169,0.071
+TimesFM-2.5,Toto-2.0-313m,0.7,0.5,0.9,0.023,0.001,0.041
 TimesFM-2.5,Toto-2.0-22m,0.75,0.55,0.9,0.039,0.009,0.065
-TimesFM-2.5,Moirai-2.0,0.7,0.5,0.875,0.049,0.019,0.081
 TimesFM-2.5,CatBoost,0.75,0.55,0.95,0.053,-0.043,0.133
+TimesFM-2.5,Moirai-2.0,0.7,0.5,0.875,0.049,0.019,0.081
 TimesFM-2.5,Chronos-Bolt,0.8,0.65,0.925,0.047,0.027,0.069
 TimesFM-2.5,LightGBM,0.85,0.65,1.0,0.054,-0.034,0.131
-TimesFM-2.5,Stat. Ensemble,0.75,0.55,0.95,0.113,0.046,0.193
 TimesFM-2.5,Seasonal Naive,0.95,0.85,1.0,0.234,0.156,0.306
+TiRex-2,Chronos-2,0.35,0.15,0.55,-0.071,-0.124,-0.027
+TiRex-2,TimesFM-2.5,0.55,0.35,0.75,0.042,-0.015,0.108
+TiRex-2,TiRex-2,0.5,0.5,0.5,0.0,0.0,0.0
+TiRex-2,TabPFN-TS-3,0.45,0.25,0.65,-0.009,-0.076,0.056
+TiRex-2,TiRex,0.55,0.35,0.75,0.058,0.001,0.117
+TiRex-2,FlowState,0.65,0.4,0.85,0.042,-0.018,0.109
+TiRex-2,Toto-2.0-2.5B,0.5,0.25,0.7,0.046,-0.009,0.111
+TiRex-2,Toto-2.0-1B,0.5,0.25,0.7,0.056,0.004,0.118
+TiRex-2,TabPFN-TS,0.6,0.4,0.8,0.005,-0.075,0.08
+TiRex-2,Toto-2.0-313m,0.65,0.4,0.85,0.064,0.012,0.127
+TiRex-2,Toto-2.0-22m,0.75,0.55,0.9,0.08,0.027,0.139
+TiRex-2,CatBoost,0.8,0.6,0.95,0.093,0.008,0.165
+TiRex-2,Moirai-2.0,0.9,0.75,1.0,0.089,0.036,0.146
+TiRex-2,Chronos-Bolt,0.9,0.75,1.0,0.087,0.035,0.145
+TiRex-2,LightGBM,0.8,0.6,0.95,0.094,0.014,0.162
+TiRex-2,Seasonal Naive,0.95,0.85,1.0,0.267,0.193,0.335
 TabPFN-TS-3,Chronos-2,0.4,0.2,0.6,-0.061,-0.164,0.007
 TabPFN-TS-3,TimesFM-2.5,0.4,0.2,0.6,0.051,-0.053,0.152
+TabPFN-TS-3,TiRex-2,0.55,0.35,0.75,0.009,-0.06,0.071
 TabPFN-TS-3,TabPFN-TS-3,0.5,0.5,0.5,0.0,0.0,0.0
 TabPFN-TS-3,TiRex,0.55,0.35,0.75,0.066,-0.033,0.163
 TabPFN-TS-3,FlowState,0.6,0.4,0.8,0.051,-0.058,0.155
 TabPFN-TS-3,Toto-2.0-2.5B,0.55,0.35,0.75,0.054,-0.06,0.155
 TabPFN-TS-3,Toto-2.0-1B,0.65,0.4,0.85,0.064,-0.042,0.161
-TabPFN-TS-3,Toto-2.0-313m,0.65,0.4,0.85,0.072,-0.03,0.168
 TabPFN-TS-3,TabPFN-TS,0.55,0.35,0.75,0.014,-0.014,0.051
+TabPFN-TS-3,Toto-2.0-313m,0.65,0.4,0.85,0.072,-0.03,0.168
 TabPFN-TS-3,Toto-2.0-22m,0.65,0.4,0.85,0.088,-0.017,0.18
-TabPFN-TS-3,Moirai-2.0,0.8,0.6,0.95,0.097,-0.005,0.189
 TabPFN-TS-3,CatBoost,0.7,0.5,0.85,0.101,0.003,0.187
+TabPFN-TS-3,Moirai-2.0,0.8,0.6,0.95,0.097,-0.005,0.189
 TabPFN-TS-3,Chronos-Bolt,0.85,0.699,1.0,0.095,-0.004,0.184
 TabPFN-TS-3,LightGBM,0.75,0.55,0.9,0.102,0.024,0.181
-TabPFN-TS-3,Stat. Ensemble,0.8,0.6,0.95,0.158,0.047,0.261
 TabPFN-TS-3,Seasonal Naive,0.95,0.85,1.0,0.273,0.168,0.364
 TiRex,Chronos-2,0.2,0.05,0.4,-0.136,-0.233,-0.061
 TiRex,TimesFM-2.5,0.4,0.2,0.601,-0.017,-0.039,0.005
+TiRex,TiRex-2,0.45,0.25,0.65,-0.061,-0.133,-0.001
 TiRex,TabPFN-TS-3,0.45,0.25,0.65,-0.071,-0.194,0.032
 TiRex,TiRex,0.5,0.5,0.5,0.0,0.0,0.0
 TiRex,FlowState,0.4,0.2,0.6,-0.016,-0.042,0.004
 TiRex,Toto-2.0-2.5B,0.5,0.25,0.7,-0.013,-0.054,0.019
 TiRex,Toto-2.0-1B,0.55,0.3,0.75,-0.002,-0.036,0.029
-TiRex,Toto-2.0-313m,0.55,0.35,0.75,0.006,-0.029,0.034
 TiRex,TabPFN-TS,0.6,0.4,0.8,-0.056,-0.189,0.046
+TiRex,Toto-2.0-313m,0.55,0.35,0.75,0.006,-0.029,0.034
 TiRex,Toto-2.0-22m,0.65,0.45,0.85,0.023,-0.014,0.055
-TiRex,Moirai-2.0,0.8,0.6,0.95,0.033,0.001,0.066
 TiRex,CatBoost,0.65,0.45,0.85,0.037,-0.066,0.119
+TiRex,Moirai-2.0,0.8,0.6,0.95,0.033,0.001,0.066
 TiRex,Chronos-Bolt,0.9,0.75,1.0,0.031,0.001,0.057
 TiRex,LightGBM,0.8,0.6,0.95,0.038,-0.057,0.111
-TiRex,Stat. Ensemble,0.8,0.6,0.95,0.098,0.029,0.177
 TiRex,Seasonal Naive,0.95,0.85,1.0,0.222,0.146,0.292
 FlowState,Chronos-2,0.1,0.0,0.25,-0.118,-0.208,-0.048
 FlowState,TimesFM-2.5,0.35,0.175,0.55,-0.0,-0.017,0.017
+FlowState,TiRex-2,0.35,0.15,0.6,-0.044,-0.122,0.018
 FlowState,TabPFN-TS-3,0.4,0.2,0.6,-0.054,-0.184,0.055
 FlowState,TiRex,0.6,0.4,0.8,0.016,-0.004,0.04
 FlowState,FlowState,0.5,0.5,0.5,0.0,0.0,0.0
 FlowState,Toto-2.0-2.5B,0.6,0.35,0.8,0.003,-0.021,0.027
 FlowState,Toto-2.0-1B,0.6,0.4,0.8,0.014,-0.008,0.037
-FlowState,Toto-2.0-313m,0.55,0.35,0.75,0.022,-0.001,0.045
 FlowState,TabPFN-TS,0.6,0.4,0.8,-0.039,-0.175,0.074
+FlowState,Toto-2.0-313m,0.55,0.35,0.75,0.022,-0.001,0.045
 FlowState,Toto-2.0-22m,0.7,0.5,0.9,0.039,0.012,0.065
-FlowState,Moirai-2.0,0.6,0.4,0.8,0.048,0.014,0.088
 FlowState,CatBoost,0.65,0.4,0.85,0.053,-0.046,0.133
+FlowState,Moirai-2.0,0.6,0.4,0.8,0.048,0.014,0.088
 FlowState,Chronos-Bolt,0.75,0.575,0.925,0.047,0.023,0.074
 FlowState,LightGBM,0.65,0.4,0.85,0.054,-0.036,0.13
-FlowState,Stat. Ensemble,0.8,0.6,0.95,0.113,0.045,0.193
 FlowState,Seasonal Naive,0.95,0.85,1.0,0.234,0.159,0.303
 Toto-2.0-2.5B,Chronos-2,0.1,0.0,0.25,-0.122,-0.203,-0.057
 Toto-2.0-2.5B,TimesFM-2.5,0.35,0.15,0.6,-0.003,-0.027,0.021
+Toto-2.0-2.5B,TiRex-2,0.5,0.3,0.75,-0.048,-0.125,0.009
 Toto-2.0-2.5B,TabPFN-TS-3,0.45,0.25,0.65,-0.057,-0.183,0.057
 Toto-2.0-2.5B,TiRex,0.5,0.3,0.75,0.013,-0.019,0.051
 Toto-2.0-2.5B,FlowState,0.4,0.2,0.65,-0.003,-0.028,0.021
 Toto-2.0-2.5B,Toto-2.0-2.5B,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-2.0-2.5B,Toto-2.0-1B,0.45,0.2,0.65,0.011,-0.002,0.026
-Toto-2.0-2.5B,Toto-2.0-313m,0.7,0.499,0.9,0.019,0.004,0.034
 Toto-2.0-2.5B,TabPFN-TS,0.5,0.3,0.7,-0.042,-0.176,0.077
+Toto-2.0-2.5B,Toto-2.0-313m,0.7,0.499,0.9,0.019,0.004,0.034
 Toto-2.0-2.5B,Toto-2.0-22m,0.7,0.5,0.9,0.036,0.011,0.057
-Toto-2.0-2.5B,Moirai-2.0,0.75,0.55,0.95,0.045,0.016,0.076
 Toto-2.0-2.5B,CatBoost,0.65,0.4,0.85,0.05,-0.042,0.122
+Toto-2.0-2.5B,Moirai-2.0,0.75,0.55,0.95,0.045,0.016,0.076
 Toto-2.0-2.5B,Chronos-Bolt,0.75,0.55,0.9,0.043,0.017,0.074
 Toto-2.0-2.5B,LightGBM,0.7,0.45,0.9,0.05,-0.039,0.123
-Toto-2.0-2.5B,Stat. Ensemble,0.8,0.6,0.95,0.11,0.046,0.185
 Toto-2.0-2.5B,Seasonal Naive,0.95,0.85,1.0,0.232,0.156,0.302
 Toto-2.0-1B,Chronos-2,0.1,0.0,0.25,-0.134,-0.218,-0.064
 Toto-2.0-1B,TimesFM-2.5,0.25,0.099,0.45,-0.015,-0.038,0.011
+Toto-2.0-1B,TiRex-2,0.5,0.3,0.75,-0.059,-0.134,-0.004
 Toto-2.0-1B,TabPFN-TS-3,0.35,0.15,0.6,-0.069,-0.192,0.041
 Toto-2.0-1B,TiRex,0.45,0.25,0.7,0.002,-0.03,0.034
 Toto-2.0-1B,FlowState,0.4,0.2,0.6,-0.014,-0.038,0.008
 Toto-2.0-1B,Toto-2.0-2.5B,0.55,0.35,0.8,-0.011,-0.027,0.002
 Toto-2.0-1B,Toto-2.0-1B,0.5,0.5,0.5,0.0,0.0,0.0
-Toto-2.0-1B,Toto-2.0-313m,0.65,0.45,0.85,0.008,-0.004,0.024
 Toto-2.0-1B,TabPFN-TS,0.5,0.3,0.7,-0.054,-0.185,0.058
+Toto-2.0-1B,Toto-2.0-313m,0.65,0.45,0.85,0.008,-0.004,0.024
 Toto-2.0-1B,Toto-2.0-22m,0.8,0.6,0.95,0.025,0.01,0.039
-Toto-2.0-1B,Moirai-2.0,0.65,0.45,0.85,0.035,0.004,0.066
 Toto-2.0-1B,CatBoost,0.7,0.45,0.9,0.039,-0.049,0.112
+Toto-2.0-1B,Moirai-2.0,0.65,0.45,0.85,0.035,0.004,0.066
 Toto-2.0-1B,Chronos-Bolt,0.65,0.449,0.85,0.033,0.006,0.063
 Toto-2.0-1B,LightGBM,0.7,0.45,0.9,0.04,-0.043,0.112
-Toto-2.0-1B,Stat. Ensemble,0.8,0.6,0.95,0.1,0.038,0.177
 Toto-2.0-1B,Seasonal Naive,0.95,0.85,1.0,0.223,0.152,0.29
-Toto-2.0-313m,Chronos-2,0.1,0.0,0.25,-0.144,-0.227,-0.075
-Toto-2.0-313m,TimesFM-2.5,0.3,0.1,0.5,-0.023,-0.043,-0.001
-Toto-2.0-313m,TabPFN-TS-3,0.35,0.15,0.6,-0.078,-0.201,0.029
-Toto-2.0-313m,TiRex,0.45,0.25,0.65,-0.006,-0.035,0.028
-Toto-2.0-313m,FlowState,0.45,0.25,0.65,-0.023,-0.047,0.001
-Toto-2.0-313m,Toto-2.0-2.5B,0.3,0.1,0.501,-0.02,-0.036,-0.004
-Toto-2.0-313m,Toto-2.0-1B,0.35,0.15,0.55,-0.008,-0.024,0.004
-Toto-2.0-313m,Toto-2.0-313m,0.5,0.5,0.5,0.0,0.0,0.0
-Toto-2.0-313m,TabPFN-TS,0.5,0.3,0.75,-0.063,-0.198,0.051
-Toto-2.0-313m,Toto-2.0-22m,0.75,0.55,0.9,0.017,-0.001,0.032
-Toto-2.0-313m,Moirai-2.0,0.7,0.5,0.9,0.027,-0.005,0.058
-Toto-2.0-313m,CatBoost,0.6,0.35,0.8,0.031,-0.065,0.11
-Toto-2.0-313m,Chronos-Bolt,0.7,0.5,0.9,0.025,-0.002,0.054
-Toto-2.0-313m,LightGBM,0.65,0.4,0.85,0.032,-0.051,0.105
-Toto-2.0-313m,Stat. Ensemble,0.8,0.6,0.95,0.093,0.024,0.171
-Toto-2.0-313m,Seasonal Naive,0.95,0.85,1.0,0.217,0.138,0.288
 TabPFN-TS,Chronos-2,0.2,0.05,0.35,-0.076,-0.181,0.002
 TabPFN-TS,TimesFM-2.5,0.4,0.2,0.6,0.037,-0.076,0.145
+TabPFN-TS,TiRex-2,0.4,0.2,0.6,-0.005,-0.087,0.07
 TabPFN-TS,TabPFN-TS-3,0.45,0.25,0.65,-0.014,-0.054,0.014
 TabPFN-TS,TiRex,0.4,0.2,0.6,0.053,-0.048,0.159
 TabPFN-TS,FlowState,0.4,0.2,0.6,0.038,-0.08,0.149
 TabPFN-TS,Toto-2.0-2.5B,0.5,0.3,0.7,0.041,-0.083,0.15
 TabPFN-TS,Toto-2.0-1B,0.5,0.3,0.7,0.051,-0.061,0.156
-TabPFN-TS,Toto-2.0-313m,0.5,0.25,0.7,0.059,-0.054,0.165
 TabPFN-TS,TabPFN-TS,0.5,0.5,0.5,0.0,0.0,0.0
+TabPFN-TS,Toto-2.0-313m,0.5,0.25,0.7,0.059,-0.054,0.165
 TabPFN-TS,Toto-2.0-22m,0.55,0.3,0.75,0.075,-0.037,0.176
-TabPFN-TS,Moirai-2.0,0.6,0.4,0.8,0.084,-0.03,0.188
 TabPFN-TS,CatBoost,0.65,0.45,0.85,0.089,-0.021,0.184
+TabPFN-TS,Moirai-2.0,0.6,0.4,0.8,0.084,-0.03,0.188
 TabPFN-TS,Chronos-Bolt,0.65,0.45,0.85,0.082,-0.028,0.185
 TabPFN-TS,LightGBM,0.6,0.4,0.8,0.089,0.003,0.177
-TabPFN-TS,Stat. Ensemble,0.6,0.35,0.8,0.146,0.025,0.258
 TabPFN-TS,Seasonal Naive,0.925,0.8,1.0,0.263,0.147,0.361
+Toto-2.0-313m,Chronos-2,0.1,0.0,0.25,-0.144,-0.227,-0.075
+Toto-2.0-313m,TimesFM-2.5,0.3,0.1,0.5,-0.023,-0.043,-0.001
+Toto-2.0-313m,TiRex-2,0.35,0.15,0.6,-0.068,-0.145,-0.012
+Toto-2.0-313m,TabPFN-TS-3,0.35,0.15,0.6,-0.078,-0.201,0.029
+Toto-2.0-313m,TiRex,0.45,0.25,0.65,-0.006,-0.035,0.028
+Toto-2.0-313m,FlowState,0.45,0.25,0.65,-0.023,-0.047,0.001
+Toto-2.0-313m,Toto-2.0-2.5B,0.3,0.1,0.501,-0.02,-0.036,-0.004
+Toto-2.0-313m,Toto-2.0-1B,0.35,0.15,0.55,-0.008,-0.024,0.004
+Toto-2.0-313m,TabPFN-TS,0.5,0.3,0.75,-0.063,-0.198,0.051
+Toto-2.0-313m,Toto-2.0-313m,0.5,0.5,0.5,0.0,0.0,0.0
+Toto-2.0-313m,Toto-2.0-22m,0.75,0.55,0.9,0.017,-0.001,0.032
+Toto-2.0-313m,CatBoost,0.6,0.35,0.8,0.031,-0.065,0.11
+Toto-2.0-313m,Moirai-2.0,0.7,0.5,0.9,0.027,-0.005,0.058
+Toto-2.0-313m,Chronos-Bolt,0.7,0.5,0.9,0.025,-0.002,0.054
+Toto-2.0-313m,LightGBM,0.65,0.4,0.85,0.032,-0.051,0.105
+Toto-2.0-313m,Seasonal Naive,0.95,0.85,1.0,0.217,0.138,0.288
 Toto-2.0-22m,Chronos-2,0.1,0.0,0.25,-0.163,-0.251,-0.085
 Toto-2.0-22m,TimesFM-2.5,0.25,0.1,0.45,-0.041,-0.07,-0.009
+Toto-2.0-22m,TiRex-2,0.25,0.1,0.45,-0.086,-0.162,-0.027
 Toto-2.0-22m,TabPFN-TS-3,0.35,0.15,0.6,-0.096,-0.219,0.016
 Toto-2.0-22m,TiRex,0.35,0.15,0.55,-0.024,-0.058,0.014
 Toto-2.0-22m,FlowState,0.3,0.1,0.5,-0.04,-0.069,-0.012
 Toto-2.0-22m,Toto-2.0-2.5B,0.3,0.1,0.5,-0.037,-0.061,-0.011
 Toto-2.0-22m,Toto-2.0-1B,0.2,0.05,0.4,-0.026,-0.041,-0.01
-Toto-2.0-22m,Toto-2.0-313m,0.25,0.1,0.45,-0.017,-0.034,0.001
 Toto-2.0-22m,TabPFN-TS,0.45,0.25,0.7,-0.081,-0.213,0.036
+Toto-2.0-22m,Toto-2.0-313m,0.25,0.1,0.45,-0.017,-0.034,0.001
 Toto-2.0-22m,Toto-2.0-22m,0.5,0.5,0.5,0.0,0.0,0.0
-Toto-2.0-22m,Moirai-2.0,0.6,0.4,0.8,0.01,-0.027,0.045
 Toto-2.0-22m,CatBoost,0.65,0.449,0.85,0.015,-0.087,0.095
+Toto-2.0-22m,Moirai-2.0,0.6,0.4,0.8,0.01,-0.027,0.045
 Toto-2.0-22m,Chronos-Bolt,0.55,0.35,0.75,0.008,-0.021,0.043
 Toto-2.0-22m,LightGBM,0.7,0.5,0.9,0.015,-0.072,0.089
-Toto-2.0-22m,Stat. Ensemble,0.75,0.55,0.9,0.077,0.014,0.153
 Toto-2.0-22m,Seasonal Naive,0.95,0.85,1.0,0.203,0.13,0.27
-Moirai-2.0,Chronos-2,0.1,0.0,0.25,-0.175,-0.269,-0.095
-Moirai-2.0,TimesFM-2.5,0.3,0.125,0.5,-0.051,-0.089,-0.019
-Moirai-2.0,TabPFN-TS-3,0.2,0.05,0.4,-0.107,-0.234,0.005
-Moirai-2.0,TiRex,0.2,0.05,0.4,-0.034,-0.071,-0.001
-Moirai-2.0,FlowState,0.4,0.2,0.6,-0.051,-0.096,-0.015
-Moirai-2.0,Toto-2.0-2.5B,0.25,0.05,0.45,-0.047,-0.082,-0.017
-Moirai-2.0,Toto-2.0-1B,0.35,0.15,0.55,-0.036,-0.07,-0.004
-Moirai-2.0,Toto-2.0-313m,0.3,0.1,0.5,-0.027,-0.061,0.005
-Moirai-2.0,TabPFN-TS,0.4,0.2,0.6,-0.092,-0.232,0.029
-Moirai-2.0,Toto-2.0-22m,0.4,0.2,0.6,-0.01,-0.047,0.026
-Moirai-2.0,Moirai-2.0,0.5,0.5,0.5,0.0,0.0,0.0
-Moirai-2.0,CatBoost,0.65,0.4,0.85,0.005,-0.089,0.076
-Moirai-2.0,Chronos-Bolt,0.575,0.375,0.775,-0.002,-0.025,0.018
-Moirai-2.0,LightGBM,0.65,0.4,0.85,0.005,-0.09,0.075
-Moirai-2.0,Stat. Ensemble,0.75,0.55,0.9,0.068,-0.002,0.141
-Moirai-2.0,Seasonal Naive,0.75,0.55,0.9,0.195,0.11,0.267
 CatBoost,Chronos-2,0.2,0.05,0.4,-0.181,-0.273,-0.092
 CatBoost,TimesFM-2.5,0.25,0.05,0.45,-0.056,-0.154,0.041
+CatBoost,TiRex-2,0.2,0.05,0.4,-0.103,-0.198,-0.008
 CatBoost,TabPFN-TS-3,0.3,0.15,0.5,-0.113,-0.231,-0.003
 CatBoost,TiRex,0.35,0.15,0.55,-0.039,-0.136,0.062
 CatBoost,FlowState,0.35,0.15,0.6,-0.056,-0.154,0.044
 CatBoost,Toto-2.0-2.5B,0.35,0.15,0.6,-0.053,-0.138,0.04
 CatBoost,Toto-2.0-1B,0.3,0.1,0.55,-0.041,-0.126,0.047
-CatBoost,Toto-2.0-313m,0.4,0.2,0.65,-0.032,-0.123,0.061
 CatBoost,TabPFN-TS,0.35,0.15,0.55,-0.097,-0.225,0.021
+CatBoost,Toto-2.0-313m,0.4,0.2,0.65,-0.032,-0.123,0.061
 CatBoost,Toto-2.0-22m,0.35,0.15,0.551,-0.015,-0.105,0.08
-CatBoost,Moirai-2.0,0.35,0.15,0.6,-0.005,-0.082,0.082
 CatBoost,CatBoost,0.5,0.5,0.5,0.0,0.0,0.0
+CatBoost,Moirai-2.0,0.35,0.15,0.6,-0.005,-0.082,0.082
 CatBoost,Chronos-Bolt,0.5,0.3,0.7,-0.007,-0.097,0.084
 CatBoost,LightGBM,0.8,0.649,0.95,0.001,-0.058,0.052
-CatBoost,Stat. Ensemble,0.6,0.4,0.8,0.063,-0.012,0.146
 CatBoost,Seasonal Naive,0.8,0.649,0.95,0.191,0.111,0.268
+Moirai-2.0,Chronos-2,0.1,0.0,0.25,-0.175,-0.269,-0.095
+Moirai-2.0,TimesFM-2.5,0.3,0.125,0.5,-0.051,-0.089,-0.019
+Moirai-2.0,TiRex-2,0.1,0.0,0.25,-0.098,-0.171,-0.037
+Moirai-2.0,TabPFN-TS-3,0.2,0.05,0.4,-0.107,-0.234,0.005
+Moirai-2.0,TiRex,0.2,0.05,0.4,-0.034,-0.071,-0.001
+Moirai-2.0,FlowState,0.4,0.2,0.6,-0.051,-0.096,-0.015
+Moirai-2.0,Toto-2.0-2.5B,0.25,0.05,0.45,-0.047,-0.082,-0.017
+Moirai-2.0,Toto-2.0-1B,0.35,0.15,0.55,-0.036,-0.07,-0.004
+Moirai-2.0,TabPFN-TS,0.4,0.2,0.6,-0.092,-0.232,0.029
+Moirai-2.0,Toto-2.0-313m,0.3,0.1,0.5,-0.027,-0.061,0.005
+Moirai-2.0,Toto-2.0-22m,0.4,0.2,0.6,-0.01,-0.047,0.026
+Moirai-2.0,CatBoost,0.65,0.4,0.85,0.005,-0.089,0.076
+Moirai-2.0,Moirai-2.0,0.5,0.5,0.5,0.0,0.0,0.0
+Moirai-2.0,Chronos-Bolt,0.575,0.375,0.775,-0.002,-0.025,0.018
+Moirai-2.0,LightGBM,0.65,0.4,0.85,0.005,-0.09,0.075
+Moirai-2.0,Seasonal Naive,0.75,0.55,0.9,0.195,0.11,0.267
 Chronos-Bolt,Chronos-2,0.05,0.0,0.15,-0.173,-0.262,-0.1
 Chronos-Bolt,TimesFM-2.5,0.2,0.075,0.35,-0.049,-0.074,-0.027
+Chronos-Bolt,TiRex-2,0.1,0.0,0.25,-0.095,-0.17,-0.037
 Chronos-Bolt,TabPFN-TS-3,0.15,0.0,0.301,-0.105,-0.226,0.004
 Chronos-Bolt,TiRex,0.1,0.0,0.25,-0.032,-0.061,-0.001
 Chronos-Bolt,FlowState,0.25,0.075,0.425,-0.049,-0.08,-0.023
 Chronos-Bolt,Toto-2.0-2.5B,0.25,0.1,0.45,-0.045,-0.08,-0.017
 Chronos-Bolt,Toto-2.0-1B,0.35,0.15,0.551,-0.034,-0.068,-0.006
-Chronos-Bolt,Toto-2.0-313m,0.3,0.1,0.5,-0.025,-0.057,0.002
 Chronos-Bolt,TabPFN-TS,0.35,0.15,0.55,-0.09,-0.226,0.027
+Chronos-Bolt,Toto-2.0-313m,0.3,0.1,0.5,-0.025,-0.057,0.002
 Chronos-Bolt,Toto-2.0-22m,0.45,0.25,0.65,-0.008,-0.045,0.021
-Chronos-Bolt,Moirai-2.0,0.425,0.225,0.625,0.002,-0.018,0.024
 Chronos-Bolt,CatBoost,0.5,0.3,0.7,0.007,-0.091,0.089
+Chronos-Bolt,Moirai-2.0,0.425,0.225,0.625,0.002,-0.018,0.024
 Chronos-Bolt,Chronos-Bolt,0.5,0.5,0.5,0.0,0.0,0.0
 Chronos-Bolt,LightGBM,0.6,0.35,0.8,0.007,-0.084,0.079
-Chronos-Bolt,Stat. Ensemble,0.6,0.35,0.8,0.07,-0.003,0.15
 Chronos-Bolt,Seasonal Naive,0.85,0.65,1.0,0.197,0.112,0.272
 LightGBM,Chronos-2,0.2,0.05,0.4,-0.181,-0.279,-0.095
 LightGBM,TimesFM-2.5,0.15,0.0,0.35,-0.057,-0.151,0.033
+LightGBM,TiRex-2,0.2,0.05,0.4,-0.103,-0.194,-0.014
 LightGBM,TabPFN-TS-3,0.25,0.1,0.45,-0.113,-0.221,-0.024
 LightGBM,TiRex,0.2,0.05,0.4,-0.04,-0.125,0.054
 LightGBM,FlowState,0.35,0.15,0.6,-0.057,-0.149,0.035
 LightGBM,Toto-2.0-2.5B,0.3,0.1,0.55,-0.053,-0.14,0.038
 LightGBM,Toto-2.0-1B,0.3,0.1,0.55,-0.042,-0.126,0.041
-LightGBM,Toto-2.0-313m,0.35,0.15,0.6,-0.033,-0.117,0.049
 LightGBM,TabPFN-TS,0.4,0.2,0.6,-0.098,-0.215,-0.003
+LightGBM,Toto-2.0-313m,0.35,0.15,0.6,-0.033,-0.117,0.049
 LightGBM,Toto-2.0-22m,0.3,0.1,0.5,-0.016,-0.097,0.067
-LightGBM,Moirai-2.0,0.35,0.15,0.6,-0.005,-0.081,0.083
 LightGBM,CatBoost,0.2,0.05,0.351,-0.001,-0.054,0.055
+LightGBM,Moirai-2.0,0.35,0.15,0.6,-0.005,-0.081,0.083
 LightGBM,Chronos-Bolt,0.4,0.2,0.65,-0.007,-0.086,0.077
 LightGBM,LightGBM,0.5,0.5,0.5,0.0,0.0,0.0
-LightGBM,Stat. Ensemble,0.6,0.4,0.8,0.063,-0.012,0.147
 LightGBM,Seasonal Naive,0.85,0.65,1.0,0.191,0.107,0.267
-Stat. Ensemble,Chronos-2,0.0,0.0,0.0,-0.26,-0.388,-0.147
-Stat. Ensemble,TimesFM-2.5,0.25,0.05,0.45,-0.128,-0.239,-0.048
-Stat. Ensemble,TabPFN-TS-3,0.2,0.05,0.4,-0.188,-0.354,-0.049
-Stat. Ensemble,TiRex,0.2,0.05,0.4,-0.109,-0.215,-0.03
-Stat. Ensemble,FlowState,0.2,0.05,0.4,-0.127,-0.239,-0.047
-Stat. Ensemble,Toto-2.0-2.5B,0.2,0.05,0.4,-0.124,-0.228,-0.049
-Stat. Ensemble,Toto-2.0-1B,0.2,0.05,0.4,-0.111,-0.215,-0.039
-Stat. Ensemble,Toto-2.0-313m,0.2,0.05,0.4,-0.102,-0.206,-0.025
-Stat. Ensemble,TabPFN-TS,0.4,0.2,0.65,-0.171,-0.348,-0.026
-Stat. Ensemble,Toto-2.0-22m,0.25,0.1,0.45,-0.084,-0.181,-0.015
-Stat. Ensemble,Moirai-2.0,0.25,0.1,0.45,-0.073,-0.164,0.002
-Stat. Ensemble,CatBoost,0.4,0.2,0.6,-0.068,-0.171,0.012
-Stat. Ensemble,Chronos-Bolt,0.4,0.2,0.65,-0.075,-0.176,0.003
-Stat. Ensemble,LightGBM,0.4,0.2,0.6,-0.067,-0.172,0.012
-Stat. Ensemble,Stat. Ensemble,0.5,0.5,0.5,0.0,0.0,0.0
-Stat. Ensemble,Seasonal Naive,0.95,0.85,1.0,0.137,0.097,0.172
 Seasonal Naive,Chronos-2,0.0,0.0,0.0,-0.46,-0.635,-0.305
 Seasonal Naive,TimesFM-2.5,0.05,0.0,0.15,-0.306,-0.442,-0.185
+Seasonal Naive,TiRex-2,0.05,0.0,0.15,-0.364,-0.505,-0.239
 Seasonal Naive,TabPFN-TS-3,0.05,0.0,0.15,-0.376,-0.571,-0.202
 Seasonal Naive,TiRex,0.05,0.0,0.15,-0.285,-0.413,-0.17
 Seasonal Naive,FlowState,0.05,0.0,0.15,-0.306,-0.434,-0.189
 Seasonal Naive,Toto-2.0-2.5B,0.05,0.0,0.15,-0.301,-0.432,-0.184
 Seasonal Naive,Toto-2.0-1B,0.05,0.0,0.15,-0.287,-0.409,-0.179
-Seasonal Naive,Toto-2.0-313m,0.05,0.0,0.15,-0.277,-0.405,-0.161
 Seasonal Naive,TabPFN-TS,0.075,0.0,0.2,-0.357,-0.566,-0.173
+Seasonal Naive,Toto-2.0-313m,0.05,0.0,0.15,-0.277,-0.405,-0.161
 Seasonal Naive,Toto-2.0-22m,0.05,0.0,0.15,-0.255,-0.37,-0.149
-Seasonal Naive,Moirai-2.0,0.25,0.1,0.45,-0.243,-0.365,-0.123
 Seasonal Naive,CatBoost,0.2,0.05,0.351,-0.237,-0.367,-0.125
+Seasonal Naive,Moirai-2.0,0.25,0.1,0.45,-0.243,-0.365,-0.123
 Seasonal Naive,Chronos-Bolt,0.15,0.0,0.35,-0.245,-0.374,-0.126
 Seasonal Naive,LightGBM,0.15,0.0,0.35,-0.236,-0.365,-0.12
-Seasonal Naive,Stat. Ensemble,0.05,0.0,0.15,-0.158,-0.208,-0.107
 Seasonal Naive,Seasonal Naive,0.5,0.5,0.5,0.0,0.0,0.0
diff --git a/tables/domain_retail/pairwise_SQL.csv b/tables/domain_retail/pairwise_SQL.csv
index 7c31d26a92e30f89634d1c700fa1d37a27e3acb9..ad16b3735e78611d42135d848f42d3916803a61e 100644
--- a/tables/domain_retail/pairwise_SQL.csv
+++ b/tables/domain_retail/pairwise_SQL.csv
@@ -1,9 +1,10 @@
 model_1,model_2,win_rate,win_rate_lower,win_rate_upper,skill_score,skill_score_lower,skill_score_upper
 Chronos-2,Chronos-2,0.5,0.5,0.5,0.0,0.0,0.0
+Chronos-2,TiRex-2,0.55,0.35,0.75,0.067,0.02,0.117
 Chronos-2,TiRex,0.8,0.6,0.95,0.113,0.05,0.183
 Chronos-2,TimesFM-2.5,0.85,0.7,1.0,0.109,0.05,0.174
-Chronos-2,FlowState,0.9,0.75,1.0,0.112,0.049,0.179
 Chronos-2,Toto-2.0-2.5B,0.9,0.75,1.0,0.138,0.081,0.198
+Chronos-2,FlowState,0.9,0.75,1.0,0.112,0.049,0.179
 Chronos-2,TabPFN-TS-3,0.75,0.55,0.95,0.057,-0.006,0.13
 Chronos-2,Toto-2.0-1B,0.9,0.75,1.0,0.137,0.081,0.196
 Chronos-2,TabPFN-TS,0.8,0.65,0.95,0.083,0.003,0.165
@@ -13,13 +14,29 @@ Chronos-2,Chronos-Bolt,0.95,0.85,1.0,0.15,0.091,0.211
 Chronos-2,Moirai-2.0,0.95,0.85,1.0,0.159,0.096,0.22
 Chronos-2,Toto-1.0,0.95,0.85,1.0,0.188,0.12,0.253
 Chronos-2,Toto-2.0-4m,0.9,0.75,1.0,0.175,0.104,0.244
-Chronos-2,Stat. Ensemble,1.0,1.0,1.0,0.25,0.174,0.322
 Chronos-2,Seasonal Naive,1.0,1.0,1.0,0.44,0.349,0.516
+TiRex-2,Chronos-2,0.45,0.25,0.65,-0.071,-0.133,-0.02
+TiRex-2,TiRex-2,0.5,0.5,0.5,0.0,0.0,0.0
+TiRex-2,TiRex,0.6,0.4,0.8,0.05,-0.003,0.108
+TiRex-2,TimesFM-2.5,0.55,0.349,0.75,0.045,-0.011,0.105
+TiRex-2,Toto-2.0-2.5B,0.45,0.249,0.65,0.077,0.015,0.142
+TiRex-2,FlowState,0.65,0.4,0.85,0.048,-0.009,0.11
+TiRex-2,TabPFN-TS-3,0.65,0.45,0.85,-0.01,-0.081,0.048
+TiRex-2,Toto-2.0-1B,0.7,0.5,0.9,0.075,0.024,0.134
+TiRex-2,TabPFN-TS,0.6,0.4,0.8,0.017,-0.066,0.1
+TiRex-2,Toto-2.0-313m,0.7,0.5,0.9,0.081,0.028,0.138
+TiRex-2,Toto-2.0-22m,0.9,0.75,1.0,0.092,0.041,0.147
+TiRex-2,Chronos-Bolt,0.9,0.75,1.0,0.089,0.042,0.141
+TiRex-2,Moirai-2.0,0.9,0.75,1.0,0.099,0.05,0.152
+TiRex-2,Toto-1.0,0.95,0.85,1.0,0.131,0.079,0.181
+TiRex-2,Toto-2.0-4m,0.95,0.85,1.0,0.116,0.067,0.171
+TiRex-2,Seasonal Naive,1.0,1.0,1.0,0.4,0.317,0.474
 TiRex,Chronos-2,0.2,0.05,0.4,-0.127,-0.224,-0.052
+TiRex,TiRex-2,0.4,0.2,0.6,-0.052,-0.121,0.003
 TiRex,TiRex,0.5,0.5,0.5,0.0,0.0,0.0
 TiRex,TimesFM-2.5,0.5,0.3,0.7,-0.005,-0.02,0.012
-TiRex,FlowState,0.6,0.4,0.8,-0.001,-0.019,0.016
 TiRex,Toto-2.0-2.5B,0.6,0.4,0.8,0.029,-0.008,0.069
+TiRex,FlowState,0.6,0.4,0.8,-0.001,-0.019,0.016
 TiRex,TabPFN-TS-3,0.7,0.5,0.9,-0.063,-0.181,0.035
 TiRex,Toto-2.0-1B,0.6,0.4,0.8,0.027,-0.002,0.057
 TiRex,TabPFN-TS,0.65,0.45,0.85,-0.034,-0.17,0.078
@@ -29,13 +46,13 @@ TiRex,Chronos-Bolt,0.85,0.7,1.0,0.041,0.019,0.066
 TiRex,Moirai-2.0,0.85,0.7,1.0,0.052,0.023,0.083
 TiRex,Toto-1.0,0.9,0.75,1.0,0.085,0.046,0.129
 TiRex,Toto-2.0-4m,0.95,0.85,1.0,0.07,0.047,0.092
-TiRex,Stat. Ensemble,1.0,1.0,1.0,0.154,0.093,0.223
 TiRex,Seasonal Naive,1.0,1.0,1.0,0.368,0.285,0.444
 TimesFM-2.5,Chronos-2,0.15,0.0,0.3,-0.122,-0.211,-0.053
+TimesFM-2.5,TiRex-2,0.45,0.25,0.651,-0.048,-0.118,0.01
 TimesFM-2.5,TiRex,0.5,0.3,0.7,0.005,-0.012,0.019
 TimesFM-2.5,TimesFM-2.5,0.5,0.5,0.5,0.0,0.0,0.0
-TimesFM-2.5,FlowState,0.6,0.4,0.8,0.003,-0.018,0.024
 TimesFM-2.5,Toto-2.0-2.5B,0.65,0.4,0.85,0.033,-0.003,0.071
+TimesFM-2.5,FlowState,0.6,0.4,0.8,0.003,-0.018,0.024
 TimesFM-2.5,TabPFN-TS-3,0.65,0.45,0.85,-0.058,-0.175,0.037
 TimesFM-2.5,Toto-2.0-1B,0.75,0.55,0.901,0.031,0.005,0.058
 TimesFM-2.5,TabPFN-TS,0.65,0.45,0.85,-0.03,-0.163,0.077
@@ -45,29 +62,13 @@ TimesFM-2.5,Chronos-Bolt,0.8,0.65,0.925,0.046,0.027,0.067
 TimesFM-2.5,Moirai-2.0,0.8,0.625,0.95,0.056,0.028,0.087
 TimesFM-2.5,Toto-1.0,0.8,0.625,0.95,0.089,0.048,0.136
 TimesFM-2.5,Toto-2.0-4m,0.85,0.7,1.0,0.074,0.043,0.102
-TimesFM-2.5,Stat. Ensemble,0.95,0.85,1.0,0.158,0.088,0.232
 TimesFM-2.5,Seasonal Naive,1.0,1.0,1.0,0.371,0.282,0.452
-FlowState,Chronos-2,0.1,0.0,0.25,-0.126,-0.218,-0.052
-FlowState,TiRex,0.4,0.2,0.6,0.001,-0.016,0.019
-FlowState,TimesFM-2.5,0.4,0.2,0.6,-0.003,-0.025,0.017
-FlowState,FlowState,0.5,0.5,0.5,0.0,0.0,0.0
-FlowState,Toto-2.0-2.5B,0.65,0.45,0.85,0.03,-0.004,0.069
-FlowState,TabPFN-TS-3,0.45,0.25,0.65,-0.062,-0.184,0.043
-FlowState,Toto-2.0-1B,0.65,0.45,0.85,0.028,0.002,0.056
-FlowState,TabPFN-TS,0.6,0.4,0.8,-0.033,-0.168,0.078
-FlowState,Toto-2.0-313m,0.7,0.5,0.9,0.034,0.01,0.058
-FlowState,Toto-2.0-22m,0.65,0.45,0.85,0.046,0.019,0.072
-FlowState,Chronos-Bolt,0.7,0.525,0.875,0.043,0.013,0.076
-FlowState,Moirai-2.0,0.6,0.399,0.8,0.053,0.015,0.096
-FlowState,Toto-1.0,0.8,0.625,0.95,0.086,0.037,0.136
-FlowState,Toto-2.0-4m,0.75,0.55,0.95,0.071,0.039,0.104
-FlowState,Stat. Ensemble,1.0,1.0,1.0,0.155,0.09,0.23
-FlowState,Seasonal Naive,1.0,1.0,1.0,0.369,0.285,0.445
 Toto-2.0-2.5B,Chronos-2,0.1,0.0,0.25,-0.161,-0.246,-0.089
+Toto-2.0-2.5B,TiRex-2,0.55,0.35,0.751,-0.083,-0.166,-0.016
 Toto-2.0-2.5B,TiRex,0.4,0.2,0.6,-0.03,-0.074,0.008
 Toto-2.0-2.5B,TimesFM-2.5,0.35,0.15,0.6,-0.034,-0.077,0.003
-Toto-2.0-2.5B,FlowState,0.35,0.15,0.55,-0.031,-0.074,0.004
 Toto-2.0-2.5B,Toto-2.0-2.5B,0.5,0.5,0.5,0.0,0.0,0.0
+Toto-2.0-2.5B,FlowState,0.35,0.15,0.55,-0.031,-0.074,0.004
 Toto-2.0-2.5B,TabPFN-TS-3,0.55,0.35,0.75,-0.095,-0.221,0.018
 Toto-2.0-2.5B,Toto-2.0-1B,0.65,0.4,0.85,-0.002,-0.025,0.016
 Toto-2.0-2.5B,TabPFN-TS,0.55,0.35,0.75,-0.065,-0.209,0.061
@@ -77,13 +78,29 @@ Toto-2.0-2.5B,Chronos-Bolt,0.7,0.5,0.9,0.013,-0.034,0.053
 Toto-2.0-2.5B,Moirai-2.0,0.7,0.5,0.9,0.024,-0.029,0.069
 Toto-2.0-2.5B,Toto-1.0,0.7,0.5,0.9,0.058,-0.003,0.114
 Toto-2.0-2.5B,Toto-2.0-4m,0.85,0.65,1.0,0.042,-0.009,0.083
-Toto-2.0-2.5B,Stat. Ensemble,0.75,0.55,0.901,0.129,0.047,0.211
 Toto-2.0-2.5B,Seasonal Naive,1.0,1.0,1.0,0.35,0.254,0.429
+FlowState,Chronos-2,0.1,0.0,0.25,-0.126,-0.218,-0.052
+FlowState,TiRex-2,0.35,0.15,0.6,-0.051,-0.123,0.009
+FlowState,TiRex,0.4,0.2,0.6,0.001,-0.016,0.019
+FlowState,TimesFM-2.5,0.4,0.2,0.6,-0.003,-0.025,0.017
+FlowState,Toto-2.0-2.5B,0.65,0.45,0.85,0.03,-0.004,0.069
+FlowState,FlowState,0.5,0.5,0.5,0.0,0.0,0.0
+FlowState,TabPFN-TS-3,0.45,0.25,0.65,-0.062,-0.184,0.043
+FlowState,Toto-2.0-1B,0.65,0.45,0.85,0.028,0.002,0.056
+FlowState,TabPFN-TS,0.6,0.4,0.8,-0.033,-0.168,0.078
+FlowState,Toto-2.0-313m,0.7,0.5,0.9,0.034,0.01,0.058
+FlowState,Toto-2.0-22m,0.65,0.45,0.85,0.046,0.019,0.072
+FlowState,Chronos-Bolt,0.7,0.525,0.875,0.043,0.013,0.076
+FlowState,Moirai-2.0,0.6,0.399,0.8,0.053,0.015,0.096
+FlowState,Toto-1.0,0.8,0.625,0.95,0.086,0.037,0.136
+FlowState,Toto-2.0-4m,0.75,0.55,0.95,0.071,0.039,0.104
+FlowState,Seasonal Naive,1.0,1.0,1.0,0.369,0.285,0.445
 TabPFN-TS-3,Chronos-2,0.25,0.05,0.45,-0.06,-0.149,0.006
+TabPFN-TS-3,TiRex-2,0.35,0.15,0.55,0.01,-0.051,0.075
 TabPFN-TS-3,TiRex,0.3,0.1,0.5,0.059,-0.036,0.153
 TabPFN-TS-3,TimesFM-2.5,0.35,0.15,0.55,0.055,-0.038,0.149
-TabPFN-TS-3,FlowState,0.55,0.35,0.75,0.058,-0.045,0.155
 TabPFN-TS-3,Toto-2.0-2.5B,0.45,0.25,0.65,0.086,-0.018,0.181
+TabPFN-TS-3,FlowState,0.55,0.35,0.75,0.058,-0.045,0.155
 TabPFN-TS-3,TabPFN-TS-3,0.5,0.5,0.5,0.0,0.0,0.0
 TabPFN-TS-3,Toto-2.0-1B,0.55,0.3,0.75,0.085,-0.01,0.173
 TabPFN-TS-3,TabPFN-TS,0.5,0.3,0.7,0.027,-0.015,0.086
@@ -93,13 +110,13 @@ TabPFN-TS-3,Chronos-Bolt,0.8,0.6,0.95,0.098,0.009,0.183
 TabPFN-TS-3,Moirai-2.0,0.75,0.55,0.95,0.108,0.015,0.195
 TabPFN-TS-3,Toto-1.0,0.85,0.65,1.0,0.139,0.046,0.228
 TabPFN-TS-3,Toto-2.0-4m,0.75,0.55,0.95,0.125,0.04,0.208
-TabPFN-TS-3,Stat. Ensemble,0.8,0.6,0.95,0.204,0.104,0.294
 TabPFN-TS-3,Seasonal Naive,1.0,1.0,1.0,0.406,0.293,0.499
 Toto-2.0-1B,Chronos-2,0.1,0.0,0.25,-0.159,-0.243,-0.089
+Toto-2.0-1B,TiRex-2,0.3,0.1,0.5,-0.082,-0.155,-0.025
 Toto-2.0-1B,TiRex,0.4,0.2,0.6,-0.028,-0.061,0.002
 Toto-2.0-1B,TimesFM-2.5,0.25,0.099,0.45,-0.032,-0.062,-0.005
-Toto-2.0-1B,FlowState,0.35,0.15,0.55,-0.029,-0.059,-0.002
 Toto-2.0-1B,Toto-2.0-2.5B,0.35,0.15,0.6,0.002,-0.016,0.025
+Toto-2.0-1B,FlowState,0.35,0.15,0.55,-0.029,-0.059,-0.002
 Toto-2.0-1B,TabPFN-TS-3,0.45,0.25,0.7,-0.093,-0.209,0.01
 Toto-2.0-1B,Toto-2.0-1B,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-2.0-1B,TabPFN-TS,0.55,0.35,0.75,-0.063,-0.198,0.053
@@ -109,13 +126,13 @@ Toto-2.0-1B,Chronos-Bolt,0.65,0.45,0.85,0.015,-0.019,0.046
 Toto-2.0-1B,Moirai-2.0,0.7,0.5,0.9,0.025,-0.017,0.061
 Toto-2.0-1B,Toto-1.0,0.75,0.55,0.95,0.06,0.01,0.109
 Toto-2.0-1B,Toto-2.0-4m,0.9,0.75,1.0,0.044,0.008,0.073
-Toto-2.0-1B,Stat. Ensemble,0.75,0.55,0.9,0.131,0.057,0.207
 Toto-2.0-1B,Seasonal Naive,1.0,1.0,1.0,0.351,0.261,0.426
 TabPFN-TS,Chronos-2,0.2,0.05,0.35,-0.09,-0.198,-0.003
+TabPFN-TS,TiRex-2,0.4,0.2,0.6,-0.017,-0.112,0.061
 TabPFN-TS,TiRex,0.35,0.15,0.55,0.033,-0.085,0.145
 TabPFN-TS,TimesFM-2.5,0.35,0.15,0.55,0.029,-0.083,0.14
-TabPFN-TS,FlowState,0.4,0.2,0.6,0.032,-0.084,0.143
 TabPFN-TS,Toto-2.0-2.5B,0.45,0.25,0.65,0.061,-0.065,0.173
+TabPFN-TS,FlowState,0.4,0.2,0.6,0.032,-0.084,0.143
 TabPFN-TS,TabPFN-TS-3,0.5,0.3,0.7,-0.028,-0.094,0.015
 TabPFN-TS,Toto-2.0-1B,0.45,0.25,0.65,0.059,-0.056,0.166
 TabPFN-TS,TabPFN-TS,0.5,0.5,0.5,0.0,0.0,0.0
@@ -125,13 +142,13 @@ TabPFN-TS,Chronos-Bolt,0.6,0.4,0.8,0.073,-0.041,0.178
 TabPFN-TS,Moirai-2.0,0.6,0.4,0.8,0.083,-0.035,0.189
 TabPFN-TS,Toto-1.0,0.7,0.5,0.9,0.115,0.001,0.216
 TabPFN-TS,Toto-2.0-4m,0.6,0.4,0.8,0.101,-0.013,0.203
-TabPFN-TS,Stat. Ensemble,0.8,0.6,0.95,0.182,0.066,0.287
 TabPFN-TS,Seasonal Naive,0.925,0.8,1.0,0.389,0.273,0.49
 Toto-2.0-313m,Chronos-2,0.1,0.0,0.25,-0.166,-0.257,-0.091
+Toto-2.0-313m,TiRex-2,0.3,0.1,0.5,-0.088,-0.16,-0.028
 Toto-2.0-313m,TiRex,0.25,0.1,0.45,-0.034,-0.059,-0.009
 Toto-2.0-313m,TimesFM-2.5,0.25,0.099,0.45,-0.039,-0.065,-0.012
-Toto-2.0-313m,FlowState,0.3,0.1,0.5,-0.035,-0.061,-0.011
 Toto-2.0-313m,Toto-2.0-2.5B,0.2,0.05,0.4,-0.004,-0.033,0.028
+Toto-2.0-313m,FlowState,0.3,0.1,0.5,-0.035,-0.061,-0.011
 Toto-2.0-313m,TabPFN-TS-3,0.45,0.25,0.7,-0.099,-0.216,-0.0
 Toto-2.0-313m,Toto-2.0-1B,0.35,0.15,0.55,-0.006,-0.023,0.011
 Toto-2.0-313m,TabPFN-TS,0.45,0.25,0.65,-0.069,-0.208,0.047
@@ -141,13 +158,13 @@ Toto-2.0-313m,Chronos-Bolt,0.6,0.4,0.8,0.009,-0.025,0.04
 Toto-2.0-313m,Moirai-2.0,0.6,0.4,0.8,0.019,-0.02,0.058
 Toto-2.0-313m,Toto-1.0,0.75,0.55,0.9,0.054,0.007,0.104
 Toto-2.0-313m,Toto-2.0-4m,0.85,0.65,1.0,0.038,0.008,0.061
-Toto-2.0-313m,Stat. Ensemble,0.85,0.65,1.0,0.125,0.051,0.2
 Toto-2.0-313m,Seasonal Naive,1.0,1.0,1.0,0.347,0.258,0.424
 Toto-2.0-22m,Chronos-2,0.15,0.0,0.3,-0.179,-0.276,-0.092
+Toto-2.0-22m,TiRex-2,0.1,0.0,0.25,-0.101,-0.173,-0.043
 Toto-2.0-22m,TiRex,0.2,0.05,0.4,-0.046,-0.068,-0.024
 Toto-2.0-22m,TimesFM-2.5,0.15,0.0,0.3,-0.051,-0.08,-0.021
-Toto-2.0-22m,FlowState,0.35,0.15,0.55,-0.048,-0.078,-0.019
 Toto-2.0-22m,Toto-2.0-2.5B,0.25,0.1,0.45,-0.016,-0.052,0.031
+Toto-2.0-22m,FlowState,0.35,0.15,0.55,-0.048,-0.078,-0.019
 Toto-2.0-22m,TabPFN-TS-3,0.35,0.15,0.55,-0.112,-0.226,-0.011
 Toto-2.0-22m,Toto-2.0-1B,0.25,0.099,0.45,-0.018,-0.044,0.016
 Toto-2.0-22m,TabPFN-TS,0.5,0.3,0.7,-0.082,-0.22,0.038
@@ -157,13 +174,13 @@ Toto-2.0-22m,Chronos-Bolt,0.5,0.3,0.7,-0.003,-0.031,0.027
 Toto-2.0-22m,Moirai-2.0,0.55,0.35,0.75,0.008,-0.028,0.043
 Toto-2.0-22m,Toto-1.0,0.7,0.5,0.9,0.043,0.004,0.088
 Toto-2.0-22m,Toto-2.0-4m,0.85,0.7,1.0,0.027,0.015,0.039
-Toto-2.0-22m,Stat. Ensemble,0.9,0.75,1.0,0.115,0.054,0.187
 Toto-2.0-22m,Seasonal Naive,1.0,1.0,1.0,0.339,0.253,0.415
 Chronos-Bolt,Chronos-2,0.05,0.0,0.15,-0.176,-0.268,-0.1
+Chronos-Bolt,TiRex-2,0.1,0.0,0.25,-0.098,-0.164,-0.044
 Chronos-Bolt,TiRex,0.15,0.0,0.3,-0.043,-0.071,-0.019
 Chronos-Bolt,TimesFM-2.5,0.2,0.075,0.35,-0.048,-0.072,-0.027
-Chronos-Bolt,FlowState,0.3,0.125,0.475,-0.045,-0.082,-0.014
 Chronos-Bolt,Toto-2.0-2.5B,0.3,0.1,0.5,-0.013,-0.056,0.033
+Chronos-Bolt,FlowState,0.3,0.125,0.475,-0.045,-0.082,-0.014
 Chronos-Bolt,TabPFN-TS-3,0.2,0.05,0.4,-0.109,-0.224,-0.009
 Chronos-Bolt,Toto-2.0-1B,0.35,0.15,0.55,-0.015,-0.048,0.019
 Chronos-Bolt,TabPFN-TS,0.4,0.2,0.6,-0.079,-0.216,0.04
@@ -173,13 +190,13 @@ Chronos-Bolt,Chronos-Bolt,0.5,0.5,0.5,0.0,0.0,0.0
 Chronos-Bolt,Moirai-2.0,0.625,0.425,0.8,0.011,-0.005,0.028
 Chronos-Bolt,Toto-1.0,0.75,0.575,0.9,0.046,0.016,0.087
 Chronos-Bolt,Toto-2.0-4m,0.7,0.5,0.9,0.03,-0.002,0.059
-Chronos-Bolt,Stat. Ensemble,0.85,0.7,1.0,0.118,0.051,0.19
 Chronos-Bolt,Seasonal Naive,0.95,0.85,1.0,0.341,0.248,0.419
 Moirai-2.0,Chronos-2,0.05,0.0,0.15,-0.189,-0.282,-0.106
+Moirai-2.0,TiRex-2,0.1,0.0,0.25,-0.11,-0.179,-0.052
 Moirai-2.0,TiRex,0.15,0.0,0.3,-0.054,-0.091,-0.024
 Moirai-2.0,TimesFM-2.5,0.2,0.05,0.375,-0.059,-0.096,-0.029
-Moirai-2.0,FlowState,0.4,0.2,0.601,-0.056,-0.106,-0.015
 Moirai-2.0,Toto-2.0-2.5B,0.3,0.1,0.5,-0.024,-0.074,0.029
+Moirai-2.0,FlowState,0.4,0.2,0.601,-0.056,-0.106,-0.015
 Moirai-2.0,TabPFN-TS-3,0.25,0.05,0.45,-0.121,-0.242,-0.015
 Moirai-2.0,Toto-2.0-1B,0.3,0.1,0.5,-0.026,-0.065,0.017
 Moirai-2.0,TabPFN-TS,0.4,0.2,0.6,-0.091,-0.233,0.033
@@ -189,13 +206,13 @@ Moirai-2.0,Chronos-Bolt,0.375,0.2,0.575,-0.011,-0.029,0.005
 Moirai-2.0,Moirai-2.0,0.5,0.5,0.5,0.0,0.0,0.0
 Moirai-2.0,Toto-1.0,0.6,0.399,0.8,0.035,0.006,0.074
 Moirai-2.0,Toto-2.0-4m,0.75,0.55,0.95,0.019,-0.015,0.053
-Moirai-2.0,Stat. Ensemble,0.85,0.7,1.0,0.108,0.039,0.178
 Moirai-2.0,Seasonal Naive,0.9,0.75,1.0,0.334,0.239,0.414
 Toto-1.0,Chronos-2,0.05,0.0,0.15,-0.232,-0.339,-0.136
+Toto-1.0,TiRex-2,0.05,0.0,0.15,-0.15,-0.221,-0.086
 Toto-1.0,TiRex,0.1,0.0,0.25,-0.093,-0.148,-0.048
 Toto-1.0,TimesFM-2.5,0.2,0.05,0.375,-0.098,-0.158,-0.05
-Toto-1.0,FlowState,0.2,0.05,0.375,-0.095,-0.158,-0.039
 Toto-1.0,Toto-2.0-2.5B,0.3,0.1,0.5,-0.062,-0.129,0.003
+Toto-1.0,FlowState,0.2,0.05,0.375,-0.095,-0.158,-0.039
 Toto-1.0,TabPFN-TS-3,0.15,0.0,0.35,-0.162,-0.295,-0.048
 Toto-1.0,Toto-2.0-1B,0.25,0.05,0.45,-0.064,-0.122,-0.011
 Toto-1.0,TabPFN-TS,0.3,0.1,0.5,-0.131,-0.276,-0.001
@@ -205,13 +222,13 @@ Toto-1.0,Chronos-Bolt,0.25,0.1,0.425,-0.048,-0.095,-0.016
 Toto-1.0,Moirai-2.0,0.4,0.2,0.601,-0.037,-0.08,-0.006
 Toto-1.0,Toto-1.0,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-1.0,Toto-2.0-4m,0.45,0.25,0.65,-0.017,-0.063,0.02
-Toto-1.0,Stat. Ensemble,0.75,0.55,0.9,0.075,0.024,0.126
 Toto-1.0,Seasonal Naive,0.9,0.75,1.0,0.309,0.223,0.379
 Toto-2.0-4m,Chronos-2,0.1,0.0,0.25,-0.212,-0.323,-0.116
+Toto-2.0-4m,TiRex-2,0.05,0.0,0.15,-0.131,-0.206,-0.072
 Toto-2.0-4m,TiRex,0.05,0.0,0.15,-0.075,-0.101,-0.049
 Toto-2.0-4m,TimesFM-2.5,0.15,0.0,0.3,-0.08,-0.114,-0.045
-Toto-2.0-4m,FlowState,0.25,0.05,0.45,-0.077,-0.116,-0.041
 Toto-2.0-4m,Toto-2.0-2.5B,0.15,0.0,0.35,-0.044,-0.091,0.009
+Toto-2.0-4m,FlowState,0.25,0.05,0.45,-0.077,-0.116,-0.041
 Toto-2.0-4m,TabPFN-TS-3,0.25,0.05,0.45,-0.143,-0.263,-0.042
 Toto-2.0-4m,Toto-2.0-1B,0.1,0.0,0.25,-0.046,-0.079,-0.008
 Toto-2.0-4m,TabPFN-TS,0.4,0.2,0.6,-0.112,-0.255,0.013
@@ -221,29 +238,13 @@ Toto-2.0-4m,Chronos-Bolt,0.3,0.1,0.5,-0.031,-0.062,0.002
 Toto-2.0-4m,Moirai-2.0,0.25,0.05,0.45,-0.02,-0.056,0.015
 Toto-2.0-4m,Toto-1.0,0.55,0.35,0.75,0.016,-0.02,0.06
 Toto-2.0-4m,Toto-2.0-4m,0.5,0.5,0.5,0.0,0.0,0.0
-Toto-2.0-4m,Stat. Ensemble,0.8,0.6,0.95,0.09,0.031,0.162
 Toto-2.0-4m,Seasonal Naive,0.95,0.85,1.0,0.321,0.232,0.398
-Stat. Ensemble,Chronos-2,0.0,0.0,0.0,-0.333,-0.475,-0.21
-Stat. Ensemble,TiRex,0.0,0.0,0.0,-0.182,-0.287,-0.103
-Stat. Ensemble,TimesFM-2.5,0.05,0.0,0.15,-0.187,-0.302,-0.096
-Stat. Ensemble,FlowState,0.0,0.0,0.0,-0.184,-0.299,-0.099
-Stat. Ensemble,Toto-2.0-2.5B,0.25,0.099,0.45,-0.148,-0.267,-0.049
-Stat. Ensemble,TabPFN-TS-3,0.2,0.05,0.4,-0.257,-0.416,-0.117
-Stat. Ensemble,Toto-2.0-1B,0.25,0.1,0.45,-0.15,-0.262,-0.06
-Stat. Ensemble,TabPFN-TS,0.2,0.05,0.4,-0.223,-0.403,-0.07
-Stat. Ensemble,Toto-2.0-313m,0.15,0.0,0.35,-0.143,-0.25,-0.054
-Stat. Ensemble,Toto-2.0-22m,0.1,0.0,0.25,-0.13,-0.229,-0.057
-Stat. Ensemble,Chronos-Bolt,0.15,0.0,0.3,-0.133,-0.235,-0.054
-Stat. Ensemble,Moirai-2.0,0.15,0.0,0.3,-0.121,-0.216,-0.041
-Stat. Ensemble,Toto-1.0,0.25,0.1,0.45,-0.081,-0.144,-0.024
-Stat. Ensemble,Toto-2.0-4m,0.2,0.05,0.4,-0.099,-0.194,-0.032
-Stat. Ensemble,Stat. Ensemble,0.5,0.5,0.5,0.0,0.0,0.0
-Stat. Ensemble,Seasonal Naive,1.0,1.0,1.0,0.253,0.196,0.302
 Seasonal Naive,Chronos-2,0.0,0.0,0.0,-0.785,-1.067,-0.536
+Seasonal Naive,TiRex-2,0.0,0.0,0.0,-0.666,-0.899,-0.465
 Seasonal Naive,TiRex,0.0,0.0,0.0,-0.583,-0.797,-0.399
 Seasonal Naive,TimesFM-2.5,0.0,0.0,0.0,-0.59,-0.825,-0.393
-Seasonal Naive,FlowState,0.0,0.0,0.0,-0.585,-0.803,-0.398
 Seasonal Naive,Toto-2.0-2.5B,0.0,0.0,0.0,-0.537,-0.752,-0.34
+Seasonal Naive,FlowState,0.0,0.0,0.0,-0.585,-0.803,-0.398
 Seasonal Naive,TabPFN-TS-3,0.0,0.0,0.0,-0.683,-0.994,-0.414
 Seasonal Naive,Toto-2.0-1B,0.0,0.0,0.0,-0.54,-0.743,-0.353
 Seasonal Naive,TabPFN-TS,0.075,0.0,0.2,-0.637,-0.962,-0.375
@@ -253,5 +254,4 @@ Seasonal Naive,Chronos-Bolt,0.05,0.0,0.15,-0.518,-0.722,-0.33
 Seasonal Naive,Moirai-2.0,0.1,0.0,0.25,-0.501,-0.706,-0.313
 Seasonal Naive,Toto-1.0,0.1,0.0,0.25,-0.448,-0.612,-0.287
 Seasonal Naive,Toto-2.0-4m,0.05,0.0,0.15,-0.472,-0.662,-0.301
-Seasonal Naive,Stat. Ensemble,0.0,0.0,0.0,-0.339,-0.433,-0.244
 Seasonal Naive,Seasonal Naive,0.5,0.5,0.5,0.0,0.0,0.0
diff --git a/tables/domain_retail/pairwise_WAPE.csv b/tables/domain_retail/pairwise_WAPE.csv
index 73603215504838948bc338574ee623255ea086c2..0b342b41a801743531ab20e38638b003c73d0bf6 100644
--- a/tables/domain_retail/pairwise_WAPE.csv
+++ b/tables/domain_retail/pairwise_WAPE.csv
@@ -3,6 +3,7 @@ Chronos-2,Chronos-2,0.5,0.5,0.5,0.0,0.0,0.0
 Chronos-2,TabPFN-TS-3,0.45,0.249,0.65,0.021,-0.031,0.075
 Chronos-2,Toto-2.0-2.5B,0.7,0.45,0.9,0.115,0.051,0.18
 Chronos-2,TabPFN-TS,0.6,0.4,0.8,0.015,-0.038,0.07
+Chronos-2,TiRex-2,0.6,0.4,0.8,0.068,0.019,0.117
 Chronos-2,Toto-2.0-1B,0.75,0.55,0.9,0.117,0.054,0.183
 Chronos-2,TimesFM-2.5,0.8,0.6,0.95,0.133,0.063,0.207
 Chronos-2,TiRex,0.8,0.6,0.95,0.132,0.067,0.202
@@ -13,12 +14,12 @@ Chronos-2,CatBoost,0.85,0.65,1.0,0.18,0.111,0.244
 Chronos-2,LightGBM,0.8,0.6,0.95,0.18,0.095,0.254
 Chronos-2,Moirai-2.0,0.9,0.75,1.0,0.188,0.116,0.258
 Chronos-2,Chronos-Bolt,0.95,0.85,1.0,0.191,0.119,0.266
-Chronos-2,Toto-1.0,0.9,0.75,1.0,0.207,0.14,0.269
 Chronos-2,Seasonal Naive,1.0,1.0,1.0,0.364,0.288,0.436
 TabPFN-TS-3,Chronos-2,0.55,0.35,0.751,-0.021,-0.081,0.03
 TabPFN-TS-3,TabPFN-TS-3,0.5,0.5,0.5,0.0,0.0,0.0
 TabPFN-TS-3,Toto-2.0-2.5B,0.6,0.4,0.8,0.096,-0.008,0.194
 TabPFN-TS-3,TabPFN-TS,0.5,0.3,0.7,-0.006,-0.038,0.03
+TabPFN-TS-3,TiRex-2,0.55,0.35,0.75,0.048,0.005,0.097
 TabPFN-TS-3,Toto-2.0-1B,0.55,0.35,0.75,0.098,-0.004,0.193
 TabPFN-TS-3,TimesFM-2.5,0.5,0.299,0.7,0.115,0.016,0.214
 TabPFN-TS-3,TiRex,0.55,0.35,0.75,0.114,0.015,0.214
@@ -29,12 +30,12 @@ TabPFN-TS-3,CatBoost,0.75,0.55,0.95,0.162,0.079,0.241
 TabPFN-TS-3,LightGBM,0.7,0.5,0.9,0.162,0.059,0.253
 TabPFN-TS-3,Moirai-2.0,0.85,0.7,1.0,0.171,0.074,0.259
 TabPFN-TS-3,Chronos-Bolt,0.85,0.7,1.0,0.174,0.079,0.263
-TabPFN-TS-3,Toto-1.0,0.95,0.85,1.0,0.19,0.106,0.268
 TabPFN-TS-3,Seasonal Naive,1.0,1.0,1.0,0.35,0.268,0.428
 Toto-2.0-2.5B,Chronos-2,0.3,0.1,0.55,-0.13,-0.22,-0.054
 Toto-2.0-2.5B,TabPFN-TS-3,0.4,0.2,0.6,-0.107,-0.24,0.008
 Toto-2.0-2.5B,Toto-2.0-2.5B,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-2.0-2.5B,TabPFN-TS,0.5,0.3,0.7,-0.113,-0.247,0.005
+Toto-2.0-2.5B,TiRex-2,0.5,0.3,0.75,-0.053,-0.15,0.02
 Toto-2.0-2.5B,Toto-2.0-1B,0.5,0.3,0.7,0.002,-0.006,0.01
 Toto-2.0-2.5B,TimesFM-2.5,0.45,0.25,0.65,0.02,-0.018,0.068
 Toto-2.0-2.5B,TiRex,0.55,0.35,0.75,0.02,-0.012,0.056
@@ -45,12 +46,12 @@ Toto-2.0-2.5B,CatBoost,0.7,0.5,0.9,0.073,-0.019,0.147
 Toto-2.0-2.5B,LightGBM,0.8,0.6,0.95,0.073,-0.02,0.16
 Toto-2.0-2.5B,Moirai-2.0,0.9,0.75,1.0,0.082,0.039,0.135
 Toto-2.0-2.5B,Chronos-Bolt,0.95,0.85,1.0,0.086,0.038,0.145
-Toto-2.0-2.5B,Toto-1.0,0.85,0.7,1.0,0.104,0.062,0.148
 Toto-2.0-2.5B,Seasonal Naive,1.0,1.0,1.0,0.281,0.206,0.358
 TabPFN-TS,Chronos-2,0.4,0.2,0.6,-0.015,-0.075,0.037
 TabPFN-TS,TabPFN-TS-3,0.5,0.3,0.7,0.006,-0.031,0.036
 TabPFN-TS,Toto-2.0-2.5B,0.5,0.3,0.7,0.102,-0.005,0.198
 TabPFN-TS,TabPFN-TS,0.5,0.5,0.5,0.0,0.0,0.0
+TabPFN-TS,TiRex-2,0.55,0.3,0.75,0.054,-0.004,0.117
 TabPFN-TS,Toto-2.0-1B,0.5,0.25,0.7,0.104,0.001,0.197
 TabPFN-TS,TimesFM-2.5,0.55,0.35,0.75,0.12,0.01,0.221
 TabPFN-TS,TiRex,0.55,0.35,0.75,0.119,0.014,0.216
@@ -61,12 +62,28 @@ TabPFN-TS,CatBoost,0.8,0.6,0.95,0.168,0.08,0.25
 TabPFN-TS,LightGBM,0.75,0.55,0.9,0.167,0.064,0.266
 TabPFN-TS,Moirai-2.0,0.85,0.7,1.0,0.176,0.074,0.27
 TabPFN-TS,Chronos-Bolt,0.85,0.65,1.0,0.179,0.074,0.275
-TabPFN-TS,Toto-1.0,0.85,0.7,1.0,0.195,0.103,0.277
 TabPFN-TS,Seasonal Naive,0.975,0.925,1.0,0.354,0.262,0.436
+TiRex-2,Chronos-2,0.4,0.2,0.6,-0.073,-0.132,-0.019
+TiRex-2,TabPFN-TS-3,0.45,0.25,0.65,-0.051,-0.108,-0.005
+TiRex-2,Toto-2.0-2.5B,0.5,0.25,0.7,0.051,-0.021,0.13
+TiRex-2,TabPFN-TS,0.45,0.25,0.7,-0.057,-0.132,0.004
+TiRex-2,TiRex-2,0.5,0.5,0.5,0.0,0.0,0.0
+TiRex-2,Toto-2.0-1B,0.55,0.3,0.75,0.053,-0.015,0.127
+TiRex-2,TimesFM-2.5,0.6,0.4,0.8,0.07,-0.01,0.15
+TiRex-2,TiRex,0.45,0.25,0.65,0.069,-0.005,0.142
+TiRex-2,Toto-2.0-313m,0.5,0.25,0.7,0.061,-0.006,0.136
+TiRex-2,FlowState,0.65,0.4,0.85,0.066,-0.013,0.147
+TiRex-2,Toto-2.0-22m,0.75,0.55,0.9,0.086,0.028,0.15
+TiRex-2,CatBoost,0.75,0.55,0.95,0.12,0.029,0.205
+TiRex-2,LightGBM,0.75,0.55,0.95,0.12,0.013,0.217
+TiRex-2,Moirai-2.0,0.9,0.75,1.0,0.128,0.059,0.199
+TiRex-2,Chronos-Bolt,0.9,0.75,1.0,0.132,0.055,0.211
+TiRex-2,Seasonal Naive,1.0,1.0,1.0,0.317,0.254,0.382
 Toto-2.0-1B,Chronos-2,0.25,0.1,0.45,-0.133,-0.224,-0.057
 Toto-2.0-1B,TabPFN-TS-3,0.45,0.25,0.65,-0.109,-0.239,0.004
 Toto-2.0-1B,Toto-2.0-2.5B,0.5,0.3,0.7,-0.002,-0.01,0.006
 Toto-2.0-1B,TabPFN-TS,0.5,0.3,0.75,-0.116,-0.246,-0.001
+Toto-2.0-1B,TiRex-2,0.45,0.25,0.7,-0.056,-0.145,0.015
 Toto-2.0-1B,Toto-2.0-1B,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-2.0-1B,TimesFM-2.5,0.4,0.2,0.6,0.018,-0.023,0.068
 Toto-2.0-1B,TiRex,0.55,0.35,0.75,0.017,-0.017,0.058
@@ -77,12 +94,12 @@ Toto-2.0-1B,CatBoost,0.8,0.6,0.95,0.071,-0.025,0.149
 Toto-2.0-1B,LightGBM,0.75,0.55,0.901,0.071,-0.022,0.159
 Toto-2.0-1B,Moirai-2.0,0.85,0.7,1.0,0.08,0.034,0.136
 Toto-2.0-1B,Chronos-Bolt,0.8,0.6,0.95,0.084,0.035,0.148
-Toto-2.0-1B,Toto-1.0,0.9,0.75,1.0,0.102,0.06,0.148
 Toto-2.0-1B,Seasonal Naive,1.0,1.0,1.0,0.279,0.206,0.352
 TimesFM-2.5,Chronos-2,0.2,0.05,0.4,-0.153,-0.261,-0.068
 TimesFM-2.5,TabPFN-TS-3,0.5,0.3,0.701,-0.129,-0.272,-0.017
 TimesFM-2.5,Toto-2.0-2.5B,0.55,0.35,0.75,-0.021,-0.073,0.018
 TimesFM-2.5,TabPFN-TS,0.45,0.25,0.65,-0.136,-0.284,-0.01
+TimesFM-2.5,TiRex-2,0.4,0.2,0.6,-0.075,-0.177,0.01
 TimesFM-2.5,Toto-2.0-1B,0.6,0.4,0.8,-0.018,-0.074,0.022
 TimesFM-2.5,TimesFM-2.5,0.5,0.5,0.5,0.0,0.0,0.0
 TimesFM-2.5,TiRex,0.55,0.35,0.75,-0.001,-0.021,0.019
@@ -93,12 +110,12 @@ TimesFM-2.5,CatBoost,0.7,0.5,0.9,0.054,-0.047,0.139
 TimesFM-2.5,LightGBM,0.65,0.45,0.85,0.054,-0.045,0.139
 TimesFM-2.5,Moirai-2.0,0.8,0.625,0.95,0.063,0.033,0.097
 TimesFM-2.5,Chronos-Bolt,0.85,0.725,0.95,0.067,0.037,0.101
-TimesFM-2.5,Toto-1.0,0.75,0.575,0.925,0.086,0.043,0.132
 TimesFM-2.5,Seasonal Naive,0.95,0.85,1.0,0.266,0.186,0.344
 TiRex,Chronos-2,0.2,0.05,0.4,-0.153,-0.253,-0.072
 TiRex,TabPFN-TS-3,0.45,0.25,0.65,-0.129,-0.272,-0.015
 TiRex,Toto-2.0-2.5B,0.45,0.25,0.65,-0.02,-0.06,0.012
 TiRex,TabPFN-TS,0.45,0.25,0.65,-0.136,-0.275,-0.015
+TiRex,TiRex-2,0.55,0.35,0.75,-0.074,-0.165,0.005
 TiRex,Toto-2.0-1B,0.45,0.25,0.65,-0.018,-0.061,0.017
 TiRex,TimesFM-2.5,0.45,0.25,0.65,0.001,-0.019,0.021
 TiRex,TiRex,0.5,0.5,0.5,0.0,0.0,0.0
@@ -109,12 +126,12 @@ TiRex,CatBoost,0.65,0.45,0.85,0.055,-0.053,0.136
 TiRex,LightGBM,0.8,0.6,0.95,0.055,-0.048,0.136
 TiRex,Moirai-2.0,0.9,0.75,1.0,0.064,0.035,0.098
 TiRex,Chronos-Bolt,0.9,0.75,1.0,0.068,0.037,0.103
-TiRex,Toto-1.0,0.95,0.8,1.0,0.086,0.053,0.125
 TiRex,Seasonal Naive,1.0,1.0,1.0,0.267,0.19,0.34
 Toto-2.0-313m,Chronos-2,0.2,0.05,0.4,-0.142,-0.239,-0.065
 Toto-2.0-313m,TabPFN-TS-3,0.4,0.2,0.6,-0.119,-0.252,-0.006
 Toto-2.0-313m,Toto-2.0-2.5B,0.2,0.05,0.4,-0.011,-0.02,-0.001
 Toto-2.0-313m,TabPFN-TS,0.35,0.15,0.55,-0.126,-0.26,-0.009
+Toto-2.0-313m,TiRex-2,0.5,0.3,0.75,-0.065,-0.157,0.006
 Toto-2.0-313m,Toto-2.0-1B,0.2,0.05,0.4,-0.009,-0.016,-0.002
 Toto-2.0-313m,TimesFM-2.5,0.35,0.15,0.55,0.009,-0.029,0.061
 Toto-2.0-313m,TiRex,0.5,0.3,0.7,0.009,-0.023,0.047
@@ -125,12 +142,12 @@ Toto-2.0-313m,CatBoost,0.75,0.55,0.95,0.063,-0.033,0.142
 Toto-2.0-313m,LightGBM,0.75,0.55,0.901,0.063,-0.035,0.153
 Toto-2.0-313m,Moirai-2.0,0.75,0.55,0.95,0.072,0.027,0.126
 Toto-2.0-313m,Chronos-Bolt,0.8,0.6,0.95,0.076,0.029,0.14
-Toto-2.0-313m,Toto-1.0,0.9,0.75,1.0,0.094,0.052,0.141
 Toto-2.0-313m,Seasonal Naive,1.0,1.0,1.0,0.273,0.2,0.348
 FlowState,Chronos-2,0.2,0.05,0.4,-0.148,-0.251,-0.065
 FlowState,TabPFN-TS-3,0.45,0.25,0.65,-0.124,-0.261,-0.009
 FlowState,Toto-2.0-2.5B,0.4,0.2,0.601,-0.016,-0.058,0.021
 FlowState,TabPFN-TS,0.35,0.15,0.551,-0.131,-0.276,-0.007
+FlowState,TiRex-2,0.35,0.15,0.6,-0.07,-0.172,0.013
 FlowState,Toto-2.0-1B,0.5,0.3,0.7,-0.014,-0.059,0.024
 FlowState,TimesFM-2.5,0.4,0.2,0.6,0.004,-0.022,0.033
 FlowState,TiRex,0.45,0.25,0.65,0.004,-0.018,0.025
@@ -141,12 +158,12 @@ FlowState,CatBoost,0.65,0.45,0.85,0.058,-0.047,0.146
 FlowState,LightGBM,0.55,0.349,0.75,0.058,-0.045,0.148
 FlowState,Moirai-2.0,0.55,0.35,0.751,0.067,0.025,0.116
 FlowState,Chronos-Bolt,0.7,0.5,0.875,0.071,0.033,0.114
-FlowState,Toto-1.0,0.8,0.625,0.95,0.09,0.046,0.138
 FlowState,Seasonal Naive,1.0,1.0,1.0,0.269,0.196,0.347
 Toto-2.0-22m,Chronos-2,0.1,0.0,0.25,-0.174,-0.27,-0.09
 Toto-2.0-22m,TabPFN-TS-3,0.15,0.0,0.35,-0.15,-0.28,-0.041
 Toto-2.0-22m,Toto-2.0-2.5B,0.15,0.0,0.3,-0.039,-0.065,-0.015
 Toto-2.0-22m,TabPFN-TS,0.3,0.1,0.5,-0.157,-0.292,-0.04
+Toto-2.0-22m,TiRex-2,0.25,0.1,0.45,-0.094,-0.177,-0.029
 Toto-2.0-22m,Toto-2.0-1B,0.15,0.0,0.3,-0.037,-0.058,-0.017
 Toto-2.0-22m,TimesFM-2.5,0.3,0.1,0.5,-0.018,-0.061,0.037
 Toto-2.0-22m,TiRex,0.25,0.1,0.45,-0.019,-0.053,0.024
@@ -157,12 +174,12 @@ Toto-2.0-22m,CatBoost,0.6,0.4,0.8,0.037,-0.069,0.123
 Toto-2.0-22m,LightGBM,0.7,0.5,0.9,0.037,-0.07,0.134
 Toto-2.0-22m,Moirai-2.0,0.7,0.5,0.9,0.046,0.0,0.107
 Toto-2.0-22m,Chronos-Bolt,0.6,0.4,0.8,0.05,0.003,0.12
-Toto-2.0-22m,Toto-1.0,0.75,0.55,0.95,0.069,0.033,0.113
 Toto-2.0-22m,Seasonal Naive,1.0,1.0,1.0,0.253,0.184,0.323
 CatBoost,Chronos-2,0.15,0.0,0.35,-0.219,-0.323,-0.125
 CatBoost,TabPFN-TS-3,0.25,0.05,0.45,-0.194,-0.318,-0.086
 CatBoost,Toto-2.0-2.5B,0.3,0.1,0.5,-0.079,-0.172,0.019
 CatBoost,TabPFN-TS,0.2,0.05,0.4,-0.201,-0.333,-0.087
+CatBoost,TiRex-2,0.25,0.05,0.45,-0.136,-0.257,-0.03
 CatBoost,Toto-2.0-1B,0.2,0.05,0.4,-0.076,-0.175,0.024
 CatBoost,TimesFM-2.5,0.3,0.1,0.5,-0.057,-0.161,0.045
 CatBoost,TiRex,0.35,0.15,0.55,-0.058,-0.157,0.051
@@ -173,12 +190,12 @@ CatBoost,CatBoost,0.5,0.5,0.5,0.0,0.0,0.0
 CatBoost,LightGBM,0.85,0.7,1.0,-0.0,-0.057,0.042
 CatBoost,Moirai-2.0,0.45,0.25,0.7,0.01,-0.071,0.1
 CatBoost,Chronos-Bolt,0.5,0.299,0.7,0.014,-0.076,0.109
-CatBoost,Toto-1.0,0.5,0.25,0.7,0.033,-0.041,0.121
 CatBoost,Seasonal Naive,0.85,0.7,1.0,0.224,0.138,0.309
 LightGBM,Chronos-2,0.2,0.05,0.4,-0.219,-0.341,-0.105
 LightGBM,TabPFN-TS-3,0.3,0.1,0.5,-0.194,-0.339,-0.063
 LightGBM,Toto-2.0-2.5B,0.2,0.05,0.4,-0.079,-0.19,0.019
 LightGBM,TabPFN-TS,0.25,0.1,0.45,-0.201,-0.363,-0.069
+LightGBM,TiRex-2,0.25,0.05,0.45,-0.136,-0.278,-0.013
 LightGBM,Toto-2.0-1B,0.25,0.099,0.45,-0.076,-0.189,0.021
 LightGBM,TimesFM-2.5,0.35,0.15,0.55,-0.057,-0.161,0.043
 LightGBM,TiRex,0.2,0.05,0.4,-0.058,-0.158,0.046
@@ -189,12 +206,12 @@ LightGBM,CatBoost,0.15,0.0,0.3,0.0,-0.044,0.054
 LightGBM,LightGBM,0.5,0.5,0.5,0.0,0.0,0.0
 LightGBM,Moirai-2.0,0.4,0.2,0.601,0.01,-0.07,0.098
 LightGBM,Chronos-Bolt,0.55,0.35,0.75,0.014,-0.065,0.099
-LightGBM,Toto-1.0,0.5,0.3,0.7,0.034,-0.042,0.122
 LightGBM,Seasonal Naive,0.9,0.75,1.0,0.224,0.132,0.306
 Moirai-2.0,Chronos-2,0.1,0.0,0.25,-0.231,-0.348,-0.131
 Moirai-2.0,TabPFN-TS-3,0.15,0.0,0.3,-0.206,-0.35,-0.08
 Moirai-2.0,Toto-2.0-2.5B,0.1,0.0,0.25,-0.089,-0.156,-0.041
 Moirai-2.0,TabPFN-TS,0.15,0.0,0.3,-0.213,-0.37,-0.08
+Moirai-2.0,TiRex-2,0.1,0.0,0.25,-0.147,-0.249,-0.063
 Moirai-2.0,Toto-2.0-1B,0.15,0.0,0.3,-0.087,-0.157,-0.036
 Moirai-2.0,TimesFM-2.5,0.2,0.05,0.375,-0.067,-0.107,-0.034
 Moirai-2.0,TiRex,0.1,0.0,0.25,-0.068,-0.109,-0.036
@@ -205,12 +222,12 @@ Moirai-2.0,CatBoost,0.55,0.3,0.75,-0.01,-0.111,0.066
 Moirai-2.0,LightGBM,0.6,0.399,0.8,-0.01,-0.108,0.065
 Moirai-2.0,Moirai-2.0,0.5,0.5,0.5,0.0,0.0,0.0
 Moirai-2.0,Chronos-Bolt,0.525,0.35,0.7,0.004,-0.023,0.031
-Moirai-2.0,Toto-1.0,0.55,0.325,0.751,0.024,-0.012,0.062
 Moirai-2.0,Seasonal Naive,0.85,0.7,1.0,0.217,0.127,0.299
 Chronos-Bolt,Chronos-2,0.05,0.0,0.15,-0.236,-0.362,-0.135
 Chronos-Bolt,TabPFN-TS-3,0.15,0.0,0.3,-0.211,-0.356,-0.086
 Chronos-Bolt,Toto-2.0-2.5B,0.05,0.0,0.15,-0.094,-0.169,-0.04
 Chronos-Bolt,TabPFN-TS,0.15,0.0,0.35,-0.218,-0.379,-0.08
+Chronos-Bolt,TiRex-2,0.1,0.0,0.25,-0.152,-0.267,-0.058
 Chronos-Bolt,Toto-2.0-1B,0.2,0.05,0.4,-0.091,-0.174,-0.036
 Chronos-Bolt,TimesFM-2.5,0.15,0.05,0.275,-0.072,-0.112,-0.038
 Chronos-Bolt,TiRex,0.1,0.0,0.25,-0.073,-0.115,-0.038
@@ -221,28 +238,12 @@ Chronos-Bolt,CatBoost,0.5,0.3,0.701,-0.014,-0.122,0.071
 Chronos-Bolt,LightGBM,0.45,0.25,0.65,-0.014,-0.11,0.061
 Chronos-Bolt,Moirai-2.0,0.475,0.3,0.65,-0.004,-0.032,0.023
 Chronos-Bolt,Chronos-Bolt,0.5,0.5,0.5,0.0,0.0,0.0
-Chronos-Bolt,Toto-1.0,0.55,0.325,0.75,0.02,-0.025,0.064
 Chronos-Bolt,Seasonal Naive,0.85,0.7,1.0,0.213,0.119,0.299
-Toto-1.0,Chronos-2,0.1,0.0,0.25,-0.261,-0.368,-0.163
-Toto-1.0,TabPFN-TS-3,0.05,0.0,0.15,-0.235,-0.367,-0.119
-Toto-1.0,Toto-2.0-2.5B,0.15,0.0,0.3,-0.116,-0.174,-0.067
-Toto-1.0,TabPFN-TS,0.15,0.0,0.3,-0.243,-0.384,-0.115
-Toto-1.0,Toto-2.0-1B,0.1,0.0,0.25,-0.114,-0.173,-0.064
-Toto-1.0,TimesFM-2.5,0.25,0.075,0.425,-0.094,-0.152,-0.045
-Toto-1.0,TiRex,0.05,0.0,0.2,-0.094,-0.143,-0.057
-Toto-1.0,Toto-2.0-313m,0.1,0.0,0.25,-0.104,-0.164,-0.055
-Toto-1.0,FlowState,0.2,0.05,0.375,-0.098,-0.16,-0.048
-Toto-1.0,Toto-2.0-22m,0.25,0.05,0.45,-0.074,-0.127,-0.035
-Toto-1.0,CatBoost,0.5,0.3,0.75,-0.035,-0.138,0.039
-Toto-1.0,LightGBM,0.5,0.3,0.7,-0.035,-0.139,0.04
-Toto-1.0,Moirai-2.0,0.45,0.249,0.675,-0.025,-0.066,0.012
-Toto-1.0,Chronos-Bolt,0.45,0.25,0.675,-0.02,-0.068,0.025
-Toto-1.0,Toto-1.0,0.5,0.5,0.5,0.0,0.0,0.0
-Toto-1.0,Seasonal Naive,0.9,0.75,1.0,0.198,0.128,0.262
 Seasonal Naive,Chronos-2,0.0,0.0,0.0,-0.572,-0.772,-0.404
 Seasonal Naive,TabPFN-TS-3,0.0,0.0,0.0,-0.539,-0.748,-0.365
 Seasonal Naive,Toto-2.0-2.5B,0.0,0.0,0.0,-0.391,-0.557,-0.259
 Seasonal Naive,TabPFN-TS,0.025,0.0,0.075,-0.549,-0.772,-0.355
+Seasonal Naive,TiRex-2,0.0,0.0,0.0,-0.465,-0.617,-0.341
 Seasonal Naive,Toto-2.0-1B,0.0,0.0,0.0,-0.388,-0.544,-0.259
 Seasonal Naive,TimesFM-2.5,0.05,0.0,0.15,-0.363,-0.524,-0.228
 Seasonal Naive,TiRex,0.0,0.0,0.0,-0.364,-0.514,-0.235
@@ -253,5 +254,4 @@ Seasonal Naive,CatBoost,0.15,0.0,0.3,-0.289,-0.447,-0.16
 Seasonal Naive,LightGBM,0.1,0.0,0.25,-0.289,-0.44,-0.152
 Seasonal Naive,Moirai-2.0,0.15,0.0,0.3,-0.277,-0.426,-0.145
 Seasonal Naive,Chronos-Bolt,0.15,0.0,0.3,-0.271,-0.426,-0.135
-Seasonal Naive,Toto-1.0,0.1,0.0,0.25,-0.246,-0.354,-0.147
 Seasonal Naive,Seasonal Naive,0.5,0.5,0.5,0.0,0.0,0.0
diff --git a/tables/domain_retail/pairwise_WQL.csv b/tables/domain_retail/pairwise_WQL.csv
index 38e654af82ed7c39a6a8bc1c0d1e80a1ed18592d..175524b25b0b4d0c45e5f07591c861313735373a 100644
--- a/tables/domain_retail/pairwise_WQL.csv
+++ b/tables/domain_retail/pairwise_WQL.csv
@@ -1,257 +1,257 @@
 model_1,model_2,win_rate,win_rate_lower,win_rate_upper,skill_score,skill_score_lower,skill_score_upper
 Chronos-2,Chronos-2,0.5,0.5,0.5,0.0,0.0,0.0
 Chronos-2,TabPFN-TS-3,0.5,0.3,0.75,0.009,-0.049,0.07
+Chronos-2,TiRex-2,0.6,0.4,0.8,0.06,0.001,0.119
 Chronos-2,TiRex,0.8,0.6,0.95,0.126,0.06,0.196
 Chronos-2,TabPFN-TS,0.65,0.45,0.85,0.018,-0.048,0.087
 Chronos-2,TimesFM-2.5,0.85,0.7,1.0,0.121,0.056,0.189
 Chronos-2,Toto-2.0-2.5B,0.85,0.7,1.0,0.123,0.059,0.186
 Chronos-2,Toto-2.0-1B,0.8,0.6,0.95,0.122,0.06,0.185
-Chronos-2,FlowState,0.85,0.7,1.0,0.124,0.055,0.196
 Chronos-2,Toto-2.0-313m,0.9,0.75,1.0,0.127,0.063,0.193
+Chronos-2,FlowState,0.85,0.7,1.0,0.124,0.055,0.196
 Chronos-2,Toto-2.0-22m,0.85,0.7,1.0,0.151,0.084,0.217
 Chronos-2,Moirai-2.0,0.85,0.65,1.0,0.18,0.114,0.245
 Chronos-2,Chronos-Bolt,0.95,0.85,1.0,0.18,0.114,0.243
 Chronos-2,Toto-1.0,0.9,0.75,1.0,0.203,0.132,0.268
 Chronos-2,Toto-2.0-4m,0.9,0.75,1.0,0.189,0.119,0.257
-Chronos-2,Stat. Ensemble,1.0,1.0,1.0,0.286,0.201,0.365
 Chronos-2,Seasonal Naive,1.0,1.0,1.0,0.487,0.404,0.561
 TabPFN-TS-3,Chronos-2,0.5,0.25,0.7,-0.009,-0.075,0.047
 TabPFN-TS-3,TabPFN-TS-3,0.5,0.5,0.5,0.0,0.0,0.0
+TabPFN-TS-3,TiRex-2,0.55,0.3,0.75,0.052,0.009,0.104
 TabPFN-TS-3,TiRex,0.6,0.4,0.8,0.118,0.025,0.212
 TabPFN-TS-3,TabPFN-TS,0.55,0.35,0.75,0.009,-0.034,0.059
 TabPFN-TS-3,TimesFM-2.5,0.45,0.25,0.65,0.113,0.019,0.203
 TabPFN-TS-3,Toto-2.0-2.5B,0.6,0.4,0.8,0.114,0.017,0.206
 TabPFN-TS-3,Toto-2.0-1B,0.65,0.4,0.85,0.114,0.022,0.202
-TabPFN-TS-3,FlowState,0.7,0.5,0.9,0.116,0.019,0.209
 TabPFN-TS-3,Toto-2.0-313m,0.6,0.4,0.8,0.119,0.025,0.208
+TabPFN-TS-3,FlowState,0.7,0.5,0.9,0.116,0.019,0.209
 TabPFN-TS-3,Toto-2.0-22m,0.75,0.55,0.9,0.144,0.057,0.229
 TabPFN-TS-3,Moirai-2.0,0.85,0.7,1.0,0.172,0.084,0.253
 TabPFN-TS-3,Chronos-Bolt,0.85,0.7,1.0,0.172,0.086,0.254
 TabPFN-TS-3,Toto-1.0,0.9,0.75,1.0,0.195,0.113,0.271
 TabPFN-TS-3,Toto-2.0-4m,0.95,0.85,1.0,0.182,0.099,0.261
-TabPFN-TS-3,Stat. Ensemble,1.0,1.0,1.0,0.279,0.187,0.363
 TabPFN-TS-3,Seasonal Naive,1.0,1.0,1.0,0.482,0.393,0.561
+TiRex-2,Chronos-2,0.4,0.2,0.6,-0.064,-0.135,-0.001
+TiRex-2,TabPFN-TS-3,0.45,0.25,0.7,-0.055,-0.116,-0.009
+TiRex-2,TiRex-2,0.5,0.5,0.5,0.0,0.0,0.0
+TiRex-2,TiRex,0.5,0.25,0.7,0.07,-0.002,0.138
+TiRex-2,TabPFN-TS,0.5,0.3,0.7,-0.045,-0.132,0.027
+TiRex-2,TimesFM-2.5,0.55,0.35,0.75,0.064,-0.008,0.135
+TiRex-2,Toto-2.0-2.5B,0.5,0.25,0.7,0.066,-0.007,0.143
+TiRex-2,Toto-2.0-1B,0.55,0.3,0.75,0.066,-0.002,0.138
+TiRex-2,Toto-2.0-313m,0.55,0.3,0.75,0.071,0.003,0.143
+TiRex-2,FlowState,0.65,0.4,0.85,0.067,-0.007,0.143
+TiRex-2,Toto-2.0-22m,0.8,0.6,0.95,0.097,0.037,0.158
+TiRex-2,Moirai-2.0,0.9,0.75,1.0,0.127,0.064,0.191
+TiRex-2,Chronos-Bolt,0.9,0.75,1.0,0.127,0.06,0.196
+TiRex-2,Toto-1.0,0.95,0.85,1.0,0.151,0.098,0.202
+TiRex-2,Toto-2.0-4m,1.0,1.0,1.0,0.137,0.084,0.196
+TiRex-2,Seasonal Naive,1.0,1.0,1.0,0.454,0.376,0.521
 TiRex,Chronos-2,0.2,0.05,0.4,-0.144,-0.244,-0.064
 TiRex,TabPFN-TS-3,0.4,0.2,0.6,-0.134,-0.269,-0.025
+TiRex,TiRex-2,0.5,0.3,0.75,-0.075,-0.16,0.002
 TiRex,TiRex,0.5,0.5,0.5,0.0,0.0,0.0
 TiRex,TabPFN-TS,0.5,0.3,0.7,-0.124,-0.271,0.002
 TiRex,TimesFM-2.5,0.5,0.3,0.7,-0.006,-0.025,0.014
 TiRex,Toto-2.0-2.5B,0.5,0.3,0.7,-0.004,-0.038,0.026
 TiRex,Toto-2.0-1B,0.55,0.35,0.75,-0.005,-0.034,0.024
-TiRex,FlowState,0.55,0.35,0.75,-0.003,-0.026,0.02
 TiRex,Toto-2.0-313m,0.55,0.35,0.75,0.001,-0.025,0.023
+TiRex,FlowState,0.55,0.35,0.75,-0.003,-0.026,0.02
 TiRex,Toto-2.0-22m,0.75,0.55,0.9,0.029,0.006,0.05
 TiRex,Moirai-2.0,0.9,0.75,1.0,0.061,0.035,0.094
 TiRex,Chronos-Bolt,0.9,0.75,1.0,0.061,0.035,0.091
 TiRex,Toto-1.0,0.95,0.85,1.0,0.087,0.05,0.13
 TiRex,Toto-2.0-4m,0.95,0.85,1.0,0.072,0.045,0.099
-TiRex,Stat. Ensemble,0.95,0.85,1.0,0.183,0.104,0.267
 TiRex,Seasonal Naive,1.0,1.0,1.0,0.413,0.332,0.489
 TabPFN-TS,Chronos-2,0.35,0.15,0.55,-0.019,-0.095,0.046
 TabPFN-TS,TabPFN-TS-3,0.45,0.25,0.65,-0.009,-0.063,0.033
+TabPFN-TS,TiRex-2,0.5,0.3,0.7,0.043,-0.028,0.116
 TabPFN-TS,TiRex,0.5,0.3,0.7,0.11,-0.002,0.213
 TabPFN-TS,TabPFN-TS,0.5,0.5,0.5,0.0,0.0,0.0
 TabPFN-TS,TimesFM-2.5,0.5,0.25,0.7,0.105,-0.006,0.205
 TabPFN-TS,Toto-2.0-2.5B,0.55,0.35,0.75,0.106,-0.01,0.21
 TabPFN-TS,Toto-2.0-1B,0.6,0.4,0.8,0.106,-0.007,0.204
-TabPFN-TS,FlowState,0.6,0.35,0.8,0.107,-0.003,0.207
 TabPFN-TS,Toto-2.0-313m,0.65,0.45,0.85,0.111,-0.0,0.209
+TabPFN-TS,FlowState,0.6,0.35,0.8,0.107,-0.003,0.207
 TabPFN-TS,Toto-2.0-22m,0.7,0.5,0.9,0.136,0.031,0.228
 TabPFN-TS,Moirai-2.0,0.75,0.55,0.9,0.164,0.061,0.258
 TabPFN-TS,Chronos-Bolt,0.8,0.6,0.95,0.164,0.056,0.261
 TabPFN-TS,Toto-1.0,0.8,0.6,0.95,0.188,0.087,0.276
 TabPFN-TS,Toto-2.0-4m,0.9,0.75,1.0,0.174,0.071,0.265
-TabPFN-TS,Stat. Ensemble,0.9,0.75,1.0,0.273,0.168,0.364
 TabPFN-TS,Seasonal Naive,0.975,0.925,1.0,0.478,0.38,0.561
 TimesFM-2.5,Chronos-2,0.15,0.0,0.3,-0.138,-0.233,-0.059
 TimesFM-2.5,TabPFN-TS-3,0.55,0.35,0.75,-0.127,-0.254,-0.019
+TimesFM-2.5,TiRex-2,0.45,0.25,0.65,-0.069,-0.156,0.008
 TimesFM-2.5,TiRex,0.5,0.3,0.7,0.006,-0.014,0.024
 TimesFM-2.5,TabPFN-TS,0.5,0.3,0.75,-0.117,-0.259,0.006
 TimesFM-2.5,TimesFM-2.5,0.5,0.5,0.5,0.0,0.0,0.0
 TimesFM-2.5,Toto-2.0-2.5B,0.6,0.35,0.8,0.002,-0.042,0.039
 TimesFM-2.5,Toto-2.0-1B,0.55,0.349,0.75,0.001,-0.041,0.036
-TimesFM-2.5,FlowState,0.55,0.35,0.75,0.003,-0.025,0.029
 TimesFM-2.5,Toto-2.0-313m,0.65,0.45,0.85,0.007,-0.032,0.038
+TimesFM-2.5,FlowState,0.55,0.35,0.75,0.003,-0.025,0.029
 TimesFM-2.5,Toto-2.0-22m,0.75,0.55,0.9,0.035,-0.002,0.066
 TimesFM-2.5,Moirai-2.0,0.8,0.625,0.95,0.067,0.037,0.1
 TimesFM-2.5,Chronos-Bolt,0.85,0.725,0.95,0.067,0.038,0.097
 TimesFM-2.5,Toto-1.0,0.75,0.575,0.925,0.093,0.047,0.143
 TimesFM-2.5,Toto-2.0-4m,0.85,0.7,1.0,0.078,0.042,0.11
-TimesFM-2.5,Stat. Ensemble,0.95,0.85,1.0,0.188,0.103,0.276
 TimesFM-2.5,Seasonal Naive,1.0,1.0,1.0,0.416,0.331,0.495
 Toto-2.0-2.5B,Chronos-2,0.15,0.0,0.3,-0.14,-0.229,-0.063
 Toto-2.0-2.5B,TabPFN-TS-3,0.4,0.2,0.6,-0.129,-0.26,-0.018
+Toto-2.0-2.5B,TiRex-2,0.5,0.3,0.75,-0.071,-0.166,0.007
 Toto-2.0-2.5B,TiRex,0.5,0.3,0.7,0.004,-0.026,0.037
 Toto-2.0-2.5B,TabPFN-TS,0.45,0.25,0.65,-0.119,-0.265,0.01
 Toto-2.0-2.5B,TimesFM-2.5,0.4,0.2,0.65,-0.002,-0.04,0.04
 Toto-2.0-2.5B,Toto-2.0-2.5B,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-2.0-2.5B,Toto-2.0-1B,0.6,0.35,0.8,-0.0,-0.017,0.012
-Toto-2.0-2.5B,FlowState,0.55,0.35,0.75,0.001,-0.039,0.044
 Toto-2.0-2.5B,Toto-2.0-313m,0.75,0.55,0.9,0.005,-0.013,0.019
+Toto-2.0-2.5B,FlowState,0.55,0.35,0.75,0.001,-0.039,0.044
 Toto-2.0-2.5B,Toto-2.0-22m,0.8,0.6,0.95,0.033,0.005,0.061
 Toto-2.0-2.5B,Moirai-2.0,0.7,0.5,0.9,0.065,0.023,0.112
 Toto-2.0-2.5B,Chronos-Bolt,0.75,0.55,0.901,0.065,0.023,0.113
 Toto-2.0-2.5B,Toto-1.0,0.75,0.55,0.95,0.091,0.041,0.139
 Toto-2.0-2.5B,Toto-2.0-4m,0.85,0.65,1.0,0.076,0.04,0.114
-Toto-2.0-2.5B,Stat. Ensemble,0.85,0.7,1.0,0.186,0.1,0.274
 Toto-2.0-2.5B,Seasonal Naive,1.0,1.0,1.0,0.415,0.329,0.494
 Toto-2.0-1B,Chronos-2,0.2,0.05,0.4,-0.139,-0.227,-0.064
 Toto-2.0-1B,TabPFN-TS-3,0.35,0.15,0.6,-0.129,-0.254,-0.022
+Toto-2.0-1B,TiRex-2,0.45,0.25,0.7,-0.07,-0.161,0.002
 Toto-2.0-1B,TiRex,0.45,0.25,0.65,0.005,-0.024,0.033
 Toto-2.0-1B,TabPFN-TS,0.4,0.2,0.6,-0.118,-0.257,0.007
 Toto-2.0-1B,TimesFM-2.5,0.45,0.25,0.651,-0.001,-0.037,0.039
 Toto-2.0-1B,Toto-2.0-2.5B,0.4,0.2,0.65,0.0,-0.012,0.017
 Toto-2.0-1B,Toto-2.0-1B,0.5,0.5,0.5,0.0,0.0,0.0
-Toto-2.0-1B,FlowState,0.55,0.35,0.75,0.002,-0.035,0.04
 Toto-2.0-1B,Toto-2.0-313m,0.65,0.45,0.85,0.005,-0.005,0.013
+Toto-2.0-1B,FlowState,0.55,0.35,0.75,0.002,-0.035,0.04
 Toto-2.0-1B,Toto-2.0-22m,0.8,0.6,0.95,0.033,0.011,0.056
 Toto-2.0-1B,Moirai-2.0,0.7,0.5,0.9,0.065,0.024,0.11
 Toto-2.0-1B,Chronos-Bolt,0.7,0.5,0.9,0.066,0.025,0.112
 Toto-2.0-1B,Toto-1.0,0.8,0.6,0.95,0.091,0.049,0.136
 Toto-2.0-1B,Toto-2.0-4m,0.85,0.65,1.0,0.076,0.046,0.11
-Toto-2.0-1B,Stat. Ensemble,0.85,0.7,1.0,0.187,0.106,0.272
 Toto-2.0-1B,Seasonal Naive,1.0,1.0,1.0,0.416,0.328,0.492
-FlowState,Chronos-2,0.15,0.0,0.3,-0.141,-0.243,-0.058
-FlowState,TabPFN-TS-3,0.3,0.1,0.5,-0.131,-0.264,-0.02
-FlowState,TiRex,0.45,0.25,0.65,0.003,-0.02,0.026
-FlowState,TabPFN-TS,0.4,0.2,0.65,-0.12,-0.261,0.003
-FlowState,TimesFM-2.5,0.45,0.25,0.65,-0.003,-0.03,0.024
-FlowState,Toto-2.0-2.5B,0.45,0.25,0.65,-0.001,-0.046,0.037
-FlowState,Toto-2.0-1B,0.45,0.25,0.65,-0.002,-0.042,0.034
-FlowState,FlowState,0.5,0.5,0.5,0.0,0.0,0.0
-FlowState,Toto-2.0-313m,0.5,0.3,0.7,0.004,-0.031,0.034
-FlowState,Toto-2.0-22m,0.65,0.45,0.85,0.032,0.001,0.064
-FlowState,Moirai-2.0,0.6,0.399,0.8,0.064,0.02,0.112
-FlowState,Chronos-Bolt,0.7,0.5,0.875,0.064,0.026,0.107
-FlowState,Toto-1.0,0.85,0.7,0.975,0.09,0.039,0.143
-FlowState,Toto-2.0-4m,0.85,0.7,1.0,0.075,0.041,0.113
-FlowState,Stat. Ensemble,0.95,0.85,1.0,0.185,0.104,0.274
-FlowState,Seasonal Naive,1.0,1.0,1.0,0.415,0.33,0.495
 Toto-2.0-313m,Chronos-2,0.1,0.0,0.25,-0.145,-0.24,-0.067
 Toto-2.0-313m,TabPFN-TS-3,0.4,0.2,0.6,-0.135,-0.263,-0.025
+Toto-2.0-313m,TiRex-2,0.45,0.25,0.7,-0.076,-0.167,-0.003
 Toto-2.0-313m,TiRex,0.45,0.25,0.65,-0.001,-0.023,0.024
 Toto-2.0-313m,TabPFN-TS,0.35,0.15,0.55,-0.124,-0.264,0.0
 Toto-2.0-313m,TimesFM-2.5,0.35,0.15,0.55,-0.007,-0.039,0.031
 Toto-2.0-313m,Toto-2.0-2.5B,0.25,0.1,0.45,-0.005,-0.02,0.013
 Toto-2.0-313m,Toto-2.0-1B,0.35,0.15,0.55,-0.005,-0.013,0.005
-Toto-2.0-313m,FlowState,0.5,0.3,0.7,-0.004,-0.035,0.03
 Toto-2.0-313m,Toto-2.0-313m,0.5,0.5,0.5,0.0,0.0,0.0
+Toto-2.0-313m,FlowState,0.5,0.3,0.7,-0.004,-0.035,0.03
 Toto-2.0-313m,Toto-2.0-22m,0.75,0.55,0.9,0.028,0.011,0.045
 Toto-2.0-313m,Moirai-2.0,0.65,0.45,0.85,0.061,0.025,0.102
 Toto-2.0-313m,Chronos-Bolt,0.8,0.6,0.95,0.061,0.024,0.104
 Toto-2.0-313m,Toto-1.0,0.85,0.7,1.0,0.087,0.046,0.13
 Toto-2.0-313m,Toto-2.0-4m,0.95,0.85,1.0,0.072,0.045,0.101
-Toto-2.0-313m,Stat. Ensemble,0.9,0.75,1.0,0.182,0.102,0.266
 Toto-2.0-313m,Seasonal Naive,1.0,1.0,1.0,0.413,0.328,0.489
+FlowState,Chronos-2,0.15,0.0,0.3,-0.141,-0.243,-0.058
+FlowState,TabPFN-TS-3,0.3,0.1,0.5,-0.131,-0.264,-0.02
+FlowState,TiRex-2,0.35,0.15,0.6,-0.072,-0.166,0.007
+FlowState,TiRex,0.45,0.25,0.65,0.003,-0.02,0.026
+FlowState,TabPFN-TS,0.4,0.2,0.65,-0.12,-0.261,0.003
+FlowState,TimesFM-2.5,0.45,0.25,0.65,-0.003,-0.03,0.024
+FlowState,Toto-2.0-2.5B,0.45,0.25,0.65,-0.001,-0.046,0.037
+FlowState,Toto-2.0-1B,0.45,0.25,0.65,-0.002,-0.042,0.034
+FlowState,Toto-2.0-313m,0.5,0.3,0.7,0.004,-0.031,0.034
+FlowState,FlowState,0.5,0.5,0.5,0.0,0.0,0.0
+FlowState,Toto-2.0-22m,0.65,0.45,0.85,0.032,0.001,0.064
+FlowState,Moirai-2.0,0.6,0.399,0.8,0.064,0.02,0.112
+FlowState,Chronos-Bolt,0.7,0.5,0.875,0.064,0.026,0.107
+FlowState,Toto-1.0,0.85,0.7,0.975,0.09,0.039,0.143
+FlowState,Toto-2.0-4m,0.85,0.7,1.0,0.075,0.041,0.113
+FlowState,Seasonal Naive,1.0,1.0,1.0,0.415,0.33,0.495
 Toto-2.0-22m,Chronos-2,0.15,0.0,0.3,-0.178,-0.277,-0.092
 Toto-2.0-22m,TabPFN-TS-3,0.25,0.1,0.45,-0.168,-0.297,-0.06
+Toto-2.0-22m,TiRex-2,0.2,0.05,0.4,-0.107,-0.188,-0.039
 Toto-2.0-22m,TiRex,0.25,0.1,0.45,-0.03,-0.053,-0.006
 Toto-2.0-22m,TabPFN-TS,0.3,0.1,0.5,-0.157,-0.296,-0.032
 Toto-2.0-22m,TimesFM-2.5,0.25,0.1,0.45,-0.036,-0.07,0.002
 Toto-2.0-22m,Toto-2.0-2.5B,0.2,0.05,0.4,-0.034,-0.065,-0.005
 Toto-2.0-22m,Toto-2.0-1B,0.2,0.05,0.4,-0.034,-0.059,-0.011
-Toto-2.0-22m,FlowState,0.35,0.15,0.55,-0.033,-0.068,-0.001
 Toto-2.0-22m,Toto-2.0-313m,0.25,0.1,0.45,-0.029,-0.048,-0.011
+Toto-2.0-22m,FlowState,0.35,0.15,0.55,-0.033,-0.068,-0.001
 Toto-2.0-22m,Toto-2.0-22m,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-2.0-22m,Moirai-2.0,0.55,0.35,0.8,0.033,-0.001,0.073
 Toto-2.0-22m,Chronos-Bolt,0.6,0.4,0.8,0.033,-0.0,0.079
 Toto-2.0-22m,Toto-1.0,0.7,0.5,0.9,0.06,0.029,0.1
 Toto-2.0-22m,Toto-2.0-4m,0.95,0.85,1.0,0.045,0.031,0.061
-Toto-2.0-22m,Stat. Ensemble,0.85,0.7,1.0,0.159,0.085,0.242
 Toto-2.0-22m,Seasonal Naive,1.0,1.0,1.0,0.396,0.314,0.468
 Moirai-2.0,Chronos-2,0.15,0.0,0.35,-0.219,-0.325,-0.128
 Moirai-2.0,TabPFN-TS-3,0.15,0.0,0.3,-0.208,-0.338,-0.092
+Moirai-2.0,TiRex-2,0.1,0.0,0.25,-0.145,-0.236,-0.069
 Moirai-2.0,TiRex,0.1,0.0,0.25,-0.065,-0.104,-0.036
 Moirai-2.0,TabPFN-TS,0.25,0.1,0.45,-0.197,-0.347,-0.064
 Moirai-2.0,TimesFM-2.5,0.2,0.05,0.375,-0.072,-0.112,-0.038
 Moirai-2.0,Toto-2.0-2.5B,0.3,0.1,0.5,-0.07,-0.126,-0.023
 Moirai-2.0,Toto-2.0-1B,0.3,0.1,0.5,-0.07,-0.124,-0.025
-Moirai-2.0,FlowState,0.4,0.2,0.601,-0.068,-0.127,-0.02
 Moirai-2.0,Toto-2.0-313m,0.35,0.15,0.55,-0.065,-0.114,-0.025
+Moirai-2.0,FlowState,0.4,0.2,0.601,-0.068,-0.127,-0.02
 Moirai-2.0,Toto-2.0-22m,0.45,0.2,0.65,-0.035,-0.079,0.001
 Moirai-2.0,Moirai-2.0,0.5,0.5,0.5,0.0,0.0,0.0
 Moirai-2.0,Chronos-Bolt,0.475,0.3,0.65,0.0,-0.024,0.022
 Moirai-2.0,Toto-1.0,0.65,0.45,0.85,0.028,-0.014,0.069
 Moirai-2.0,Toto-2.0-4m,0.7,0.5,0.9,0.012,-0.028,0.04
-Moirai-2.0,Stat. Ensemble,0.85,0.7,1.0,0.13,0.048,0.213
 Moirai-2.0,Seasonal Naive,0.9,0.75,1.0,0.375,0.286,0.451
 Chronos-Bolt,Chronos-2,0.05,0.0,0.15,-0.219,-0.322,-0.129
 Chronos-Bolt,TabPFN-TS-3,0.15,0.0,0.3,-0.208,-0.34,-0.095
+Chronos-Bolt,TiRex-2,0.1,0.0,0.25,-0.145,-0.243,-0.064
 Chronos-Bolt,TiRex,0.1,0.0,0.25,-0.065,-0.1,-0.036
 Chronos-Bolt,TabPFN-TS,0.2,0.05,0.4,-0.197,-0.353,-0.059
 Chronos-Bolt,TimesFM-2.5,0.15,0.05,0.275,-0.072,-0.107,-0.039
 Chronos-Bolt,Toto-2.0-2.5B,0.25,0.099,0.45,-0.07,-0.128,-0.023
 Chronos-Bolt,Toto-2.0-1B,0.3,0.1,0.5,-0.07,-0.126,-0.025
-Chronos-Bolt,FlowState,0.3,0.125,0.5,-0.068,-0.12,-0.027
 Chronos-Bolt,Toto-2.0-313m,0.2,0.05,0.4,-0.065,-0.116,-0.024
+Chronos-Bolt,FlowState,0.3,0.125,0.5,-0.068,-0.12,-0.027
 Chronos-Bolt,Toto-2.0-22m,0.4,0.2,0.6,-0.035,-0.086,0.0
 Chronos-Bolt,Moirai-2.0,0.525,0.35,0.7,-0.0,-0.022,0.023
 Chronos-Bolt,Chronos-Bolt,0.5,0.5,0.5,0.0,0.0,0.0
 Chronos-Bolt,Toto-1.0,0.65,0.45,0.825,0.028,-0.02,0.076
 Chronos-Bolt,Toto-2.0-4m,0.7,0.5,0.9,0.012,-0.035,0.043
-Chronos-Bolt,Stat. Ensemble,0.85,0.7,1.0,0.13,0.038,0.225
 Chronos-Bolt,Seasonal Naive,0.95,0.85,1.0,0.375,0.282,0.455
 Toto-1.0,Chronos-2,0.1,0.0,0.25,-0.254,-0.366,-0.152
 Toto-1.0,TabPFN-TS-3,0.1,0.0,0.25,-0.243,-0.371,-0.128
+Toto-1.0,TiRex-2,0.05,0.0,0.15,-0.178,-0.253,-0.108
 Toto-1.0,TiRex,0.05,0.0,0.15,-0.096,-0.149,-0.053
 Toto-1.0,TabPFN-TS,0.2,0.05,0.4,-0.231,-0.382,-0.095
 Toto-1.0,TimesFM-2.5,0.25,0.075,0.425,-0.102,-0.167,-0.049
 Toto-1.0,Toto-2.0-2.5B,0.25,0.05,0.45,-0.1,-0.162,-0.043
 Toto-1.0,Toto-2.0-1B,0.2,0.05,0.4,-0.101,-0.158,-0.051
-Toto-1.0,FlowState,0.15,0.025,0.3,-0.099,-0.166,-0.041
 Toto-1.0,Toto-2.0-313m,0.15,0.0,0.3,-0.095,-0.149,-0.048
+Toto-1.0,FlowState,0.15,0.025,0.3,-0.099,-0.166,-0.041
 Toto-1.0,Toto-2.0-22m,0.3,0.1,0.5,-0.064,-0.111,-0.03
 Toto-1.0,Moirai-2.0,0.35,0.15,0.55,-0.029,-0.074,0.013
 Toto-1.0,Chronos-Bolt,0.35,0.175,0.55,-0.029,-0.082,0.019
 Toto-1.0,Toto-1.0,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-1.0,Toto-2.0-4m,0.5,0.3,0.7,-0.017,-0.054,0.008
-Toto-1.0,Stat. Ensemble,0.85,0.7,1.0,0.105,0.044,0.168
 Toto-1.0,Seasonal Naive,1.0,1.0,1.0,0.357,0.279,0.424
 Toto-2.0-4m,Chronos-2,0.1,0.0,0.25,-0.233,-0.347,-0.136
 Toto-2.0-4m,TabPFN-TS-3,0.05,0.0,0.15,-0.222,-0.353,-0.11
+Toto-2.0-4m,TiRex-2,0.0,0.0,0.0,-0.159,-0.244,-0.091
 Toto-2.0-4m,TiRex,0.05,0.0,0.15,-0.078,-0.11,-0.047
 Toto-2.0-4m,TabPFN-TS,0.1,0.0,0.25,-0.211,-0.361,-0.077
 Toto-2.0-4m,TimesFM-2.5,0.15,0.0,0.3,-0.084,-0.124,-0.044
 Toto-2.0-4m,Toto-2.0-2.5B,0.15,0.0,0.35,-0.082,-0.128,-0.041
 Toto-2.0-4m,Toto-2.0-1B,0.15,0.0,0.35,-0.083,-0.123,-0.048
-Toto-2.0-4m,FlowState,0.15,0.0,0.3,-0.081,-0.127,-0.042
 Toto-2.0-4m,Toto-2.0-313m,0.05,0.0,0.15,-0.077,-0.112,-0.047
+Toto-2.0-4m,FlowState,0.15,0.0,0.3,-0.081,-0.127,-0.042
 Toto-2.0-4m,Toto-2.0-22m,0.05,0.0,0.15,-0.047,-0.064,-0.031
 Toto-2.0-4m,Moirai-2.0,0.3,0.1,0.5,-0.012,-0.042,0.027
 Toto-2.0-4m,Chronos-Bolt,0.3,0.1,0.5,-0.012,-0.045,0.034
 Toto-2.0-4m,Toto-1.0,0.5,0.3,0.7,0.016,-0.008,0.051
 Toto-2.0-4m,Toto-2.0-4m,0.5,0.5,0.5,0.0,0.0,0.0
-Toto-2.0-4m,Stat. Ensemble,0.8,0.6,0.95,0.119,0.048,0.201
 Toto-2.0-4m,Seasonal Naive,1.0,1.0,1.0,0.367,0.286,0.44
-Stat. Ensemble,Chronos-2,0.0,0.0,0.0,-0.401,-0.575,-0.252
-Stat. Ensemble,TabPFN-TS-3,0.0,0.0,0.0,-0.388,-0.571,-0.231
-Stat. Ensemble,TiRex,0.05,0.0,0.15,-0.224,-0.365,-0.116
-Stat. Ensemble,TabPFN-TS,0.1,0.0,0.25,-0.375,-0.572,-0.201
-Stat. Ensemble,TimesFM-2.5,0.05,0.0,0.15,-0.231,-0.381,-0.115
-Stat. Ensemble,Toto-2.0-2.5B,0.15,0.0,0.3,-0.229,-0.378,-0.111
-Stat. Ensemble,Toto-2.0-1B,0.15,0.0,0.3,-0.229,-0.373,-0.118
-Stat. Ensemble,FlowState,0.05,0.0,0.15,-0.228,-0.378,-0.116
-Stat. Ensemble,Toto-2.0-313m,0.1,0.0,0.25,-0.223,-0.362,-0.114
-Stat. Ensemble,Toto-2.0-22m,0.15,0.0,0.3,-0.189,-0.319,-0.093
-Stat. Ensemble,Moirai-2.0,0.15,0.0,0.3,-0.149,-0.271,-0.051
-Stat. Ensemble,Chronos-Bolt,0.15,0.0,0.3,-0.149,-0.29,-0.039
-Stat. Ensemble,Toto-1.0,0.15,0.0,0.3,-0.117,-0.201,-0.046
-Stat. Ensemble,Toto-2.0-4m,0.2,0.05,0.4,-0.136,-0.251,-0.051
-Stat. Ensemble,Stat. Ensemble,0.5,0.5,0.5,0.0,0.0,0.0
-Stat. Ensemble,Seasonal Naive,1.0,1.0,1.0,0.282,0.229,0.328
 Seasonal Naive,Chronos-2,0.0,0.0,0.0,-0.95,-1.275,-0.677
 Seasonal Naive,TabPFN-TS-3,0.0,0.0,0.0,-0.932,-1.278,-0.648
+Seasonal Naive,TiRex-2,0.0,0.0,0.0,-0.832,-1.088,-0.601
 Seasonal Naive,TiRex,0.0,0.0,0.0,-0.703,-0.957,-0.497
 Seasonal Naive,TabPFN-TS,0.025,0.0,0.075,-0.914,-1.278,-0.612
 Seasonal Naive,TimesFM-2.5,0.0,0.0,0.0,-0.714,-0.982,-0.495
 Seasonal Naive,Toto-2.0-2.5B,0.0,0.0,0.0,-0.711,-0.975,-0.489
 Seasonal Naive,Toto-2.0-1B,0.0,0.0,0.0,-0.711,-0.969,-0.489
-Seasonal Naive,FlowState,0.0,0.0,0.0,-0.709,-0.982,-0.493
 Seasonal Naive,Toto-2.0-313m,0.0,0.0,0.0,-0.702,-0.958,-0.488
+Seasonal Naive,FlowState,0.0,0.0,0.0,-0.709,-0.982,-0.493
 Seasonal Naive,Toto-2.0-22m,0.0,0.0,0.0,-0.654,-0.879,-0.459
 Seasonal Naive,Moirai-2.0,0.1,0.0,0.25,-0.599,-0.822,-0.4
 Seasonal Naive,Chronos-Bolt,0.05,0.0,0.15,-0.599,-0.835,-0.393
 Seasonal Naive,Toto-1.0,0.0,0.0,0.0,-0.555,-0.736,-0.388
 Seasonal Naive,Toto-2.0-4m,0.0,0.0,0.0,-0.581,-0.785,-0.401
-Seasonal Naive,Stat. Ensemble,0.0,0.0,0.0,-0.392,-0.487,-0.297
 Seasonal Naive,Seasonal Naive,0.5,0.5,0.5,0.0,0.0,0.0
diff --git a/tables/frequency_daily/leaderboard_MASE.csv b/tables/frequency_daily/leaderboard_MASE.csv
index da48280da9e6b89b8b377baa1cbda8eb99689aa8..5a97ec8c6534b118a2517aaa2a513b5c70033616 100644
--- a/tables/frequency_daily/leaderboard_MASE.csv
+++ b/tables/frequency_daily/leaderboard_MASE.csv
@@ -1,28 +1,29 @@
 model_name,win_rate,skill_score,median_training_time_s_per100,median_inference_time_s_per100,training_corpus_overlap,num_failures
-Chronos-2,83.84615384615385,32.33462591493779,0.0,0.35793460493470153,0.0,0.0
-TimesFM-2.5,79.61538461538463,28.589935763752727,0.0,0.575423012749835,0.1,0.0
-TiRex,78.84615384615384,27.39375784946123,0.0,0.1291116508215071,0.0,0.0
-TabPFN-TS-3,75.0,28.250201935398746,0.0,223.4072169366242,0.0,0.0
-Toto-2.0-2.5B,72.11538461538461,26.456553037061724,0.0,5.836743031095304,0.0,0.0
-Toto-2.0-1B,70.1923076923077,25.812997332141517,0.0,2.4259903984922184,0.0,0.0
-Toto-2.0-313m,69.8076923076923,26.310922480013378,0.0,1.062050223421533,0.0,0.0
-Moirai-2.0,69.03846153846155,27.32711942416035,0.0,0.24187414339990285,0.4,0.0
-Chronos-Bolt,66.34615384615384,26.219011288531625,0.0,0.13213293969508144,0.0,0.0
-FlowState,65.57692307692307,25.612362207783157,0.0,0.8854096169209039,0.1,0.0
-Sundial-Base,60.0,23.206408545048664,0.0,8.099000643582091,0.0,0.0
-Toto-1.0,58.46153846153847,25.150075353237867,0.0,10.283148248083332,0.1,0.0
-TabPFN-TS,58.17307692307693,27.071675026391638,0.0,79.45039829948598,0.0,5.0
-Toto-2.0-22m,56.730769230769226,24.019807404184125,0.0,0.24318868545675412,0.0,0.0
-Toto-2.0-4m,51.15384615384616,22.564631891671016,0.0,0.18067459324572688,0.0,0.0
-LightGBM,47.88461538461538,20.962768609596882,1.2347621929848485,0.1353946523502825,0.0,0.0
-CatBoost,45.19230769230769,21.104084940286395,17.24107904783333,0.14455932012545694,0.0,0.0
-Stat. Ensemble,40.76923076923077,19.610053947514793,0.0,145.59674209388467,0.0,0.0
-TFT,35.19230769230769,16.24394791361502,323.36690221656073,0.2700071295171898,0.0,0.0
-AutoETS,33.46153846153847,17.60348552820039,0.0,3.3519659038334995,0.0,0.0
-AutoTheta,29.807692307692307,14.046475775318722,0.0,3.0638472506820937,0.0,0.0
-AutoARIMA,29.230769230769234,14.206772560096903,0.0,73.60630374002452,0.0,0.0
-DeepAR,23.269230769230763,8.426290992667196,491.09394703656005,0.4963672847508972,0.0,0.0
-PatchTST,20.19230769230769,8.013909721452405,287.64413890660023,0.2739963583326908,0.0,0.0
-Seasonal Naive,12.596153846153843,0.0,0.0,0.3410607536415753,0.0,0.0
-Naive,10.769230769230768,-12.058300085396546,0.0,0.31280659340063144,0.0,0.0
-Drift,6.730769230769232,-13.725349207058368,0.0,0.3111704808059156,0.0,0.0
+Chronos-2,82.96296296296298,32.33462591493779,0.0,0.35793460493470153,0.0,0.0
+TiRex-2,80.18518518518519,29.484621746234474,0.0,0.3251736416270779,0.0,0.0
+TimesFM-2.5,78.33333333333334,28.589935763752727,0.0,0.575423012749835,0.1,0.0
+TiRex,77.40740740740742,27.39375784946123,0.0,0.1291116508215071,0.0,0.0
+TabPFN-TS-3,74.07407407407408,28.250201935398746,0.0,223.4072169366242,0.0,0.0
+Toto-2.0-2.5B,71.11111111111111,26.456553037061724,0.0,5.836743031095304,0.0,0.0
+Toto-2.0-1B,69.07407407407408,25.812997332141517,0.0,2.4259903984922184,0.0,0.0
+Toto-2.0-313m,68.33333333333333,26.310922480013378,0.0,1.062050223421533,0.0,0.0
+Moirai-2.0,67.5925925925926,27.32711942416035,0.0,0.24187414339990285,0.4,0.0
+Chronos-Bolt,64.99999999999999,26.219011288531625,0.0,0.13213293969508144,0.0,0.0
+FlowState,64.25925925925924,25.612362207783157,0.0,0.8854096169209039,0.1,0.0
+Sundial-Base,58.333333333333336,23.206408545048664,0.0,8.099000643582091,0.0,0.0
+TabPFN-TS,56.94444444444445,27.071675026391638,0.0,79.45039829948598,0.0,5.0
+Toto-1.0,56.666666666666664,25.150075353237867,0.0,10.283148248083332,0.1,0.0
+Toto-2.0-22m,55.37037037037037,24.019807404184125,0.0,0.24318868545675412,0.0,0.0
+Toto-2.0-4m,49.629629629629626,22.564631891671016,0.0,0.18067459324572688,0.0,0.0
+LightGBM,46.851851851851855,20.962768609596882,1.2347621929848485,0.1353946523502825,0.0,0.0
+CatBoost,44.25925925925927,21.104084940286395,17.24107904783333,0.14455932012545694,0.0,0.0
+Stat. Ensemble,39.444444444444436,19.610053947514793,0.0,145.59674209388467,0.0,0.0
+TFT,34.074074074074076,16.24394791361502,323.36690221656073,0.2700071295171898,0.0,0.0
+AutoETS,32.407407407407405,17.60348552820039,0.0,3.3519659038334995,0.0,0.0
+AutoTheta,28.7037037037037,14.046475775318722,0.0,3.0638472506820937,0.0,0.0
+AutoARIMA,28.14814814814815,14.206772560096903,0.0,73.60630374002452,0.0,0.0
+DeepAR,22.407407407407405,8.426290992667196,491.09394703656005,0.4963672847508972,0.0,0.0
+PatchTST,19.444444444444443,8.013909721452405,287.64413890660023,0.2739963583326908,0.0,0.0
+Seasonal Naive,12.129629629629628,0.0,0.0,0.3410607536415753,0.0,0.0
+Naive,10.37037037037037,-12.058300085396546,0.0,0.31280659340063144,0.0,0.0
+Drift,6.481481481481483,-13.725349207058368,0.0,0.3111704808059156,0.0,0.0
diff --git a/tables/frequency_daily/leaderboard_SQL.csv b/tables/frequency_daily/leaderboard_SQL.csv
index 78e6ddf4eec9d7c96a67d9fc771abfb828606dbe..1cdfa57e62d55bb2e09ff9f6257219f97f0f6034 100644
--- a/tables/frequency_daily/leaderboard_SQL.csv
+++ b/tables/frequency_daily/leaderboard_SQL.csv
@@ -1,28 +1,29 @@
 model_name,win_rate,skill_score,median_training_time_s_per100,median_inference_time_s_per100,training_corpus_overlap,num_failures
-Chronos-2,86.34615384615384,40.241553705242325,0.0,0.35793460493470153,0.0,0.0
-TiRex,82.6923076923077,35.70932536691862,0.0,0.1291116508215071,0.0,0.0
-TimesFM-2.5,81.34615384615385,36.21512359135406,0.0,0.575423012749835,0.1,0.0
-Toto-2.0-1B,75.96153846153845,34.20036962571038,0.0,2.4259903984922184,0.0,0.0
-Toto-2.0-2.5B,75.76923076923077,34.30608154282804,0.0,5.836743031095304,0.0,0.0
-TabPFN-TS-3,75.57692307692308,36.38409783372577,0.0,223.4072169366242,0.0,0.0
-Moirai-2.0,73.46153846153847,35.235748193480255,0.0,0.24187414339990285,0.4,0.0
-Chronos-Bolt,71.34615384615385,34.57369581909669,0.0,0.13213293969508144,0.0,0.0
-Toto-2.0-313m,71.15384615384615,33.80526265868134,0.0,1.062050223421533,0.0,0.0
-FlowState,66.34615384615384,33.231151028003566,0.0,0.8854096169209039,0.1,0.0
-Toto-2.0-22m,64.23076923076923,32.43440844148379,0.0,0.24318868545675412,0.0,0.0
-Toto-1.0,64.23076923076921,33.533977961386974,0.0,10.283148248083332,0.1,0.0
-TabPFN-TS,61.442307692307686,34.19450526988148,0.0,79.45039829948598,0.0,5.0
-Toto-2.0-4m,56.53846153846154,31.16311870045906,0.0,0.18067459324572688,0.0,0.0
-Sundial-Base,43.269230769230774,26.539906909008327,0.0,8.099000643582091,0.0,0.0
-TFT,40.67307692307691,22.27606386903942,323.36690221656073,0.2700071295171898,0.0,0.0
-Stat. Ensemble,38.84615384615385,24.79006525446703,0.0,145.59674209388467,0.0,0.0
-AutoARIMA,33.269230769230774,21.22121308421785,0.0,73.60630374002452,0.0,0.0
-AutoETS,31.346153846153847,20.120766929488475,0.0,3.3519659038334995,0.0,0.0
-PatchTST,27.307692307692307,14.9301643137155,287.64413890660023,0.2739963583326908,0.0,0.0
-DeepAR,26.82692307692307,14.294397638336442,491.09394703656005,0.4963672847508972,0.0,0.0
-LightGBM,25.961538461538463,13.191993375720667,1.2347621929848485,0.1353946523502825,0.0,0.0
-CatBoost,25.192307692307693,13.347203632390958,17.24107904783333,0.14455932012545694,0.0,0.0
-AutoTheta,25.0,15.776905337592694,0.0,3.0638472506820937,0.0,0.0
-Seasonal Naive,15.67307692307692,0.0,0.0,0.3410607536415753,0.0,0.0
-Naive,6.730769230769231,-43.691472811269946,0.0,0.31280659340063144,0.0,0.0
-Drift,3.4615384615384617,-44.75542175816074,0.0,0.3111704808059156,0.0,0.0
+TiRex-2,85.0,37.20661460897712,0.0,0.3251736416270779,0.0,0.0
+Chronos-2,84.81481481481482,40.241553705242325,0.0,0.35793460493470153,0.0,0.0
+TiRex,81.1111111111111,35.70932536691862,0.0,0.1291116508215071,0.0,0.0
+TimesFM-2.5,80.0,36.21512359135406,0.0,0.575423012749835,0.1,0.0
+Toto-2.0-2.5B,74.25925925925925,34.30608154282804,0.0,5.836743031095304,0.0,0.0
+TabPFN-TS-3,74.07407407407409,36.38409783372577,0.0,223.4072169366242,0.0,0.0
+Toto-2.0-1B,74.07407407407408,34.20036962571038,0.0,2.4259903984922184,0.0,0.0
+Moirai-2.0,71.85185185185185,35.235748193480255,0.0,0.24187414339990285,0.4,0.0
+Chronos-Bolt,69.62962962962963,34.57369581909669,0.0,0.13213293969508144,0.0,0.0
+Toto-2.0-313m,69.44444444444444,33.80526265868134,0.0,1.062050223421533,0.0,0.0
+FlowState,64.62962962962962,33.231151028003566,0.0,0.8854096169209039,0.1,0.0
+Toto-2.0-22m,62.40740740740741,32.43440844148379,0.0,0.24318868545675412,0.0,0.0
+Toto-1.0,62.222222222222214,33.533977961386974,0.0,10.283148248083332,0.1,0.0
+TabPFN-TS,59.9074074074074,34.19450526988148,0.0,79.45039829948598,0.0,5.0
+Toto-2.0-4m,54.629629629629626,31.16311870045906,0.0,0.18067459324572688,0.0,0.0
+Sundial-Base,41.85185185185186,26.539906909008327,0.0,8.099000643582091,0.0,0.0
+TFT,39.53703703703703,22.27606386903942,323.36690221656073,0.2700071295171898,0.0,0.0
+Stat. Ensemble,37.407407407407405,24.79006525446703,0.0,145.59674209388467,0.0,0.0
+AutoARIMA,32.03703703703704,21.22121308421785,0.0,73.60630374002452,0.0,0.0
+AutoETS,30.185185185185183,20.120766929488475,0.0,3.3519659038334995,0.0,0.0
+PatchTST,26.29629629629629,14.9301643137155,287.64413890660023,0.2739963583326908,0.0,0.0
+DeepAR,25.83333333333333,14.294397638336442,491.09394703656005,0.4963672847508972,0.0,0.0
+LightGBM,25.37037037037037,13.191993375720667,1.2347621929848485,0.1353946523502825,0.0,0.0
+CatBoost,24.444444444444443,13.347203632390958,17.24107904783333,0.14455932012545694,0.0,0.0
+AutoTheta,24.074074074074073,15.776905337592694,0.0,3.0638472506820937,0.0,0.0
+Seasonal Naive,15.092592592592592,0.0,0.0,0.3410607536415753,0.0,0.0
+Naive,6.481481481481481,-43.691472811269946,0.0,0.31280659340063144,0.0,0.0
+Drift,3.333333333333334,-44.75542175816074,0.0,0.3111704808059156,0.0,0.0
diff --git a/tables/frequency_daily/leaderboard_WAPE.csv b/tables/frequency_daily/leaderboard_WAPE.csv
index 75e7a85e08eb54bbb8306cbe9684575fd0580e5d..297a37f682a8299cb8ddc790e12f9dd3899811ba 100644
--- a/tables/frequency_daily/leaderboard_WAPE.csv
+++ b/tables/frequency_daily/leaderboard_WAPE.csv
@@ -1,28 +1,29 @@
 model_name,win_rate,skill_score,median_training_time_s_per100,median_inference_time_s_per100,training_corpus_overlap,num_failures
-Chronos-2,84.03846153846153,34.735886193284756,0.0,0.35793460493470153,0.0,0.0
-TiRex,77.49999999999999,30.048380594127288,0.0,0.1291116508215071,0.0,0.0
-TimesFM-2.5,77.3076923076923,30.331123518560123,0.0,0.575423012749835,0.1,0.0
-Toto-2.0-2.5B,75.96153846153848,29.438621779192953,0.0,5.836743031095304,0.0,0.0
-Toto-2.0-1B,74.03846153846155,29.345011784688257,0.0,2.4259903984922184,0.0,0.0
-TabPFN-TS-3,73.46153846153845,31.361118613889825,0.0,223.4072169366242,0.0,0.0
-Toto-2.0-313m,71.73076923076924,29.395351182223994,0.0,1.062050223421533,0.0,0.0
-Moirai-2.0,67.69230769230768,29.395646169542744,0.0,0.24187414339990285,0.4,0.0
-Chronos-Bolt,62.884615384615394,27.111852608105036,0.0,0.13213293969508144,0.0,0.0
-TabPFN-TS,61.63461538461539,31.05700816902527,0.0,79.45039829948598,0.0,5.0
-Toto-2.0-22m,60.76923076923077,27.50602341437721,0.0,0.24318868545675412,0.0,0.0
-FlowState,60.38461538461538,25.835963292065955,0.0,0.8854096169209039,0.1,0.0
-Sundial-Base,57.30769230769231,24.782966501614755,0.0,8.099000643582091,0.0,0.0
-Toto-1.0,56.92307692307692,27.089976643088885,0.0,10.283148248083332,0.1,0.0
-Toto-2.0-4m,53.65384615384616,25.824470924035413,0.0,0.18067459324572688,0.0,0.0
-LightGBM,50.19230769230769,22.597567437556975,1.2347621929848485,0.1353946523502825,0.0,0.0
-CatBoost,42.11538461538461,21.484842601837784,17.24107904783333,0.14455932012545694,0.0,0.0
-Stat. Ensemble,41.53846153846153,20.770111290736605,0.0,145.59674209388467,0.0,0.0
-AutoETS,32.49999999999999,18.81370670043465,0.0,3.3519659038334995,0.0,0.0
-TFT,31.73076923076924,15.894814429818338,323.36690221656073,0.2700071295171898,0.0,0.0
-AutoARIMA,30.384615384615387,17.77794697606161,0.0,73.60630374002452,0.0,0.0
-AutoTheta,27.30769230769231,14.370876624664398,0.0,3.0638472506820937,0.0,0.0
-PatchTST,23.269230769230763,7.249016480338232,287.64413890660023,0.2739963583326908,0.0,0.0
-DeepAR,22.88461538461538,9.543981657156008,491.09394703656005,0.4963672847508972,0.0,0.0
-Naive,13.269230769230766,-11.759514098130408,0.0,0.31280659340063144,0.0,0.0
-Seasonal Naive,11.826923076923073,0.0,0.0,0.3410607536415753,0.0,0.0
-Drift,7.6923076923076925,-13.85845893302955,0.0,0.3111704808059156,0.0,0.0
+Chronos-2,83.14814814814814,34.735886193284756,0.0,0.35793460493470153,0.0,0.0
+TiRex,76.66666666666666,30.048380594127288,0.0,0.1291116508215071,0.0,0.0
+TimesFM-2.5,76.2962962962963,30.331123518560123,0.0,0.575423012749835,0.1,0.0
+TiRex-2,76.11111111111111,31.06965155182424,0.0,0.3251736416270779,0.0,0.0
+Toto-2.0-2.5B,75.18518518518519,29.438621779192953,0.0,5.836743031095304,0.0,0.0
+Toto-2.0-1B,72.96296296296296,29.345011784688257,0.0,2.4259903984922184,0.0,0.0
+TabPFN-TS-3,72.4074074074074,31.361118613889825,0.0,223.4072169366242,0.0,0.0
+Toto-2.0-313m,70.55555555555556,29.395351182223994,0.0,1.062050223421533,0.0,0.0
+Moirai-2.0,66.29629629629629,29.395646169542744,0.0,0.24187414339990285,0.4,0.0
+Chronos-Bolt,61.296296296296305,27.111852608105036,0.0,0.13213293969508144,0.0,0.0
+TabPFN-TS,60.462962962962976,31.05700816902527,0.0,79.45039829948598,0.0,5.0
+Toto-2.0-22m,59.62962962962963,27.50602341437721,0.0,0.24318868545675412,0.0,0.0
+FlowState,59.07407407407407,25.835963292065955,0.0,0.8854096169209039,0.1,0.0
+Sundial-Base,55.925925925925924,24.782966501614755,0.0,8.099000643582091,0.0,0.0
+Toto-1.0,55.74074074074075,27.089976643088885,0.0,10.283148248083332,0.1,0.0
+Toto-2.0-4m,52.40740740740741,25.824470924035413,0.0,0.18067459324572688,0.0,0.0
+LightGBM,49.629629629629626,22.597567437556975,1.2347621929848485,0.1353946523502825,0.0,0.0
+CatBoost,41.66666666666667,21.484842601837784,17.24107904783333,0.14455932012545694,0.0,0.0
+Stat. Ensemble,40.18518518518518,20.770111290736605,0.0,145.59674209388467,0.0,0.0
+AutoETS,31.66666666666667,18.81370670043465,0.0,3.3519659038334995,0.0,0.0
+TFT,30.740740740740733,15.894814429818338,323.36690221656073,0.2700071295171898,0.0,0.0
+AutoARIMA,29.259259259259256,17.77794697606161,0.0,73.60630374002452,0.0,0.0
+AutoTheta,26.481481481481485,14.370876624664398,0.0,3.0638472506820937,0.0,0.0
+PatchTST,22.407407407407405,7.249016480338232,287.64413890660023,0.2739963583326908,0.0,0.0
+DeepAR,22.037037037037035,9.543981657156008,491.09394703656005,0.4963672847508972,0.0,0.0
+Naive,12.96296296296296,-11.759514098130408,0.0,0.31280659340063144,0.0,0.0
+Seasonal Naive,11.388888888888886,0.0,0.0,0.3410607536415753,0.0,0.0
+Drift,7.4074074074074066,-13.85845893302955,0.0,0.3111704808059156,0.0,0.0
diff --git a/tables/frequency_daily/leaderboard_WQL.csv b/tables/frequency_daily/leaderboard_WQL.csv
index a77b4cb71330aac736a9723ef239867e521d990f..fc18cde96ae867db30e44c61c01ef9c152dac4e2 100644
--- a/tables/frequency_daily/leaderboard_WQL.csv
+++ b/tables/frequency_daily/leaderboard_WQL.csv
@@ -1,28 +1,29 @@
 model_name,win_rate,skill_score,median_training_time_s_per100,median_inference_time_s_per100,training_corpus_overlap,num_failures
-Chronos-2,85.00000000000001,44.776563341107924,0.0,0.35793460493470153,0.0,0.0
-TimesFM-2.5,80.96153846153847,40.695403658294204,0.0,0.575423012749835,0.1,0.0
-TiRex,80.5769230769231,40.60690859146885,0.0,0.1291116508215071,0.0,0.0
-Toto-2.0-2.5B,78.46153846153847,40.05727690413393,0.0,5.836743031095304,0.0,0.0
-TabPFN-TS-3,77.88461538461539,42.13928857591004,0.0,223.4072169366242,0.0,0.0
-Toto-2.0-1B,77.88461538461539,40.091535519698354,0.0,2.4259903984922184,0.0,0.0
-Toto-2.0-313m,75.3846153846154,39.95839791326732,0.0,1.062050223421533,0.0,0.0
-Moirai-2.0,73.84615384615384,39.911642441923746,0.0,0.24187414339990285,0.4,0.0
-Chronos-Bolt,67.88461538461537,38.31376582969731,0.0,0.13213293969508144,0.0,0.0
-Toto-2.0-22m,67.5,38.49451295549834,0.0,0.24318868545675412,0.0,0.0
-TabPFN-TS,64.51923076923077,40.520744318361224,0.0,79.45039829948598,0.0,5.0
-FlowState,63.65384615384614,36.62739364766787,0.0,0.8854096169209039,0.1,0.0
-Toto-1.0,62.30769230769231,38.13822702047026,0.0,10.283148248083332,0.1,0.0
-Toto-2.0-4m,58.46153846153847,37.091644862848426,0.0,0.18067459324572688,0.0,0.0
-Sundial-Base,44.61538461538461,31.246086652472282,0.0,8.099000643582091,0.0,0.0
-Stat. Ensemble,38.46153846153847,26.721365391127915,0.0,145.59674209388467,0.0,0.0
-TFT,35.67307692307693,22.687799915564245,323.36690221656073,0.2700071295171898,0.0,0.0
-AutoARIMA,33.46153846153847,25.85193474759363,0.0,73.60630374002452,0.0,0.0
-AutoETS,28.46153846153846,21.589312484907442,0.0,3.3519659038334995,0.0,0.0
-PatchTST,28.076923076923073,18.15925526450699,287.64413890660023,0.2739963583326908,0.0,0.0
-LightGBM,27.884615384615387,18.53997314875826,1.2347621929848485,0.1353946523502825,0.0,0.0
-CatBoost,26.53846153846154,17.368916958295777,17.24107904783333,0.14455932012545694,0.0,0.0
-DeepAR,25.865384615384613,18.494720285493216,491.09394703656005,0.4963672847508972,0.0,0.0
-AutoTheta,22.307692307692307,16.511025407352477,0.0,3.0638472506820937,0.0,0.0
-Seasonal Naive,13.365384615384615,0.0,0.0,0.3410607536415753,0.0,0.0
-Naive,7.307692307692308,-44.14903496940348,0.0,0.31280659340063144,0.0,0.0
-Drift,3.6538461538461546,-45.704490127704766,0.0,0.3111704808059156,0.0,0.0
+Chronos-2,83.7037037037037,44.776563341107924,0.0,0.35793460493470153,0.0,0.0
+TiRex-2,80.18518518518519,41.35047562605596,0.0,0.3251736416270779,0.0,0.0
+TimesFM-2.5,80.0,40.695403658294204,0.0,0.575423012749835,0.1,0.0
+TiRex,79.62962962962963,40.60690859146885,0.0,0.1291116508215071,0.0,0.0
+Toto-2.0-2.5B,77.22222222222221,40.05727690413393,0.0,5.836743031095304,0.0,0.0
+TabPFN-TS-3,76.85185185185185,42.13928857591004,0.0,223.4072169366242,0.0,0.0
+Toto-2.0-1B,76.66666666666666,40.091535519698354,0.0,2.4259903984922184,0.0,0.0
+Toto-2.0-313m,74.07407407407409,39.95839791326732,0.0,1.062050223421533,0.0,0.0
+Moirai-2.0,72.4074074074074,39.911642441923746,0.0,0.24187414339990285,0.4,0.0
+Chronos-Bolt,66.29629629629629,38.31376582969731,0.0,0.13213293969508144,0.0,0.0
+Toto-2.0-22m,65.74074074074075,38.49451295549834,0.0,0.24318868545675412,0.0,0.0
+TabPFN-TS,63.055555555555564,40.520744318361224,0.0,79.45039829948598,0.0,5.0
+FlowState,62.22222222222222,36.62739364766787,0.0,0.8854096169209039,0.1,0.0
+Toto-1.0,60.74074074074074,38.13822702047026,0.0,10.283148248083332,0.1,0.0
+Toto-2.0-4m,56.851851851851855,37.091644862848426,0.0,0.18067459324572688,0.0,0.0
+Sundial-Base,43.33333333333333,31.246086652472282,0.0,8.099000643582091,0.0,0.0
+Stat. Ensemble,37.03703703703704,26.721365391127915,0.0,145.59674209388467,0.0,0.0
+TFT,34.53703703703703,22.687799915564245,323.36690221656073,0.2700071295171898,0.0,0.0
+AutoARIMA,32.22222222222222,25.85193474759363,0.0,73.60630374002452,0.0,0.0
+AutoETS,27.40740740740741,21.589312484907442,0.0,3.3519659038334995,0.0,0.0
+LightGBM,27.22222222222222,18.53997314875826,1.2347621929848485,0.1353946523502825,0.0,0.0
+PatchTST,27.03703703703703,18.15925526450699,287.64413890660023,0.2739963583326908,0.0,0.0
+CatBoost,25.740740740740737,17.368916958295777,17.24107904783333,0.14455932012545694,0.0,0.0
+DeepAR,24.907407407407405,18.494720285493216,491.09394703656005,0.4963672847508972,0.0,0.0
+AutoTheta,21.48148148148148,16.511025407352477,0.0,3.0638472506820937,0.0,0.0
+Seasonal Naive,12.870370370370368,0.0,0.0,0.3410607536415753,0.0,0.0
+Naive,7.037037037037037,-44.14903496940348,0.0,0.31280659340063144,0.0,0.0
+Drift,3.5185185185185195,-45.704490127704766,0.0,0.3111704808059156,0.0,0.0
diff --git a/tables/frequency_daily/pairwise_MASE.csv b/tables/frequency_daily/pairwise_MASE.csv
index d37bc6fc2fce3d04c97c770f4f03195db4d552f4..3981f1bd100aa21630194f30c632b6ede8340033 100644
--- a/tables/frequency_daily/pairwise_MASE.csv
+++ b/tables/frequency_daily/pairwise_MASE.csv
@@ -1,11 +1,12 @@
 model_1,model_2,win_rate,win_rate_lower,win_rate_upper,skill_score,skill_score_lower,skill_score_upper
 Chronos-2,Chronos-2,0.5,0.5,0.5,0.0,0.0,0.0
+Chronos-2,TiRex-2,0.6,0.4,0.8,0.04,-0.007,0.092
 Chronos-2,TiRex,0.5,0.3,0.7,0.068,0.007,0.144
 Chronos-2,TimesFM-2.5,0.6,0.4,0.8,0.052,-0.004,0.116
 Chronos-2,TabPFN-TS-3,0.55,0.35,0.75,0.057,0.001,0.13
 Chronos-2,Toto-2.0-2.5B,0.7,0.5,0.9,0.08,0.034,0.13
-Chronos-2,Toto-2.0-313m,0.8,0.6,0.95,0.082,0.028,0.138
 Chronos-2,Toto-2.0-1B,0.65,0.45,0.85,0.088,0.04,0.141
+Chronos-2,Toto-2.0-313m,0.8,0.6,0.95,0.082,0.028,0.138
 Chronos-2,Moirai-2.0,0.75,0.55,0.9,0.069,0.013,0.135
 Chronos-2,FlowState,0.8,0.6,0.95,0.09,0.034,0.152
 Chronos-2,Chronos-Bolt,0.85,0.7,1.0,0.083,0.034,0.145
@@ -13,15 +14,31 @@ Chronos-2,Sundial-Base,0.9,0.75,1.0,0.119,0.052,0.194
 Chronos-2,TabPFN-TS,0.8,0.65,0.95,0.072,0.012,0.146
 Chronos-2,Toto-1.0,0.8,0.65,0.95,0.096,0.032,0.162
 Chronos-2,Toto-2.0-22m,0.85,0.7,1.0,0.109,0.048,0.172
-Chronos-2,Toto-2.0-4m,0.75,0.55,0.901,0.126,0.066,0.194
 Chronos-2,Seasonal Naive,1.0,1.0,1.0,0.323,0.255,0.4
+TiRex-2,Chronos-2,0.4,0.2,0.6,-0.042,-0.102,0.007
+TiRex-2,TiRex-2,0.5,0.5,0.5,0.0,0.0,0.0
+TiRex-2,TiRex,0.6,0.35,0.8,0.029,-0.007,0.064
+TiRex-2,TimesFM-2.5,0.55,0.35,0.75,0.013,-0.016,0.04
+TiRex-2,TabPFN-TS-3,0.5,0.3,0.7,0.017,-0.06,0.09
+TiRex-2,Toto-2.0-2.5B,0.55,0.349,0.75,0.041,0.007,0.073
+TiRex-2,Toto-2.0-1B,0.6,0.4,0.8,0.049,0.021,0.079
+TiRex-2,Toto-2.0-313m,0.7,0.5,0.85,0.043,0.015,0.073
+TiRex-2,Moirai-2.0,0.7,0.5,0.9,0.03,-0.006,0.063
+TiRex-2,FlowState,0.7,0.5,0.9,0.052,0.0,0.113
+TiRex-2,Chronos-Bolt,0.7,0.5,0.9,0.044,0.006,0.083
+TiRex-2,Sundial-Base,0.85,0.7,1.0,0.082,0.019,0.162
+TiRex-2,TabPFN-TS,0.75,0.55,0.9,0.033,-0.043,0.097
+TiRex-2,Toto-1.0,0.9,0.75,1.0,0.058,0.031,0.09
+TiRex-2,Toto-2.0-22m,0.8,0.6,0.95,0.072,0.041,0.105
+TiRex-2,Seasonal Naive,1.0,1.0,1.0,0.295,0.229,0.383
 TiRex,Chronos-2,0.5,0.3,0.7,-0.073,-0.169,-0.007
+TiRex,TiRex-2,0.4,0.2,0.65,-0.03,-0.068,0.007
 TiRex,TiRex,0.5,0.5,0.5,0.0,0.0,0.0
 TiRex,TimesFM-2.5,0.5,0.3,0.7,-0.017,-0.043,0.004
 TiRex,TabPFN-TS-3,0.7,0.5,0.9,-0.012,-0.114,0.058
 TiRex,Toto-2.0-2.5B,0.55,0.35,0.75,0.013,-0.032,0.049
-TiRex,Toto-2.0-313m,0.55,0.3,0.75,0.015,-0.023,0.053
 TiRex,Toto-2.0-1B,0.55,0.35,0.75,0.021,-0.015,0.056
+TiRex,Toto-2.0-313m,0.55,0.3,0.75,0.015,-0.023,0.053
 TiRex,Moirai-2.0,0.75,0.55,0.95,0.001,-0.025,0.024
 TiRex,FlowState,0.7,0.5,0.9,0.024,-0.017,0.069
 TiRex,Chronos-Bolt,0.8,0.6,0.95,0.016,-0.013,0.041
@@ -29,15 +46,15 @@ TiRex,Sundial-Base,0.7,0.5,0.9,0.055,0.002,0.123
 TiRex,TabPFN-TS,0.8,0.649,0.95,0.004,-0.104,0.079
 TiRex,Toto-1.0,0.8,0.6,0.95,0.03,-0.002,0.058
 TiRex,Toto-2.0-22m,0.7,0.5,0.9,0.044,0.004,0.088
-TiRex,Toto-2.0-4m,0.85,0.7,1.0,0.062,0.035,0.096
 TiRex,Seasonal Naive,1.0,1.0,1.0,0.274,0.214,0.351
 TimesFM-2.5,Chronos-2,0.4,0.2,0.6,-0.055,-0.131,0.004
+TimesFM-2.5,TiRex-2,0.45,0.25,0.65,-0.013,-0.042,0.015
 TimesFM-2.5,TiRex,0.5,0.3,0.7,0.016,-0.004,0.041
 TimesFM-2.5,TimesFM-2.5,0.5,0.5,0.5,0.0,0.0,0.0
 TimesFM-2.5,TabPFN-TS-3,0.5,0.3,0.7,0.005,-0.094,0.084
 TimesFM-2.5,Toto-2.0-2.5B,0.65,0.45,0.85,0.029,-0.002,0.064
-TimesFM-2.5,Toto-2.0-313m,0.55,0.35,0.75,0.031,0.003,0.069
 TimesFM-2.5,Toto-2.0-1B,0.6,0.4,0.8,0.037,0.01,0.075
+TimesFM-2.5,Toto-2.0-313m,0.55,0.35,0.75,0.031,0.003,0.069
 TimesFM-2.5,Moirai-2.0,0.6,0.4,0.8,0.017,0.001,0.034
 TimesFM-2.5,FlowState,0.75,0.575,0.925,0.04,0.002,0.094
 TimesFM-2.5,Chronos-Bolt,0.75,0.55,0.9,0.032,0.008,0.064
@@ -45,15 +62,15 @@ TimesFM-2.5,Sundial-Base,0.8,0.649,0.95,0.07,0.017,0.151
 TimesFM-2.5,TabPFN-TS,0.75,0.55,0.95,0.021,-0.077,0.098
 TimesFM-2.5,Toto-1.0,0.8,0.625,0.95,0.046,0.022,0.07
 TimesFM-2.5,Toto-2.0-22m,0.85,0.7,1.0,0.06,0.028,0.1
-TimesFM-2.5,Toto-2.0-4m,0.85,0.7,1.0,0.078,0.043,0.117
 TimesFM-2.5,Seasonal Naive,1.0,1.0,1.0,0.286,0.221,0.371
 TabPFN-TS-3,Chronos-2,0.45,0.25,0.65,-0.06,-0.15,-0.001
+TabPFN-TS-3,TiRex-2,0.5,0.3,0.7,-0.018,-0.099,0.056
 TabPFN-TS-3,TiRex,0.3,0.1,0.5,0.012,-0.062,0.102
 TabPFN-TS-3,TimesFM-2.5,0.5,0.3,0.7,-0.005,-0.091,0.086
 TabPFN-TS-3,TabPFN-TS-3,0.5,0.5,0.5,0.0,0.0,0.0
 TabPFN-TS-3,Toto-2.0-2.5B,0.5,0.3,0.7,0.024,-0.064,0.115
-TabPFN-TS-3,Toto-2.0-313m,0.6,0.4,0.8,0.026,-0.063,0.119
 TabPFN-TS-3,Toto-2.0-1B,0.65,0.45,0.85,0.033,-0.049,0.119
+TabPFN-TS-3,Toto-2.0-313m,0.6,0.4,0.8,0.026,-0.063,0.119
 TabPFN-TS-3,Moirai-2.0,0.6,0.4,0.8,0.013,-0.078,0.106
 TabPFN-TS-3,FlowState,0.65,0.45,0.85,0.035,-0.036,0.12
 TabPFN-TS-3,Chronos-Bolt,0.6,0.4,0.8,0.028,-0.046,0.113
@@ -61,15 +78,15 @@ TabPFN-TS-3,Sundial-Base,0.7,0.5,0.9,0.066,-0.003,0.149
 TabPFN-TS-3,TabPFN-TS,0.7,0.5,0.9,0.016,-0.028,0.065
 TabPFN-TS-3,Toto-1.0,0.75,0.55,0.9,0.041,-0.05,0.136
 TabPFN-TS-3,Toto-2.0-22m,0.75,0.55,0.95,0.056,-0.034,0.15
-TabPFN-TS-3,Toto-2.0-4m,0.8,0.6,0.95,0.073,-0.004,0.159
 TabPFN-TS-3,Seasonal Naive,1.0,1.0,1.0,0.283,0.217,0.359
 Toto-2.0-2.5B,Chronos-2,0.3,0.1,0.5,-0.087,-0.149,-0.036
+Toto-2.0-2.5B,TiRex-2,0.45,0.25,0.651,-0.043,-0.079,-0.007
 Toto-2.0-2.5B,TiRex,0.45,0.25,0.65,-0.013,-0.051,0.031
 Toto-2.0-2.5B,TimesFM-2.5,0.35,0.15,0.55,-0.03,-0.069,0.002
 Toto-2.0-2.5B,TabPFN-TS-3,0.5,0.3,0.7,-0.025,-0.13,0.06
 Toto-2.0-2.5B,Toto-2.0-2.5B,0.5,0.5,0.5,0.0,0.0,0.0
-Toto-2.0-2.5B,Toto-2.0-313m,0.7,0.5,0.9,0.002,-0.016,0.021
 Toto-2.0-2.5B,Toto-2.0-1B,0.6,0.4,0.8,0.009,-0.005,0.025
+Toto-2.0-2.5B,Toto-2.0-313m,0.7,0.5,0.9,0.002,-0.016,0.021
 Toto-2.0-2.5B,Moirai-2.0,0.6,0.4,0.8,-0.012,-0.053,0.021
 Toto-2.0-2.5B,FlowState,0.55,0.35,0.75,0.011,-0.038,0.066
 Toto-2.0-2.5B,Chronos-Bolt,0.6,0.4,0.8,0.003,-0.036,0.038
@@ -77,31 +94,15 @@ Toto-2.0-2.5B,Sundial-Base,0.6,0.4,0.8,0.042,-0.03,0.123
 Toto-2.0-2.5B,TabPFN-TS,0.7,0.5,0.9,-0.008,-0.115,0.075
 Toto-2.0-2.5B,Toto-1.0,0.7,0.5,0.9,0.017,-0.015,0.048
 Toto-2.0-2.5B,Toto-2.0-22m,0.75,0.55,0.9,0.032,0.007,0.058
-Toto-2.0-2.5B,Toto-2.0-4m,0.75,0.55,0.9,0.05,0.02,0.083
 Toto-2.0-2.5B,Seasonal Naive,0.95,0.85,1.0,0.265,0.191,0.348
-Toto-2.0-313m,Chronos-2,0.2,0.05,0.4,-0.089,-0.16,-0.029
-Toto-2.0-313m,TiRex,0.45,0.25,0.7,-0.015,-0.056,0.022
-Toto-2.0-313m,TimesFM-2.5,0.45,0.25,0.65,-0.032,-0.074,-0.003
-Toto-2.0-313m,TabPFN-TS-3,0.4,0.2,0.6,-0.027,-0.135,0.059
-Toto-2.0-313m,Toto-2.0-2.5B,0.3,0.1,0.5,-0.002,-0.022,0.016
-Toto-2.0-313m,Toto-2.0-313m,0.5,0.5,0.5,0.0,0.0,0.0
-Toto-2.0-313m,Toto-2.0-1B,0.4,0.2,0.6,0.007,-0.007,0.022
-Toto-2.0-313m,Moirai-2.0,0.5,0.3,0.7,-0.014,-0.061,0.024
-Toto-2.0-313m,FlowState,0.6,0.35,0.8,0.009,-0.044,0.071
-Toto-2.0-313m,Chronos-Bolt,0.6,0.4,0.8,0.001,-0.042,0.042
-Toto-2.0-313m,Sundial-Base,0.75,0.55,0.95,0.04,-0.036,0.122
-Toto-2.0-313m,TabPFN-TS,0.6,0.4,0.8,-0.01,-0.115,0.073
-Toto-2.0-313m,Toto-1.0,0.65,0.45,0.85,0.016,-0.017,0.045
-Toto-2.0-313m,Toto-2.0-22m,0.9,0.75,1.0,0.03,0.016,0.046
-Toto-2.0-313m,Toto-2.0-4m,0.85,0.7,1.0,0.048,0.027,0.072
-Toto-2.0-313m,Seasonal Naive,0.95,0.85,1.0,0.263,0.186,0.351
 Toto-2.0-1B,Chronos-2,0.35,0.15,0.55,-0.096,-0.164,-0.042
+Toto-2.0-1B,TiRex-2,0.4,0.2,0.6,-0.052,-0.086,-0.021
 Toto-2.0-1B,TiRex,0.45,0.25,0.65,-0.022,-0.059,0.015
 Toto-2.0-1B,TimesFM-2.5,0.4,0.2,0.6,-0.039,-0.081,-0.01
 Toto-2.0-1B,TabPFN-TS-3,0.35,0.15,0.55,-0.034,-0.135,0.047
 Toto-2.0-1B,Toto-2.0-2.5B,0.4,0.2,0.6,-0.009,-0.026,0.005
-Toto-2.0-1B,Toto-2.0-313m,0.6,0.4,0.8,-0.007,-0.022,0.007
 Toto-2.0-1B,Toto-2.0-1B,0.5,0.5,0.5,0.0,0.0,0.0
+Toto-2.0-1B,Toto-2.0-313m,0.6,0.4,0.8,-0.007,-0.022,0.007
 Toto-2.0-1B,Moirai-2.0,0.5,0.3,0.7,-0.021,-0.064,0.014
 Toto-2.0-1B,FlowState,0.55,0.3,0.75,0.003,-0.046,0.055
 Toto-2.0-1B,Chronos-Bolt,0.5,0.3,0.7,-0.006,-0.046,0.028
@@ -109,15 +110,31 @@ Toto-2.0-1B,Sundial-Base,0.65,0.45,0.85,0.034,-0.033,0.109
 Toto-2.0-1B,TabPFN-TS,0.65,0.4,0.85,-0.017,-0.119,0.064
 Toto-2.0-1B,Toto-1.0,0.6,0.4,0.8,0.009,-0.027,0.042
 Toto-2.0-1B,Toto-2.0-22m,0.8,0.6,0.95,0.024,0.002,0.045
-Toto-2.0-1B,Toto-2.0-4m,0.8,0.6,0.95,0.042,0.017,0.066
 Toto-2.0-1B,Seasonal Naive,0.95,0.85,1.0,0.258,0.188,0.34
+Toto-2.0-313m,Chronos-2,0.2,0.05,0.4,-0.089,-0.16,-0.029
+Toto-2.0-313m,TiRex-2,0.3,0.15,0.5,-0.045,-0.079,-0.015
+Toto-2.0-313m,TiRex,0.45,0.25,0.7,-0.015,-0.056,0.022
+Toto-2.0-313m,TimesFM-2.5,0.45,0.25,0.65,-0.032,-0.074,-0.003
+Toto-2.0-313m,TabPFN-TS-3,0.4,0.2,0.6,-0.027,-0.135,0.059
+Toto-2.0-313m,Toto-2.0-2.5B,0.3,0.1,0.5,-0.002,-0.022,0.016
+Toto-2.0-313m,Toto-2.0-1B,0.4,0.2,0.6,0.007,-0.007,0.022
+Toto-2.0-313m,Toto-2.0-313m,0.5,0.5,0.5,0.0,0.0,0.0
+Toto-2.0-313m,Moirai-2.0,0.5,0.3,0.7,-0.014,-0.061,0.024
+Toto-2.0-313m,FlowState,0.6,0.35,0.8,0.009,-0.044,0.071
+Toto-2.0-313m,Chronos-Bolt,0.6,0.4,0.8,0.001,-0.042,0.042
+Toto-2.0-313m,Sundial-Base,0.75,0.55,0.95,0.04,-0.036,0.122
+Toto-2.0-313m,TabPFN-TS,0.6,0.4,0.8,-0.01,-0.115,0.073
+Toto-2.0-313m,Toto-1.0,0.65,0.45,0.85,0.016,-0.017,0.045
+Toto-2.0-313m,Toto-2.0-22m,0.9,0.75,1.0,0.03,0.016,0.046
+Toto-2.0-313m,Seasonal Naive,0.95,0.85,1.0,0.263,0.186,0.351
 Moirai-2.0,Chronos-2,0.25,0.1,0.45,-0.074,-0.156,-0.014
+Moirai-2.0,TiRex-2,0.3,0.1,0.5,-0.031,-0.068,0.006
 Moirai-2.0,TiRex,0.25,0.05,0.45,-0.001,-0.024,0.024
 Moirai-2.0,TimesFM-2.5,0.4,0.2,0.6,-0.018,-0.035,-0.001
 Moirai-2.0,TabPFN-TS-3,0.4,0.2,0.6,-0.013,-0.119,0.073
 Moirai-2.0,Toto-2.0-2.5B,0.4,0.2,0.6,0.012,-0.021,0.051
-Moirai-2.0,Toto-2.0-313m,0.5,0.3,0.7,0.014,-0.024,0.058
 Moirai-2.0,Toto-2.0-1B,0.5,0.3,0.7,0.02,-0.014,0.061
+Moirai-2.0,Toto-2.0-313m,0.5,0.3,0.7,0.014,-0.024,0.058
 Moirai-2.0,Moirai-2.0,0.5,0.5,0.5,0.0,0.0,0.0
 Moirai-2.0,FlowState,0.6,0.4,0.8,0.023,-0.016,0.077
 Moirai-2.0,Chronos-Bolt,0.5,0.349,0.65,0.015,-0.006,0.043
@@ -125,15 +142,15 @@ Moirai-2.0,Sundial-Base,0.55,0.35,0.75,0.054,-0.005,0.136
 Moirai-2.0,TabPFN-TS,0.7,0.5,0.9,0.004,-0.101,0.086
 Moirai-2.0,Toto-1.0,0.65,0.45,0.825,0.029,0.006,0.052
 Moirai-2.0,Toto-2.0-22m,0.6,0.4,0.8,0.044,0.007,0.088
-Moirai-2.0,Toto-2.0-4m,0.75,0.55,0.9,0.062,0.024,0.102
 Moirai-2.0,Seasonal Naive,1.0,1.0,1.0,0.273,0.208,0.361
 FlowState,Chronos-2,0.2,0.05,0.4,-0.099,-0.179,-0.036
+FlowState,TiRex-2,0.3,0.1,0.5,-0.055,-0.128,-0.0
 FlowState,TiRex,0.3,0.1,0.5,-0.025,-0.074,0.016
 FlowState,TimesFM-2.5,0.25,0.075,0.425,-0.042,-0.104,-0.002
 FlowState,TabPFN-TS-3,0.35,0.15,0.55,-0.037,-0.137,0.035
 FlowState,Toto-2.0-2.5B,0.45,0.25,0.65,-0.011,-0.071,0.037
-FlowState,Toto-2.0-313m,0.4,0.2,0.65,-0.009,-0.076,0.042
 FlowState,Toto-2.0-1B,0.45,0.25,0.7,-0.003,-0.059,0.044
+FlowState,Toto-2.0-313m,0.4,0.2,0.65,-0.009,-0.076,0.042
 FlowState,Moirai-2.0,0.4,0.2,0.6,-0.024,-0.083,0.015
 FlowState,FlowState,0.5,0.5,0.5,0.0,0.0,0.0
 FlowState,Chronos-Bolt,0.5,0.275,0.7,-0.008,-0.041,0.017
@@ -141,15 +158,15 @@ FlowState,Sundial-Base,0.55,0.35,0.75,0.031,0.001,0.068
 FlowState,TabPFN-TS,0.65,0.4,0.85,-0.02,-0.131,0.07
 FlowState,Toto-1.0,0.7,0.525,0.875,0.006,-0.068,0.053
 FlowState,Toto-2.0-22m,0.65,0.45,0.85,0.021,-0.051,0.077
-FlowState,Toto-2.0-4m,0.65,0.45,0.85,0.039,-0.022,0.092
 FlowState,Seasonal Naive,1.0,1.0,1.0,0.256,0.207,0.312
 Chronos-Bolt,Chronos-2,0.15,0.0,0.3,-0.09,-0.169,-0.035
+Chronos-Bolt,TiRex-2,0.3,0.1,0.5,-0.046,-0.091,-0.006
 Chronos-Bolt,TiRex,0.2,0.05,0.4,-0.016,-0.043,0.013
 Chronos-Bolt,TimesFM-2.5,0.25,0.1,0.45,-0.033,-0.069,-0.008
 Chronos-Bolt,TabPFN-TS-3,0.4,0.2,0.6,-0.028,-0.128,0.044
 Chronos-Bolt,Toto-2.0-2.5B,0.4,0.2,0.6,-0.003,-0.04,0.034
-Chronos-Bolt,Toto-2.0-313m,0.4,0.2,0.6,-0.001,-0.044,0.04
 Chronos-Bolt,Toto-2.0-1B,0.5,0.3,0.7,0.005,-0.029,0.044
+Chronos-Bolt,Toto-2.0-313m,0.4,0.2,0.6,-0.001,-0.044,0.04
 Chronos-Bolt,Moirai-2.0,0.5,0.35,0.651,-0.015,-0.045,0.006
 Chronos-Bolt,FlowState,0.5,0.3,0.725,0.008,-0.017,0.04
 Chronos-Bolt,Chronos-Bolt,0.5,0.5,0.5,0.0,0.0,0.0
@@ -157,15 +174,15 @@ Chronos-Bolt,Sundial-Base,0.5,0.3,0.7,0.039,-0.003,0.099
 Chronos-Bolt,TabPFN-TS,0.65,0.45,0.85,-0.012,-0.117,0.07
 Chronos-Bolt,Toto-1.0,0.7,0.5,0.875,0.014,-0.028,0.046
 Chronos-Bolt,Toto-2.0-22m,0.65,0.45,0.85,0.029,-0.017,0.074
-Chronos-Bolt,Toto-2.0-4m,0.65,0.45,0.85,0.047,0.008,0.089
 Chronos-Bolt,Seasonal Naive,1.0,1.0,1.0,0.262,0.207,0.334
 Sundial-Base,Chronos-2,0.1,0.0,0.25,-0.135,-0.241,-0.055
+Sundial-Base,TiRex-2,0.15,0.0,0.3,-0.089,-0.194,-0.02
 Sundial-Base,TiRex,0.3,0.1,0.5,-0.058,-0.14,-0.002
 Sundial-Base,TimesFM-2.5,0.2,0.05,0.351,-0.075,-0.178,-0.018
 Sundial-Base,TabPFN-TS-3,0.3,0.1,0.5,-0.07,-0.176,0.003
 Sundial-Base,Toto-2.0-2.5B,0.4,0.2,0.6,-0.044,-0.14,0.029
-Sundial-Base,Toto-2.0-313m,0.25,0.05,0.45,-0.042,-0.14,0.034
 Sundial-Base,Toto-2.0-1B,0.35,0.15,0.55,-0.035,-0.123,0.032
+Sundial-Base,Toto-2.0-313m,0.25,0.05,0.45,-0.042,-0.14,0.034
 Sundial-Base,Moirai-2.0,0.45,0.25,0.65,-0.057,-0.157,0.005
 Sundial-Base,FlowState,0.45,0.25,0.65,-0.032,-0.073,-0.001
 Sundial-Base,Chronos-Bolt,0.5,0.3,0.7,-0.041,-0.11,0.003
@@ -173,15 +190,15 @@ Sundial-Base,Sundial-Base,0.5,0.5,0.5,0.0,0.0,0.0
 Sundial-Base,TabPFN-TS,0.5,0.3,0.7,-0.053,-0.179,0.041
 Sundial-Base,Toto-1.0,0.5,0.3,0.7,-0.026,-0.134,0.044
 Sundial-Base,Toto-2.0-22m,0.6,0.4,0.8,-0.011,-0.116,0.071
-Sundial-Base,Toto-2.0-4m,0.7,0.5,0.9,0.008,-0.08,0.08
 Sundial-Base,Seasonal Naive,1.0,1.0,1.0,0.232,0.197,0.268
 TabPFN-TS,Chronos-2,0.2,0.05,0.35,-0.078,-0.171,-0.012
+TabPFN-TS,TiRex-2,0.25,0.1,0.45,-0.034,-0.107,0.041
 TabPFN-TS,TiRex,0.2,0.05,0.351,-0.004,-0.085,0.094
 TabPFN-TS,TimesFM-2.5,0.25,0.05,0.45,-0.021,-0.109,0.071
 TabPFN-TS,TabPFN-TS-3,0.3,0.1,0.5,-0.016,-0.07,0.028
 TabPFN-TS,Toto-2.0-2.5B,0.3,0.1,0.5,0.008,-0.081,0.103
-TabPFN-TS,Toto-2.0-313m,0.4,0.2,0.6,0.01,-0.079,0.103
 TabPFN-TS,Toto-2.0-1B,0.35,0.15,0.6,0.017,-0.068,0.106
+TabPFN-TS,Toto-2.0-313m,0.4,0.2,0.6,0.01,-0.079,0.103
 TabPFN-TS,Moirai-2.0,0.3,0.1,0.5,-0.004,-0.094,0.092
 TabPFN-TS,FlowState,0.35,0.15,0.6,0.02,-0.075,0.116
 TabPFN-TS,Chronos-Bolt,0.35,0.15,0.55,0.012,-0.075,0.105
@@ -189,15 +206,15 @@ TabPFN-TS,Sundial-Base,0.5,0.3,0.7,0.05,-0.043,0.152
 TabPFN-TS,TabPFN-TS,0.5,0.5,0.5,0.0,0.0,0.0
 TabPFN-TS,Toto-1.0,0.55,0.3,0.75,0.026,-0.065,0.118
 TabPFN-TS,Toto-2.0-22m,0.55,0.3,0.75,0.04,-0.05,0.134
-TabPFN-TS,Toto-2.0-4m,0.65,0.45,0.85,0.058,-0.029,0.145
 TabPFN-TS,Seasonal Naive,0.975,0.925,1.0,0.271,0.187,0.362
 Toto-1.0,Chronos-2,0.2,0.05,0.35,-0.106,-0.194,-0.033
+Toto-1.0,TiRex-2,0.1,0.0,0.25,-0.061,-0.099,-0.032
 Toto-1.0,TiRex,0.2,0.05,0.4,-0.031,-0.062,0.002
 Toto-1.0,TimesFM-2.5,0.2,0.05,0.375,-0.048,-0.075,-0.023
 Toto-1.0,TabPFN-TS-3,0.25,0.1,0.45,-0.043,-0.158,0.048
 Toto-1.0,Toto-2.0-2.5B,0.3,0.1,0.5,-0.018,-0.051,0.015
-Toto-1.0,Toto-2.0-313m,0.35,0.15,0.55,-0.016,-0.048,0.016
 Toto-1.0,Toto-2.0-1B,0.4,0.2,0.6,-0.009,-0.044,0.026
+Toto-1.0,Toto-2.0-313m,0.35,0.15,0.55,-0.016,-0.048,0.016
 Toto-1.0,Moirai-2.0,0.35,0.175,0.55,-0.03,-0.055,-0.006
 Toto-1.0,FlowState,0.3,0.125,0.475,-0.006,-0.056,0.064
 Toto-1.0,Chronos-Bolt,0.3,0.125,0.5,-0.014,-0.048,0.027
@@ -205,15 +222,15 @@ Toto-1.0,Sundial-Base,0.5,0.3,0.7,0.025,-0.046,0.118
 Toto-1.0,TabPFN-TS,0.45,0.25,0.7,-0.026,-0.134,0.061
 Toto-1.0,Toto-1.0,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-1.0,Toto-2.0-22m,0.4,0.2,0.6,0.015,-0.009,0.044
-Toto-1.0,Toto-2.0-4m,0.6,0.4,0.8,0.033,0.006,0.066
 Toto-1.0,Seasonal Naive,1.0,1.0,1.0,0.252,0.179,0.344
 Toto-2.0-22m,Chronos-2,0.15,0.0,0.3,-0.123,-0.208,-0.05
+Toto-2.0-22m,TiRex-2,0.2,0.05,0.4,-0.077,-0.117,-0.042
 Toto-2.0-22m,TiRex,0.3,0.1,0.5,-0.046,-0.096,-0.004
 Toto-2.0-22m,TimesFM-2.5,0.15,0.0,0.3,-0.064,-0.111,-0.029
 Toto-2.0-22m,TabPFN-TS-3,0.25,0.05,0.45,-0.059,-0.176,0.033
 Toto-2.0-22m,Toto-2.0-2.5B,0.25,0.1,0.45,-0.033,-0.061,-0.007
-Toto-2.0-22m,Toto-2.0-313m,0.1,0.0,0.25,-0.031,-0.049,-0.016
 Toto-2.0-22m,Toto-2.0-1B,0.2,0.05,0.4,-0.024,-0.047,-0.002
+Toto-2.0-22m,Toto-2.0-313m,0.1,0.0,0.25,-0.031,-0.049,-0.016
 Toto-2.0-22m,Moirai-2.0,0.4,0.2,0.6,-0.046,-0.097,-0.007
 Toto-2.0-22m,FlowState,0.35,0.15,0.55,-0.021,-0.084,0.048
 Toto-2.0-22m,Chronos-Bolt,0.35,0.15,0.55,-0.03,-0.08,0.017
@@ -221,31 +238,15 @@ Toto-2.0-22m,Sundial-Base,0.4,0.2,0.6,0.011,-0.076,0.104
 Toto-2.0-22m,TabPFN-TS,0.45,0.25,0.7,-0.042,-0.154,0.047
 Toto-2.0-22m,Toto-1.0,0.6,0.4,0.8,-0.015,-0.046,0.009
 Toto-2.0-22m,Toto-2.0-22m,0.5,0.5,0.5,0.0,0.0,0.0
-Toto-2.0-22m,Toto-2.0-4m,0.65,0.45,0.85,0.019,-0.002,0.041
 Toto-2.0-22m,Seasonal Naive,0.95,0.85,1.0,0.24,0.161,0.334
-Toto-2.0-4m,Chronos-2,0.25,0.099,0.45,-0.144,-0.241,-0.07
-Toto-2.0-4m,TiRex,0.15,0.0,0.3,-0.067,-0.107,-0.036
-Toto-2.0-4m,TimesFM-2.5,0.15,0.0,0.3,-0.084,-0.132,-0.045
-Toto-2.0-4m,TabPFN-TS-3,0.2,0.05,0.4,-0.079,-0.189,0.004
-Toto-2.0-4m,Toto-2.0-2.5B,0.25,0.1,0.45,-0.053,-0.09,-0.02
-Toto-2.0-4m,Toto-2.0-313m,0.15,0.0,0.3,-0.051,-0.077,-0.028
-Toto-2.0-4m,Toto-2.0-1B,0.2,0.05,0.4,-0.044,-0.07,-0.017
-Toto-2.0-4m,Moirai-2.0,0.25,0.1,0.45,-0.066,-0.114,-0.025
-Toto-2.0-4m,FlowState,0.35,0.15,0.55,-0.041,-0.101,0.022
-Toto-2.0-4m,Chronos-Bolt,0.35,0.15,0.55,-0.05,-0.098,-0.008
-Toto-2.0-4m,Sundial-Base,0.3,0.1,0.5,-0.008,-0.087,0.074
-Toto-2.0-4m,TabPFN-TS,0.35,0.15,0.55,-0.062,-0.17,0.028
-Toto-2.0-4m,Toto-1.0,0.4,0.2,0.6,-0.035,-0.071,-0.006
-Toto-2.0-4m,Toto-2.0-22m,0.35,0.15,0.55,-0.019,-0.043,0.002
-Toto-2.0-4m,Toto-2.0-4m,0.5,0.5,0.5,0.0,0.0,0.0
-Toto-2.0-4m,Seasonal Naive,0.95,0.85,1.0,0.226,0.148,0.312
 Seasonal Naive,Chronos-2,0.0,0.0,0.0,-0.478,-0.668,-0.342
+Seasonal Naive,TiRex-2,0.0,0.0,0.0,-0.418,-0.621,-0.297
 Seasonal Naive,TiRex,0.0,0.0,0.0,-0.377,-0.541,-0.272
 Seasonal Naive,TimesFM-2.5,0.0,0.0,0.0,-0.4,-0.591,-0.283
 Seasonal Naive,TabPFN-TS-3,0.0,0.0,0.0,-0.394,-0.56,-0.277
 Seasonal Naive,Toto-2.0-2.5B,0.05,0.0,0.15,-0.36,-0.533,-0.236
-Seasonal Naive,Toto-2.0-313m,0.05,0.0,0.15,-0.357,-0.541,-0.228
 Seasonal Naive,Toto-2.0-1B,0.05,0.0,0.15,-0.348,-0.514,-0.232
+Seasonal Naive,Toto-2.0-313m,0.05,0.0,0.15,-0.357,-0.541,-0.228
 Seasonal Naive,Moirai-2.0,0.0,0.0,0.0,-0.376,-0.565,-0.263
 Seasonal Naive,FlowState,0.0,0.0,0.0,-0.344,-0.453,-0.261
 Seasonal Naive,Chronos-Bolt,0.0,0.0,0.0,-0.355,-0.501,-0.261
@@ -253,5 +254,4 @@ Seasonal Naive,Sundial-Base,0.0,0.0,0.0,-0.302,-0.366,-0.246
 Seasonal Naive,TabPFN-TS,0.025,0.0,0.075,-0.371,-0.568,-0.23
 Seasonal Naive,Toto-1.0,0.0,0.0,0.0,-0.336,-0.524,-0.217
 Seasonal Naive,Toto-2.0-22m,0.05,0.0,0.15,-0.316,-0.501,-0.191
-Seasonal Naive,Toto-2.0-4m,0.05,0.0,0.15,-0.291,-0.453,-0.174
 Seasonal Naive,Seasonal Naive,0.5,0.5,0.5,0.0,0.0,0.0
diff --git a/tables/frequency_daily/pairwise_SQL.csv b/tables/frequency_daily/pairwise_SQL.csv
index 7ba8ef6e439658f1f42effab177da7e0c4e65cee..49d62faa3c284c44fe8bf1b84957e48727ee42c9 100644
--- a/tables/frequency_daily/pairwise_SQL.csv
+++ b/tables/frequency_daily/pairwise_SQL.csv
@@ -1,10 +1,27 @@
 model_1,model_2,win_rate,win_rate_lower,win_rate_upper,skill_score,skill_score_lower,skill_score_upper
+TiRex-2,TiRex-2,0.5,0.5,0.5,0.0,0.0,0.0
+TiRex-2,Chronos-2,0.55,0.35,0.75,-0.051,-0.112,-0.004
+TiRex-2,TiRex,0.6,0.4,0.8,0.023,-0.008,0.056
+TiRex-2,TimesFM-2.5,0.55,0.35,0.75,0.016,-0.013,0.044
+TiRex-2,TabPFN-TS-3,0.65,0.45,0.85,0.013,-0.063,0.079
+TiRex-2,Toto-2.0-2.5B,0.65,0.45,0.85,0.044,0.017,0.072
+TiRex-2,Toto-2.0-1B,0.75,0.55,0.9,0.046,0.017,0.073
+TiRex-2,Moirai-2.0,0.7,0.5,0.9,0.03,-0.004,0.063
+TiRex-2,Toto-2.0-313m,0.75,0.55,0.9,0.051,0.019,0.083
+TiRex-2,Chronos-Bolt,0.75,0.55,0.95,0.04,0.007,0.073
+TiRex-2,FlowState,0.8,0.6,0.95,0.06,0.014,0.108
+TiRex-2,Toto-2.0-22m,0.85,0.7,1.0,0.071,0.035,0.103
+TiRex-2,Toto-1.0,0.9,0.75,1.0,0.055,0.023,0.092
+TiRex-2,TabPFN-TS,0.8,0.6,0.95,0.046,-0.04,0.121
+TiRex-2,Toto-2.0-4m,0.95,0.85,1.0,0.088,0.056,0.12
+TiRex-2,Seasonal Naive,1.0,1.0,1.0,0.372,0.31,0.448
+Chronos-2,TiRex-2,0.45,0.25,0.65,0.048,0.004,0.101
 Chronos-2,Chronos-2,0.5,0.5,0.5,0.0,0.0,0.0
 Chronos-2,TiRex,0.55,0.35,0.75,0.07,0.01,0.142
 Chronos-2,TimesFM-2.5,0.6,0.4,0.8,0.063,0.008,0.13
-Chronos-2,Toto-2.0-1B,0.7,0.5,0.9,0.092,0.038,0.15
-Chronos-2,Toto-2.0-2.5B,0.75,0.55,0.9,0.09,0.037,0.147
 Chronos-2,TabPFN-TS-3,0.7,0.5,0.9,0.061,0.006,0.131
+Chronos-2,Toto-2.0-2.5B,0.75,0.55,0.9,0.09,0.037,0.147
+Chronos-2,Toto-2.0-1B,0.7,0.5,0.9,0.092,0.038,0.15
 Chronos-2,Moirai-2.0,0.8,0.6,0.95,0.077,0.019,0.148
 Chronos-2,Toto-2.0-313m,0.75,0.55,0.9,0.097,0.035,0.164
 Chronos-2,Chronos-Bolt,0.85,0.7,1.0,0.087,0.033,0.151
@@ -13,14 +30,14 @@ Chronos-2,Toto-2.0-22m,0.75,0.55,0.9,0.116,0.045,0.185
 Chronos-2,Toto-1.0,0.8,0.6,0.95,0.101,0.032,0.173
 Chronos-2,TabPFN-TS,0.9,0.75,1.0,0.092,0.026,0.172
 Chronos-2,Toto-2.0-4m,0.8,0.6,0.95,0.132,0.064,0.206
-Chronos-2,Sundial-Base,0.95,0.85,1.0,0.187,0.125,0.255
 Chronos-2,Seasonal Naive,1.0,1.0,1.0,0.402,0.335,0.481
+TiRex,TiRex-2,0.4,0.2,0.6,-0.024,-0.059,0.007
 TiRex,Chronos-2,0.45,0.25,0.65,-0.076,-0.166,-0.01
 TiRex,TiRex,0.5,0.5,0.5,0.0,0.0,0.0
 TiRex,TimesFM-2.5,0.55,0.35,0.75,-0.008,-0.026,0.008
-TiRex,Toto-2.0-1B,0.5,0.3,0.7,0.023,-0.007,0.056
-TiRex,Toto-2.0-2.5B,0.6,0.4,0.8,0.021,-0.011,0.053
 TiRex,TabPFN-TS-3,0.75,0.6,0.9,-0.011,-0.117,0.061
+TiRex,Toto-2.0-2.5B,0.6,0.4,0.8,0.021,-0.011,0.053
+TiRex,Toto-2.0-1B,0.5,0.3,0.7,0.023,-0.007,0.056
 TiRex,Moirai-2.0,0.75,0.55,0.95,0.007,-0.014,0.029
 TiRex,Toto-2.0-313m,0.65,0.45,0.85,0.029,-0.007,0.066
 TiRex,Chronos-Bolt,0.75,0.55,0.95,0.017,0.0,0.036
@@ -29,14 +46,14 @@ TiRex,Toto-2.0-22m,0.75,0.55,0.9,0.048,0.01,0.086
 TiRex,Toto-1.0,0.85,0.7,1.0,0.033,-0.001,0.06
 TiRex,TabPFN-TS,0.75,0.55,0.9,0.023,-0.093,0.113
 TiRex,Toto-2.0-4m,0.9,0.75,1.0,0.066,0.037,0.097
-TiRex,Sundial-Base,0.9,0.75,1.0,0.125,0.078,0.184
 TiRex,Seasonal Naive,1.0,1.0,1.0,0.357,0.297,0.424
+TimesFM-2.5,TiRex-2,0.45,0.25,0.65,-0.016,-0.046,0.013
 TimesFM-2.5,Chronos-2,0.4,0.2,0.6,-0.067,-0.149,-0.008
 TimesFM-2.5,TiRex,0.45,0.25,0.65,0.008,-0.008,0.026
 TimesFM-2.5,TimesFM-2.5,0.5,0.5,0.5,0.0,0.0,0.0
-TimesFM-2.5,Toto-2.0-1B,0.6,0.4,0.8,0.031,0.006,0.066
-TimesFM-2.5,Toto-2.0-2.5B,0.7,0.5,0.9,0.029,0.003,0.064
 TimesFM-2.5,TabPFN-TS-3,0.55,0.35,0.75,-0.003,-0.107,0.072
+TimesFM-2.5,Toto-2.0-2.5B,0.7,0.5,0.9,0.029,0.003,0.064
+TimesFM-2.5,Toto-2.0-1B,0.6,0.4,0.8,0.031,0.006,0.066
 TimesFM-2.5,Moirai-2.0,0.6,0.4,0.8,0.015,-0.002,0.034
 TimesFM-2.5,Toto-2.0-313m,0.65,0.4,0.85,0.036,0.006,0.075
 TimesFM-2.5,Chronos-Bolt,0.7,0.5,0.875,0.025,0.005,0.046
@@ -45,46 +62,14 @@ TimesFM-2.5,Toto-2.0-22m,0.7,0.5,0.9,0.056,0.022,0.094
 TimesFM-2.5,Toto-1.0,0.75,0.55,0.9,0.04,0.011,0.068
 TimesFM-2.5,TabPFN-TS,0.75,0.55,0.95,0.031,-0.073,0.119
 TimesFM-2.5,Toto-2.0-4m,0.85,0.7,1.0,0.073,0.039,0.112
-TimesFM-2.5,Sundial-Base,1.0,1.0,1.0,0.132,0.085,0.2
 TimesFM-2.5,Seasonal Naive,1.0,1.0,1.0,0.362,0.299,0.435
-Toto-2.0-1B,Chronos-2,0.3,0.1,0.5,-0.101,-0.176,-0.039
-Toto-2.0-1B,TiRex,0.5,0.3,0.7,-0.023,-0.059,0.007
-Toto-2.0-1B,TimesFM-2.5,0.4,0.2,0.6,-0.032,-0.07,-0.006
-Toto-2.0-1B,Toto-2.0-1B,0.5,0.5,0.5,0.0,0.0,0.0
-Toto-2.0-1B,Toto-2.0-2.5B,0.35,0.15,0.55,-0.002,-0.011,0.008
-Toto-2.0-1B,TabPFN-TS-3,0.4,0.2,0.6,-0.034,-0.135,0.045
-Toto-2.0-1B,Moirai-2.0,0.55,0.35,0.75,-0.016,-0.057,0.017
-Toto-2.0-1B,Toto-2.0-313m,0.7,0.5,0.9,0.006,-0.011,0.026
-Toto-2.0-1B,Chronos-Bolt,0.55,0.35,0.75,-0.006,-0.048,0.031
-Toto-2.0-1B,FlowState,0.65,0.45,0.85,0.015,-0.035,0.068
-Toto-2.0-1B,Toto-2.0-22m,0.8,0.6,0.95,0.026,0.005,0.046
-Toto-2.0-1B,Toto-1.0,0.7,0.5,0.9,0.01,-0.025,0.043
-Toto-2.0-1B,TabPFN-TS,0.65,0.45,0.85,0.0,-0.107,0.096
-Toto-2.0-1B,Toto-2.0-4m,0.9,0.75,1.0,0.044,0.02,0.07
-Toto-2.0-1B,Sundial-Base,0.95,0.85,1.0,0.104,0.039,0.175
-Toto-2.0-1B,Seasonal Naive,0.95,0.85,1.0,0.342,0.266,0.42
-Toto-2.0-2.5B,Chronos-2,0.25,0.1,0.45,-0.099,-0.173,-0.039
-Toto-2.0-2.5B,TiRex,0.4,0.2,0.6,-0.022,-0.056,0.011
-Toto-2.0-2.5B,TimesFM-2.5,0.3,0.1,0.5,-0.03,-0.069,-0.003
-Toto-2.0-2.5B,Toto-2.0-1B,0.65,0.45,0.85,0.002,-0.008,0.011
-Toto-2.0-2.5B,Toto-2.0-2.5B,0.5,0.5,0.5,0.0,0.0,0.0
-Toto-2.0-2.5B,TabPFN-TS-3,0.45,0.25,0.65,-0.033,-0.135,0.046
-Toto-2.0-2.5B,Moirai-2.0,0.6,0.4,0.8,-0.014,-0.053,0.016
-Toto-2.0-2.5B,Toto-2.0-313m,0.7,0.5,0.9,0.008,-0.012,0.031
-Toto-2.0-2.5B,Chronos-Bolt,0.65,0.45,0.85,-0.004,-0.044,0.032
-Toto-2.0-2.5B,FlowState,0.6,0.35,0.8,0.016,-0.03,0.07
-Toto-2.0-2.5B,Toto-2.0-22m,0.7,0.5,0.9,0.028,0.004,0.051
-Toto-2.0-2.5B,Toto-1.0,0.6,0.4,0.8,0.012,-0.022,0.045
-Toto-2.0-2.5B,TabPFN-TS,0.65,0.45,0.85,0.002,-0.104,0.099
-Toto-2.0-2.5B,Toto-2.0-4m,0.85,0.7,1.0,0.046,0.019,0.074
-Toto-2.0-2.5B,Sundial-Base,0.95,0.85,1.0,0.106,0.037,0.178
-Toto-2.0-2.5B,Seasonal Naive,0.95,0.85,1.0,0.343,0.267,0.423
+TabPFN-TS-3,TiRex-2,0.35,0.15,0.55,-0.013,-0.086,0.059
 TabPFN-TS-3,Chronos-2,0.3,0.1,0.5,-0.065,-0.151,-0.006
 TabPFN-TS-3,TiRex,0.25,0.1,0.4,0.01,-0.065,0.104
 TabPFN-TS-3,TimesFM-2.5,0.45,0.25,0.65,0.003,-0.078,0.096
-TabPFN-TS-3,Toto-2.0-1B,0.6,0.4,0.8,0.033,-0.048,0.119
-TabPFN-TS-3,Toto-2.0-2.5B,0.55,0.35,0.75,0.032,-0.048,0.119
 TabPFN-TS-3,TabPFN-TS-3,0.5,0.5,0.5,0.0,0.0,0.0
+TabPFN-TS-3,Toto-2.0-2.5B,0.55,0.35,0.75,0.032,-0.048,0.119
+TabPFN-TS-3,Toto-2.0-1B,0.6,0.4,0.8,0.033,-0.048,0.119
 TabPFN-TS-3,Moirai-2.0,0.5,0.3,0.7,0.018,-0.071,0.11
 TabPFN-TS-3,Toto-2.0-313m,0.55,0.35,0.75,0.039,-0.048,0.126
 TabPFN-TS-3,Chronos-Bolt,0.55,0.35,0.75,0.028,-0.045,0.117
@@ -93,14 +78,46 @@ TabPFN-TS-3,Toto-2.0-22m,0.7,0.5,0.9,0.058,-0.029,0.15
 TabPFN-TS-3,Toto-1.0,0.7,0.5,0.9,0.043,-0.052,0.138
 TabPFN-TS-3,TabPFN-TS,0.75,0.55,0.95,0.033,-0.018,0.097
 TabPFN-TS-3,Toto-2.0-4m,0.75,0.55,0.9,0.076,-0.004,0.162
-TabPFN-TS-3,Sundial-Base,0.9,0.75,1.0,0.134,0.072,0.21
 TabPFN-TS-3,Seasonal Naive,1.0,1.0,1.0,0.364,0.295,0.443
+Toto-2.0-2.5B,TiRex-2,0.35,0.15,0.55,-0.046,-0.077,-0.017
+Toto-2.0-2.5B,Chronos-2,0.25,0.1,0.45,-0.099,-0.173,-0.039
+Toto-2.0-2.5B,TiRex,0.4,0.2,0.6,-0.022,-0.056,0.011
+Toto-2.0-2.5B,TimesFM-2.5,0.3,0.1,0.5,-0.03,-0.069,-0.003
+Toto-2.0-2.5B,TabPFN-TS-3,0.45,0.25,0.65,-0.033,-0.135,0.046
+Toto-2.0-2.5B,Toto-2.0-2.5B,0.5,0.5,0.5,0.0,0.0,0.0
+Toto-2.0-2.5B,Toto-2.0-1B,0.65,0.45,0.85,0.002,-0.008,0.011
+Toto-2.0-2.5B,Moirai-2.0,0.6,0.4,0.8,-0.014,-0.053,0.016
+Toto-2.0-2.5B,Toto-2.0-313m,0.7,0.5,0.9,0.008,-0.012,0.031
+Toto-2.0-2.5B,Chronos-Bolt,0.65,0.45,0.85,-0.004,-0.044,0.032
+Toto-2.0-2.5B,FlowState,0.6,0.35,0.8,0.016,-0.03,0.07
+Toto-2.0-2.5B,Toto-2.0-22m,0.7,0.5,0.9,0.028,0.004,0.051
+Toto-2.0-2.5B,Toto-1.0,0.6,0.4,0.8,0.012,-0.022,0.045
+Toto-2.0-2.5B,TabPFN-TS,0.65,0.45,0.85,0.002,-0.104,0.099
+Toto-2.0-2.5B,Toto-2.0-4m,0.85,0.7,1.0,0.046,0.019,0.074
+Toto-2.0-2.5B,Seasonal Naive,0.95,0.85,1.0,0.343,0.267,0.423
+Toto-2.0-1B,TiRex-2,0.25,0.1,0.45,-0.048,-0.079,-0.018
+Toto-2.0-1B,Chronos-2,0.3,0.1,0.5,-0.101,-0.176,-0.039
+Toto-2.0-1B,TiRex,0.5,0.3,0.7,-0.023,-0.059,0.007
+Toto-2.0-1B,TimesFM-2.5,0.4,0.2,0.6,-0.032,-0.07,-0.006
+Toto-2.0-1B,TabPFN-TS-3,0.4,0.2,0.6,-0.034,-0.135,0.045
+Toto-2.0-1B,Toto-2.0-2.5B,0.35,0.15,0.55,-0.002,-0.011,0.008
+Toto-2.0-1B,Toto-2.0-1B,0.5,0.5,0.5,0.0,0.0,0.0
+Toto-2.0-1B,Moirai-2.0,0.55,0.35,0.75,-0.016,-0.057,0.017
+Toto-2.0-1B,Toto-2.0-313m,0.7,0.5,0.9,0.006,-0.011,0.026
+Toto-2.0-1B,Chronos-Bolt,0.55,0.35,0.75,-0.006,-0.048,0.031
+Toto-2.0-1B,FlowState,0.65,0.45,0.85,0.015,-0.035,0.068
+Toto-2.0-1B,Toto-2.0-22m,0.8,0.6,0.95,0.026,0.005,0.046
+Toto-2.0-1B,Toto-1.0,0.7,0.5,0.9,0.01,-0.025,0.043
+Toto-2.0-1B,TabPFN-TS,0.65,0.45,0.85,0.0,-0.107,0.096
+Toto-2.0-1B,Toto-2.0-4m,0.9,0.75,1.0,0.044,0.02,0.07
+Toto-2.0-1B,Seasonal Naive,0.95,0.85,1.0,0.342,0.266,0.42
+Moirai-2.0,TiRex-2,0.3,0.1,0.5,-0.031,-0.067,0.004
 Moirai-2.0,Chronos-2,0.2,0.05,0.4,-0.084,-0.174,-0.019
 Moirai-2.0,TiRex,0.25,0.05,0.45,-0.007,-0.03,0.014
 Moirai-2.0,TimesFM-2.5,0.4,0.2,0.6,-0.015,-0.035,0.002
-Moirai-2.0,Toto-2.0-1B,0.45,0.25,0.65,0.016,-0.018,0.054
-Moirai-2.0,Toto-2.0-2.5B,0.4,0.2,0.6,0.014,-0.016,0.051
 Moirai-2.0,TabPFN-TS-3,0.5,0.3,0.7,-0.018,-0.124,0.066
+Moirai-2.0,Toto-2.0-2.5B,0.4,0.2,0.6,0.014,-0.016,0.051
+Moirai-2.0,Toto-2.0-1B,0.45,0.25,0.65,0.016,-0.018,0.054
 Moirai-2.0,Moirai-2.0,0.5,0.5,0.5,0.0,0.0,0.0
 Moirai-2.0,Toto-2.0-313m,0.5,0.3,0.7,0.022,-0.018,0.062
 Moirai-2.0,Chronos-Bolt,0.45,0.3,0.6,0.01,-0.007,0.033
@@ -109,14 +126,14 @@ Moirai-2.0,Toto-2.0-22m,0.65,0.45,0.85,0.041,0.003,0.082
 Moirai-2.0,Toto-1.0,0.65,0.45,0.825,0.026,-0.003,0.051
 Moirai-2.0,TabPFN-TS,0.7,0.5,0.9,0.016,-0.098,0.11
 Moirai-2.0,Toto-2.0-4m,0.75,0.55,0.9,0.059,0.022,0.098
-Moirai-2.0,Sundial-Base,0.95,0.85,1.0,0.118,0.065,0.194
 Moirai-2.0,Seasonal Naive,1.0,1.0,1.0,0.352,0.286,0.426
+Toto-2.0-313m,TiRex-2,0.25,0.1,0.45,-0.054,-0.09,-0.019
 Toto-2.0-313m,Chronos-2,0.25,0.1,0.45,-0.108,-0.195,-0.036
 Toto-2.0-313m,TiRex,0.35,0.15,0.55,-0.03,-0.07,0.007
 Toto-2.0-313m,TimesFM-2.5,0.35,0.15,0.6,-0.038,-0.081,-0.006
-Toto-2.0-313m,Toto-2.0-1B,0.3,0.1,0.5,-0.006,-0.027,0.011
-Toto-2.0-313m,Toto-2.0-2.5B,0.3,0.1,0.5,-0.008,-0.032,0.012
 Toto-2.0-313m,TabPFN-TS-3,0.45,0.25,0.65,-0.041,-0.145,0.046
+Toto-2.0-313m,Toto-2.0-2.5B,0.3,0.1,0.5,-0.008,-0.032,0.012
+Toto-2.0-313m,Toto-2.0-1B,0.3,0.1,0.5,-0.006,-0.027,0.011
 Toto-2.0-313m,Moirai-2.0,0.5,0.3,0.7,-0.022,-0.066,0.017
 Toto-2.0-313m,Toto-2.0-313m,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-2.0-313m,Chronos-Bolt,0.5,0.3,0.7,-0.012,-0.06,0.032
@@ -125,14 +142,14 @@ Toto-2.0-313m,Toto-2.0-22m,0.8,0.6,0.95,0.02,0.005,0.036
 Toto-2.0-313m,Toto-1.0,0.6,0.4,0.8,0.004,-0.033,0.036
 Toto-2.0-313m,TabPFN-TS,0.55,0.35,0.751,-0.006,-0.116,0.09
 Toto-2.0-313m,Toto-2.0-4m,0.9,0.75,1.0,0.038,0.016,0.059
-Toto-2.0-313m,Sundial-Base,0.85,0.7,1.0,0.099,0.026,0.178
 Toto-2.0-313m,Seasonal Naive,0.95,0.85,1.0,0.338,0.258,0.42
+Chronos-Bolt,TiRex-2,0.25,0.05,0.45,-0.042,-0.078,-0.007
 Chronos-Bolt,Chronos-2,0.15,0.0,0.3,-0.095,-0.178,-0.034
 Chronos-Bolt,TiRex,0.25,0.05,0.45,-0.018,-0.037,-0.0
 Chronos-Bolt,TimesFM-2.5,0.3,0.125,0.5,-0.026,-0.048,-0.005
-Chronos-Bolt,Toto-2.0-1B,0.45,0.25,0.65,0.006,-0.031,0.046
-Chronos-Bolt,Toto-2.0-2.5B,0.35,0.15,0.55,0.004,-0.033,0.042
 Chronos-Bolt,TabPFN-TS-3,0.45,0.25,0.65,-0.028,-0.133,0.043
+Chronos-Bolt,Toto-2.0-2.5B,0.35,0.15,0.55,0.004,-0.033,0.042
+Chronos-Bolt,Toto-2.0-1B,0.45,0.25,0.65,0.006,-0.031,0.046
 Chronos-Bolt,Moirai-2.0,0.55,0.4,0.7,-0.01,-0.034,0.007
 Chronos-Bolt,Toto-2.0-313m,0.5,0.3,0.7,0.012,-0.033,0.057
 Chronos-Bolt,Chronos-Bolt,0.5,0.5,0.5,0.0,0.0,0.0
@@ -141,14 +158,14 @@ Chronos-Bolt,Toto-2.0-22m,0.6,0.35,0.8,0.032,-0.016,0.077
 Chronos-Bolt,Toto-1.0,0.65,0.45,0.825,0.016,-0.025,0.048
 Chronos-Bolt,TabPFN-TS,0.65,0.45,0.85,0.006,-0.107,0.097
 Chronos-Bolt,Toto-2.0-4m,0.65,0.45,0.85,0.05,0.009,0.09
-Chronos-Bolt,Sundial-Base,1.0,1.0,1.0,0.109,0.067,0.168
 Chronos-Bolt,Seasonal Naive,1.0,1.0,1.0,0.346,0.288,0.41
+FlowState,TiRex-2,0.2,0.05,0.4,-0.063,-0.121,-0.015
 FlowState,Chronos-2,0.2,0.05,0.4,-0.117,-0.201,-0.05
 FlowState,TiRex,0.3,0.1,0.5,-0.039,-0.083,-0.006
 FlowState,TimesFM-2.5,0.15,0.025,0.3,-0.047,-0.099,-0.011
-FlowState,Toto-2.0-1B,0.35,0.15,0.55,-0.015,-0.073,0.034
-FlowState,Toto-2.0-2.5B,0.4,0.2,0.65,-0.016,-0.076,0.03
 FlowState,TabPFN-TS-3,0.3,0.1,0.5,-0.05,-0.148,0.022
+FlowState,Toto-2.0-2.5B,0.4,0.2,0.65,-0.016,-0.076,0.03
+FlowState,Toto-2.0-1B,0.35,0.15,0.55,-0.015,-0.073,0.034
 FlowState,Moirai-2.0,0.35,0.175,0.55,-0.031,-0.087,0.006
 FlowState,Toto-2.0-313m,0.45,0.25,0.7,-0.009,-0.076,0.047
 FlowState,Chronos-Bolt,0.45,0.25,0.65,-0.021,-0.057,0.006
@@ -157,14 +174,14 @@ FlowState,Toto-2.0-22m,0.5,0.3,0.75,0.012,-0.061,0.067
 FlowState,Toto-1.0,0.55,0.35,0.75,-0.005,-0.077,0.043
 FlowState,TabPFN-TS,0.55,0.35,0.75,-0.015,-0.128,0.081
 FlowState,Toto-2.0-4m,0.6,0.35,0.8,0.03,-0.031,0.081
-FlowState,Sundial-Base,0.95,0.85,1.0,0.091,0.06,0.126
 FlowState,Seasonal Naive,1.0,1.0,1.0,0.332,0.279,0.386
+Toto-2.0-22m,TiRex-2,0.15,0.0,0.3,-0.076,-0.114,-0.037
 Toto-2.0-22m,Chronos-2,0.25,0.1,0.45,-0.131,-0.227,-0.047
 Toto-2.0-22m,TiRex,0.25,0.1,0.45,-0.051,-0.094,-0.01
 Toto-2.0-22m,TimesFM-2.5,0.3,0.1,0.5,-0.059,-0.104,-0.023
-Toto-2.0-22m,Toto-2.0-1B,0.2,0.05,0.4,-0.027,-0.048,-0.005
-Toto-2.0-22m,Toto-2.0-2.5B,0.3,0.1,0.5,-0.028,-0.054,-0.004
 Toto-2.0-22m,TabPFN-TS-3,0.3,0.1,0.5,-0.062,-0.176,0.028
+Toto-2.0-22m,Toto-2.0-2.5B,0.3,0.1,0.5,-0.028,-0.054,-0.004
+Toto-2.0-22m,Toto-2.0-1B,0.2,0.05,0.4,-0.027,-0.048,-0.005
 Toto-2.0-22m,Moirai-2.0,0.35,0.15,0.55,-0.043,-0.09,-0.003
 Toto-2.0-22m,Toto-2.0-313m,0.2,0.05,0.4,-0.021,-0.037,-0.005
 Toto-2.0-22m,Chronos-Bolt,0.4,0.2,0.65,-0.033,-0.083,0.016
@@ -173,14 +190,14 @@ Toto-2.0-22m,Toto-2.0-22m,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-2.0-22m,Toto-1.0,0.55,0.35,0.75,-0.017,-0.046,0.007
 Toto-2.0-22m,TabPFN-TS,0.5,0.3,0.7,-0.027,-0.141,0.077
 Toto-2.0-22m,Toto-2.0-4m,0.75,0.55,0.9,0.018,0.002,0.037
-Toto-2.0-22m,Sundial-Base,0.75,0.55,0.95,0.08,-0.0,0.167
 Toto-2.0-22m,Seasonal Naive,0.95,0.85,1.0,0.324,0.244,0.408
+Toto-1.0,TiRex-2,0.1,0.0,0.25,-0.058,-0.101,-0.023
 Toto-1.0,Chronos-2,0.2,0.05,0.4,-0.112,-0.21,-0.033
 Toto-1.0,TiRex,0.15,0.0,0.3,-0.034,-0.064,0.001
 Toto-1.0,TimesFM-2.5,0.25,0.1,0.45,-0.042,-0.073,-0.011
-Toto-1.0,Toto-2.0-1B,0.3,0.1,0.5,-0.01,-0.045,0.024
-Toto-1.0,Toto-2.0-2.5B,0.4,0.2,0.6,-0.012,-0.047,0.021
 Toto-1.0,TabPFN-TS-3,0.3,0.1,0.5,-0.045,-0.161,0.049
+Toto-1.0,Toto-2.0-2.5B,0.4,0.2,0.6,-0.012,-0.047,0.021
+Toto-1.0,Toto-2.0-1B,0.3,0.1,0.5,-0.01,-0.045,0.024
 Toto-1.0,Moirai-2.0,0.35,0.175,0.55,-0.026,-0.053,0.003
 Toto-1.0,Toto-2.0-313m,0.4,0.2,0.6,-0.004,-0.038,0.032
 Toto-1.0,Chronos-Bolt,0.35,0.175,0.55,-0.016,-0.051,0.025
@@ -189,14 +206,14 @@ Toto-1.0,Toto-2.0-22m,0.45,0.25,0.65,0.016,-0.007,0.044
 Toto-1.0,Toto-1.0,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-1.0,TabPFN-TS,0.55,0.35,0.75,-0.01,-0.136,0.09
 Toto-1.0,Toto-2.0-4m,0.65,0.45,0.85,0.034,0.007,0.066
-Toto-1.0,Sundial-Base,0.75,0.55,0.95,0.095,0.026,0.182
 Toto-1.0,Seasonal Naive,1.0,1.0,1.0,0.335,0.262,0.419
+TabPFN-TS,TiRex-2,0.2,0.05,0.4,-0.048,-0.138,0.039
 TabPFN-TS,Chronos-2,0.1,0.0,0.25,-0.101,-0.208,-0.027
 TabPFN-TS,TiRex,0.25,0.1,0.45,-0.024,-0.128,0.085
 TabPFN-TS,TimesFM-2.5,0.25,0.05,0.45,-0.032,-0.135,0.068
-TabPFN-TS,Toto-2.0-1B,0.35,0.15,0.55,-0.0,-0.106,0.097
-TabPFN-TS,Toto-2.0-2.5B,0.35,0.15,0.55,-0.002,-0.11,0.094
 TabPFN-TS,TabPFN-TS-3,0.25,0.05,0.45,-0.034,-0.108,0.017
+TabPFN-TS,Toto-2.0-2.5B,0.35,0.15,0.55,-0.002,-0.11,0.094
+TabPFN-TS,Toto-2.0-1B,0.35,0.15,0.55,-0.0,-0.106,0.097
 TabPFN-TS,Moirai-2.0,0.3,0.1,0.5,-0.016,-0.123,0.089
 TabPFN-TS,Toto-2.0-313m,0.45,0.249,0.65,0.006,-0.098,0.104
 TabPFN-TS,Chronos-Bolt,0.35,0.15,0.55,-0.006,-0.108,0.097
@@ -205,14 +222,14 @@ TabPFN-TS,Toto-2.0-22m,0.5,0.3,0.7,0.026,-0.084,0.123
 TabPFN-TS,Toto-1.0,0.45,0.25,0.65,0.01,-0.099,0.12
 TabPFN-TS,TabPFN-TS,0.5,0.5,0.5,0.0,0.0,0.0
 TabPFN-TS,Toto-2.0-4m,0.5,0.3,0.7,0.044,-0.062,0.14
-TabPFN-TS,Sundial-Base,0.85,0.65,1.0,0.104,0.015,0.202
 TabPFN-TS,Seasonal Naive,0.975,0.925,1.0,0.342,0.255,0.435
+Toto-2.0-4m,TiRex-2,0.05,0.0,0.15,-0.096,-0.137,-0.059
 Toto-2.0-4m,Chronos-2,0.2,0.05,0.4,-0.152,-0.259,-0.069
 Toto-2.0-4m,TiRex,0.1,0.0,0.25,-0.071,-0.107,-0.039
 Toto-2.0-4m,TimesFM-2.5,0.15,0.0,0.3,-0.079,-0.126,-0.041
-Toto-2.0-4m,Toto-2.0-1B,0.1,0.0,0.25,-0.046,-0.075,-0.021
-Toto-2.0-4m,Toto-2.0-2.5B,0.15,0.0,0.3,-0.048,-0.08,-0.019
 Toto-2.0-4m,TabPFN-TS-3,0.25,0.1,0.45,-0.082,-0.193,0.004
+Toto-2.0-4m,Toto-2.0-2.5B,0.15,0.0,0.3,-0.048,-0.08,-0.019
+Toto-2.0-4m,Toto-2.0-1B,0.1,0.0,0.25,-0.046,-0.075,-0.021
 Toto-2.0-4m,Moirai-2.0,0.25,0.1,0.45,-0.063,-0.109,-0.022
 Toto-2.0-4m,Toto-2.0-313m,0.1,0.0,0.25,-0.04,-0.062,-0.016
 Toto-2.0-4m,Chronos-Bolt,0.35,0.15,0.55,-0.052,-0.099,-0.009
@@ -221,30 +238,14 @@ Toto-2.0-4m,Toto-2.0-22m,0.25,0.1,0.45,-0.019,-0.038,-0.002
 Toto-2.0-4m,Toto-1.0,0.35,0.15,0.55,-0.036,-0.071,-0.008
 Toto-2.0-4m,TabPFN-TS,0.5,0.3,0.7,-0.046,-0.163,0.058
 Toto-2.0-4m,Toto-2.0-4m,0.5,0.5,0.5,0.0,0.0,0.0
-Toto-2.0-4m,Sundial-Base,0.7,0.5,0.9,0.063,-0.012,0.141
 Toto-2.0-4m,Seasonal Naive,0.95,0.85,1.0,0.312,0.235,0.393
-Sundial-Base,Chronos-2,0.05,0.0,0.15,-0.229,-0.342,-0.143
-Sundial-Base,TiRex,0.1,0.0,0.25,-0.143,-0.226,-0.085
-Sundial-Base,TimesFM-2.5,0.0,0.0,0.0,-0.152,-0.249,-0.093
-Sundial-Base,Toto-2.0-1B,0.05,0.0,0.15,-0.116,-0.212,-0.041
-Sundial-Base,Toto-2.0-2.5B,0.05,0.0,0.15,-0.118,-0.216,-0.039
-Sundial-Base,TabPFN-TS-3,0.1,0.0,0.25,-0.155,-0.265,-0.078
-Sundial-Base,Moirai-2.0,0.05,0.0,0.15,-0.134,-0.241,-0.069
-Sundial-Base,Toto-2.0-313m,0.15,0.0,0.3,-0.11,-0.216,-0.027
-Sundial-Base,Chronos-Bolt,0.0,0.0,0.0,-0.123,-0.202,-0.071
-Sundial-Base,FlowState,0.05,0.0,0.15,-0.1,-0.144,-0.064
-Sundial-Base,Toto-2.0-22m,0.25,0.05,0.45,-0.087,-0.2,0.0
-Sundial-Base,Toto-1.0,0.25,0.05,0.45,-0.105,-0.223,-0.027
-Sundial-Base,TabPFN-TS,0.15,0.0,0.35,-0.116,-0.253,-0.015
-Sundial-Base,Toto-2.0-4m,0.3,0.1,0.5,-0.067,-0.165,0.012
-Sundial-Base,Sundial-Base,0.5,0.5,0.5,0.0,0.0,0.0
-Sundial-Base,Seasonal Naive,1.0,1.0,1.0,0.265,0.223,0.311
+Seasonal Naive,TiRex-2,0.0,0.0,0.0,-0.593,-0.81,-0.449
 Seasonal Naive,Chronos-2,0.0,0.0,0.0,-0.673,-0.927,-0.503
 Seasonal Naive,TiRex,0.0,0.0,0.0,-0.555,-0.736,-0.422
 Seasonal Naive,TimesFM-2.5,0.0,0.0,0.0,-0.568,-0.771,-0.426
-Seasonal Naive,Toto-2.0-1B,0.05,0.0,0.15,-0.52,-0.725,-0.363
-Seasonal Naive,Toto-2.0-2.5B,0.05,0.0,0.15,-0.522,-0.732,-0.364
 Seasonal Naive,TabPFN-TS-3,0.0,0.0,0.0,-0.572,-0.795,-0.418
+Seasonal Naive,Toto-2.0-2.5B,0.05,0.0,0.15,-0.522,-0.732,-0.364
+Seasonal Naive,Toto-2.0-1B,0.05,0.0,0.15,-0.52,-0.725,-0.363
 Seasonal Naive,Moirai-2.0,0.0,0.0,0.0,-0.544,-0.741,-0.401
 Seasonal Naive,Toto-2.0-313m,0.05,0.0,0.15,-0.511,-0.725,-0.347
 Seasonal Naive,Chronos-Bolt,0.0,0.0,0.0,-0.528,-0.695,-0.404
@@ -253,5 +254,4 @@ Seasonal Naive,Toto-2.0-22m,0.05,0.0,0.15,-0.48,-0.69,-0.322
 Seasonal Naive,Toto-1.0,0.0,0.0,0.0,-0.505,-0.722,-0.356
 Seasonal Naive,TabPFN-TS,0.025,0.0,0.075,-0.52,-0.769,-0.343
 Seasonal Naive,Toto-2.0-4m,0.05,0.0,0.15,-0.453,-0.646,-0.307
-Seasonal Naive,Sundial-Base,0.0,0.0,0.0,-0.361,-0.451,-0.287
 Seasonal Naive,Seasonal Naive,0.5,0.5,0.5,0.0,0.0,0.0
diff --git a/tables/frequency_daily/pairwise_WAPE.csv b/tables/frequency_daily/pairwise_WAPE.csv
index 1783ec2bc5d6f5c4c3477ccc11b26ea44b7984d2..54b4ea041d5cd134f96cb834ea9d87b44622130f 100644
--- a/tables/frequency_daily/pairwise_WAPE.csv
+++ b/tables/frequency_daily/pairwise_WAPE.csv
@@ -1,7 +1,8 @@
 model_1,model_2,win_rate,win_rate_lower,win_rate_upper,skill_score,skill_score_lower,skill_score_upper
 Chronos-2,Chronos-2,0.5,0.5,0.5,0.0,0.0,0.0
-Chronos-2,TimesFM-2.5,0.55,0.35,0.75,0.063,0.007,0.129
 Chronos-2,Toto-2.0-2.5B,0.7,0.5,0.9,0.075,0.028,0.128
+Chronos-2,TiRex-2,0.6,0.4,0.8,0.053,0.01,0.104
+Chronos-2,TimesFM-2.5,0.55,0.35,0.75,0.063,0.007,0.129
 Chronos-2,TiRex,0.65,0.45,0.85,0.067,0.006,0.137
 Chronos-2,Toto-2.0-1B,0.65,0.45,0.85,0.076,0.027,0.13
 Chronos-2,TabPFN-TS-3,0.6,0.4,0.8,0.049,0.003,0.1
@@ -13,27 +14,11 @@ Chronos-2,FlowState,0.8,0.6,0.95,0.12,0.051,0.188
 Chronos-2,Toto-2.0-22m,0.8,0.65,0.95,0.1,0.038,0.166
 Chronos-2,Sundial-Base,0.95,0.85,1.0,0.132,0.057,0.22
 Chronos-2,Toto-1.0,0.75,0.55,0.9,0.105,0.036,0.178
-Chronos-2,Toto-2.0-4m,0.75,0.55,0.9,0.12,0.056,0.188
 Chronos-2,Seasonal Naive,1.0,1.0,1.0,0.347,0.269,0.434
-TimesFM-2.5,Chronos-2,0.45,0.25,0.65,-0.067,-0.148,-0.007
-TimesFM-2.5,TimesFM-2.5,0.5,0.5,0.5,0.0,0.0,0.0
-TimesFM-2.5,Toto-2.0-2.5B,0.5,0.3,0.7,0.013,-0.027,0.051
-TimesFM-2.5,TiRex,0.45,0.25,0.65,0.004,-0.014,0.022
-TimesFM-2.5,Toto-2.0-1B,0.5,0.3,0.7,0.014,-0.022,0.053
-TimesFM-2.5,TabPFN-TS-3,0.55,0.35,0.75,-0.015,-0.111,0.061
-TimesFM-2.5,Toto-2.0-313m,0.55,0.3,0.75,0.013,-0.022,0.059
-TimesFM-2.5,Moirai-2.0,0.65,0.475,0.85,0.013,-0.004,0.03
-TimesFM-2.5,TabPFN-TS,0.65,0.45,0.85,-0.011,-0.112,0.061
-TimesFM-2.5,Chronos-Bolt,0.85,0.7,0.975,0.044,0.014,0.084
-TimesFM-2.5,FlowState,0.75,0.55,0.925,0.061,0.014,0.124
-TimesFM-2.5,Toto-2.0-22m,0.7,0.5,0.9,0.039,0.003,0.079
-TimesFM-2.5,Sundial-Base,0.85,0.7,1.0,0.074,0.012,0.161
-TimesFM-2.5,Toto-1.0,0.75,0.575,0.9,0.044,0.011,0.075
-TimesFM-2.5,Toto-2.0-4m,0.8,0.6,0.95,0.061,0.026,0.094
-TimesFM-2.5,Seasonal Naive,1.0,1.0,1.0,0.303,0.233,0.39
 Toto-2.0-2.5B,Chronos-2,0.3,0.1,0.5,-0.081,-0.146,-0.028
-Toto-2.0-2.5B,TimesFM-2.5,0.5,0.3,0.7,-0.013,-0.053,0.026
 Toto-2.0-2.5B,Toto-2.0-2.5B,0.5,0.5,0.5,0.0,0.0,0.0
+Toto-2.0-2.5B,TiRex-2,0.55,0.35,0.75,-0.024,-0.063,0.015
+Toto-2.0-2.5B,TimesFM-2.5,0.5,0.3,0.7,-0.013,-0.053,0.026
 Toto-2.0-2.5B,TiRex,0.5,0.3,0.7,-0.009,-0.044,0.026
 Toto-2.0-2.5B,Toto-2.0-1B,0.6,0.4,0.8,0.001,-0.01,0.012
 Toto-2.0-2.5B,TabPFN-TS-3,0.5,0.3,0.7,-0.028,-0.122,0.046
@@ -45,11 +30,43 @@ Toto-2.0-2.5B,FlowState,0.75,0.55,0.95,0.049,-0.013,0.112
 Toto-2.0-2.5B,Toto-2.0-22m,0.85,0.7,1.0,0.027,-0.007,0.055
 Toto-2.0-2.5B,Sundial-Base,0.75,0.55,0.95,0.062,-0.015,0.149
 Toto-2.0-2.5B,Toto-1.0,0.7,0.5,0.9,0.032,-0.003,0.069
-Toto-2.0-2.5B,Toto-2.0-4m,0.75,0.55,0.95,0.049,0.016,0.086
 Toto-2.0-2.5B,Seasonal Naive,0.95,0.85,1.0,0.294,0.21,0.382
+TiRex-2,Chronos-2,0.4,0.2,0.6,-0.056,-0.116,-0.01
+TiRex-2,Toto-2.0-2.5B,0.45,0.25,0.65,0.023,-0.015,0.059
+TiRex-2,TiRex-2,0.5,0.5,0.5,0.0,0.0,0.0
+TiRex-2,TimesFM-2.5,0.5,0.3,0.7,0.011,-0.023,0.045
+TiRex-2,TiRex,0.45,0.2,0.65,0.015,-0.019,0.054
+TiRex-2,Toto-2.0-1B,0.55,0.349,0.75,0.024,-0.014,0.061
+TiRex-2,TabPFN-TS-3,0.55,0.35,0.75,-0.004,-0.079,0.055
+TiRex-2,Toto-2.0-313m,0.6,0.4,0.8,0.024,-0.017,0.065
+TiRex-2,Moirai-2.0,0.7,0.5,0.9,0.024,-0.014,0.063
+TiRex-2,TabPFN-TS,0.7,0.5,0.9,0.0,-0.073,0.056
+TiRex-2,Chronos-Bolt,0.8,0.6,0.95,0.054,0.009,0.098
+TiRex-2,FlowState,0.75,0.55,0.9,0.071,0.009,0.136
+TiRex-2,Toto-2.0-22m,0.7,0.5,0.9,0.049,0.01,0.088
+TiRex-2,Sundial-Base,0.8,0.6,0.95,0.084,0.011,0.174
+TiRex-2,Toto-1.0,0.75,0.55,0.9,0.055,0.019,0.094
+TiRex-2,Seasonal Naive,1.0,1.0,1.0,0.311,0.239,0.397
+TimesFM-2.5,Chronos-2,0.45,0.25,0.65,-0.067,-0.148,-0.007
+TimesFM-2.5,Toto-2.0-2.5B,0.5,0.3,0.7,0.013,-0.027,0.051
+TimesFM-2.5,TiRex-2,0.5,0.3,0.7,-0.011,-0.047,0.022
+TimesFM-2.5,TimesFM-2.5,0.5,0.5,0.5,0.0,0.0,0.0
+TimesFM-2.5,TiRex,0.45,0.25,0.65,0.004,-0.014,0.022
+TimesFM-2.5,Toto-2.0-1B,0.5,0.3,0.7,0.014,-0.022,0.053
+TimesFM-2.5,TabPFN-TS-3,0.55,0.35,0.75,-0.015,-0.111,0.061
+TimesFM-2.5,Toto-2.0-313m,0.55,0.3,0.75,0.013,-0.022,0.059
+TimesFM-2.5,Moirai-2.0,0.65,0.475,0.85,0.013,-0.004,0.03
+TimesFM-2.5,TabPFN-TS,0.65,0.45,0.85,-0.011,-0.112,0.061
+TimesFM-2.5,Chronos-Bolt,0.85,0.7,0.975,0.044,0.014,0.084
+TimesFM-2.5,FlowState,0.75,0.55,0.925,0.061,0.014,0.124
+TimesFM-2.5,Toto-2.0-22m,0.7,0.5,0.9,0.039,0.003,0.079
+TimesFM-2.5,Sundial-Base,0.85,0.7,1.0,0.074,0.012,0.161
+TimesFM-2.5,Toto-1.0,0.75,0.575,0.9,0.044,0.011,0.075
+TimesFM-2.5,Seasonal Naive,1.0,1.0,1.0,0.303,0.233,0.39
 TiRex,Chronos-2,0.35,0.15,0.55,-0.072,-0.159,-0.006
-TiRex,TimesFM-2.5,0.55,0.35,0.75,-0.004,-0.023,0.014
 TiRex,Toto-2.0-2.5B,0.5,0.3,0.7,0.009,-0.027,0.042
+TiRex,TiRex-2,0.55,0.35,0.8,-0.015,-0.057,0.019
+TiRex,TimesFM-2.5,0.55,0.35,0.75,-0.004,-0.023,0.014
 TiRex,TiRex,0.5,0.5,0.5,0.0,0.0,0.0
 TiRex,Toto-2.0-1B,0.4,0.2,0.6,0.01,-0.022,0.044
 TiRex,TabPFN-TS-3,0.6,0.4,0.8,-0.019,-0.127,0.064
@@ -61,11 +78,11 @@ TiRex,FlowState,0.75,0.55,0.9,0.057,0.004,0.129
 TiRex,Toto-2.0-22m,0.65,0.45,0.85,0.035,0.01,0.065
 TiRex,Sundial-Base,0.7,0.5,0.9,0.07,-0.003,0.166
 TiRex,Toto-1.0,0.85,0.7,1.0,0.041,0.018,0.061
-TiRex,Toto-2.0-4m,0.9,0.75,1.0,0.057,0.03,0.083
 TiRex,Seasonal Naive,1.0,1.0,1.0,0.3,0.223,0.394
 Toto-2.0-1B,Chronos-2,0.35,0.15,0.55,-0.083,-0.149,-0.028
-Toto-2.0-1B,TimesFM-2.5,0.5,0.3,0.7,-0.014,-0.056,0.021
 Toto-2.0-1B,Toto-2.0-2.5B,0.4,0.2,0.6,-0.001,-0.012,0.01
+Toto-2.0-1B,TiRex-2,0.45,0.25,0.651,-0.025,-0.065,0.014
+Toto-2.0-1B,TimesFM-2.5,0.5,0.3,0.7,-0.014,-0.056,0.021
 Toto-2.0-1B,TiRex,0.6,0.4,0.8,-0.01,-0.046,0.022
 Toto-2.0-1B,Toto-2.0-1B,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-2.0-1B,TabPFN-TS-3,0.5,0.3,0.7,-0.029,-0.129,0.048
@@ -77,11 +94,11 @@ Toto-2.0-1B,FlowState,0.65,0.4,0.85,0.047,-0.019,0.115
 Toto-2.0-1B,Toto-2.0-22m,0.85,0.7,1.0,0.025,-0.001,0.049
 Toto-2.0-1B,Sundial-Base,0.75,0.55,0.95,0.061,-0.021,0.155
 Toto-2.0-1B,Toto-1.0,0.7,0.5,0.9,0.031,-0.005,0.067
-Toto-2.0-1B,Toto-2.0-4m,0.7,0.5,0.9,0.047,0.018,0.081
 Toto-2.0-1B,Seasonal Naive,0.95,0.85,1.0,0.293,0.207,0.385
 TabPFN-TS-3,Chronos-2,0.4,0.2,0.6,-0.052,-0.111,-0.003
-TabPFN-TS-3,TimesFM-2.5,0.45,0.25,0.65,0.015,-0.065,0.1
 TabPFN-TS-3,Toto-2.0-2.5B,0.5,0.3,0.7,0.027,-0.049,0.109
+TabPFN-TS-3,TiRex-2,0.45,0.25,0.65,0.004,-0.058,0.074
+TabPFN-TS-3,TimesFM-2.5,0.45,0.25,0.65,0.015,-0.065,0.1
 TabPFN-TS-3,TiRex,0.4,0.2,0.6,0.019,-0.069,0.113
 TabPFN-TS-3,Toto-2.0-1B,0.5,0.3,0.7,0.029,-0.05,0.115
 TabPFN-TS-3,TabPFN-TS-3,0.5,0.5,0.5,0.0,0.0,0.0
@@ -93,11 +110,11 @@ TabPFN-TS-3,FlowState,0.65,0.45,0.85,0.074,0.01,0.152
 TabPFN-TS-3,Toto-2.0-22m,0.65,0.45,0.85,0.053,-0.041,0.147
 TabPFN-TS-3,Sundial-Base,0.8,0.6,0.95,0.087,0.013,0.17
 TabPFN-TS-3,Toto-1.0,0.75,0.55,0.9,0.059,-0.027,0.15
-TabPFN-TS-3,Toto-2.0-4m,0.7,0.5,0.9,0.075,-0.01,0.161
 TabPFN-TS-3,Seasonal Naive,1.0,1.0,1.0,0.314,0.249,0.384
 Toto-2.0-313m,Chronos-2,0.35,0.15,0.55,-0.082,-0.157,-0.02
-Toto-2.0-313m,TimesFM-2.5,0.45,0.25,0.7,-0.013,-0.063,0.022
 Toto-2.0-313m,Toto-2.0-2.5B,0.2,0.05,0.4,-0.001,-0.019,0.021
+Toto-2.0-313m,TiRex-2,0.4,0.2,0.6,-0.024,-0.07,0.017
+Toto-2.0-313m,TimesFM-2.5,0.45,0.25,0.7,-0.013,-0.063,0.022
 Toto-2.0-313m,TiRex,0.45,0.25,0.65,-0.009,-0.048,0.02
 Toto-2.0-313m,Toto-2.0-1B,0.35,0.15,0.55,0.001,-0.013,0.015
 Toto-2.0-313m,TabPFN-TS-3,0.55,0.35,0.75,-0.029,-0.137,0.057
@@ -109,11 +126,11 @@ Toto-2.0-313m,FlowState,0.65,0.4,0.85,0.048,-0.026,0.126
 Toto-2.0-313m,Toto-2.0-22m,0.85,0.7,1.0,0.026,0.009,0.044
 Toto-2.0-313m,Sundial-Base,0.75,0.55,0.95,0.061,-0.032,0.166
 Toto-2.0-313m,Toto-1.0,0.7,0.5,0.9,0.032,-0.001,0.064
-Toto-2.0-313m,Toto-2.0-4m,0.85,0.7,1.0,0.048,0.024,0.076
 Toto-2.0-313m,Seasonal Naive,0.95,0.85,1.0,0.294,0.201,0.39
 Moirai-2.0,Chronos-2,0.25,0.1,0.45,-0.082,-0.17,-0.014
-Moirai-2.0,TimesFM-2.5,0.35,0.15,0.525,-0.013,-0.031,0.004
 Moirai-2.0,Toto-2.0-2.5B,0.35,0.15,0.55,-0.001,-0.041,0.039
+Moirai-2.0,TiRex-2,0.3,0.1,0.5,-0.024,-0.067,0.014
+Moirai-2.0,TimesFM-2.5,0.35,0.15,0.525,-0.013,-0.031,0.004
 Moirai-2.0,TiRex,0.35,0.15,0.55,-0.009,-0.029,0.009
 Moirai-2.0,Toto-2.0-1B,0.4,0.2,0.6,0.001,-0.039,0.044
 Moirai-2.0,TabPFN-TS-3,0.45,0.25,0.65,-0.029,-0.136,0.051
@@ -125,11 +142,11 @@ Moirai-2.0,FlowState,0.65,0.45,0.85,0.048,0.001,0.113
 Moirai-2.0,Toto-2.0-22m,0.5,0.3,0.7,0.026,-0.011,0.07
 Moirai-2.0,Sundial-Base,0.45,0.25,0.65,0.061,-0.007,0.152
 Moirai-2.0,Toto-1.0,0.6,0.4,0.8,0.032,0.003,0.059
-Moirai-2.0,Toto-2.0-4m,0.7,0.5,0.9,0.048,0.016,0.084
 Moirai-2.0,Seasonal Naive,1.0,1.0,1.0,0.294,0.225,0.379
 TabPFN-TS,Chronos-2,0.15,0.0,0.3,-0.056,-0.103,-0.014
-TabPFN-TS,TimesFM-2.5,0.35,0.15,0.55,0.01,-0.065,0.101
 TabPFN-TS,Toto-2.0-2.5B,0.3,0.1,0.5,0.023,-0.051,0.102
+TabPFN-TS,TiRex-2,0.3,0.1,0.5,-0.0,-0.059,0.068
+TabPFN-TS,TimesFM-2.5,0.35,0.15,0.55,0.01,-0.065,0.101
 TabPFN-TS,TiRex,0.3,0.1,0.5,0.014,-0.066,0.112
 TabPFN-TS,Toto-2.0-1B,0.3,0.1,0.5,0.024,-0.052,0.104
 TabPFN-TS,TabPFN-TS-3,0.35,0.15,0.55,-0.004,-0.054,0.04
@@ -141,11 +158,11 @@ TabPFN-TS,FlowState,0.5,0.25,0.75,0.07,-0.019,0.161
 TabPFN-TS,Toto-2.0-22m,0.55,0.349,0.75,0.049,-0.036,0.142
 TabPFN-TS,Sundial-Base,0.7,0.5,0.9,0.083,-0.016,0.187
 TabPFN-TS,Toto-1.0,0.55,0.349,0.75,0.054,-0.03,0.148
-TabPFN-TS,Toto-2.0-4m,0.6,0.4,0.8,0.071,-0.012,0.157
 TabPFN-TS,Seasonal Naive,0.975,0.925,1.0,0.311,0.219,0.402
 Chronos-Bolt,Chronos-2,0.1,0.0,0.25,-0.117,-0.202,-0.048
-Chronos-Bolt,TimesFM-2.5,0.15,0.025,0.3,-0.046,-0.091,-0.014
 Chronos-Bolt,Toto-2.0-2.5B,0.3,0.1,0.5,-0.033,-0.082,0.015
+Chronos-Bolt,TiRex-2,0.2,0.05,0.4,-0.057,-0.109,-0.009
+Chronos-Bolt,TimesFM-2.5,0.15,0.025,0.3,-0.046,-0.091,-0.014
 Chronos-Bolt,TiRex,0.3,0.1,0.5,-0.042,-0.096,-0.005
 Chronos-Bolt,Toto-2.0-1B,0.35,0.15,0.55,-0.032,-0.085,0.019
 Chronos-Bolt,TabPFN-TS-3,0.4,0.2,0.6,-0.062,-0.16,-0.0
@@ -157,11 +174,11 @@ Chronos-Bolt,FlowState,0.5,0.3,0.7,0.017,-0.012,0.053
 Chronos-Bolt,Toto-2.0-22m,0.5,0.3,0.7,-0.005,-0.069,0.047
 Chronos-Bolt,Sundial-Base,0.5,0.3,0.7,0.031,-0.019,0.097
 Chronos-Bolt,Toto-1.0,0.65,0.45,0.825,0.0,-0.059,0.043
-Chronos-Bolt,Toto-2.0-4m,0.7,0.5,0.9,0.017,-0.044,0.064
 Chronos-Bolt,Seasonal Naive,1.0,1.0,1.0,0.271,0.212,0.338
 FlowState,Chronos-2,0.2,0.05,0.4,-0.136,-0.231,-0.054
-FlowState,TimesFM-2.5,0.25,0.075,0.45,-0.065,-0.141,-0.014
 FlowState,Toto-2.0-2.5B,0.25,0.05,0.45,-0.051,-0.126,0.013
+FlowState,TiRex-2,0.25,0.1,0.45,-0.076,-0.157,-0.009
+FlowState,TimesFM-2.5,0.25,0.075,0.45,-0.065,-0.141,-0.014
 FlowState,TiRex,0.25,0.1,0.45,-0.06,-0.148,-0.004
 FlowState,Toto-2.0-1B,0.35,0.15,0.6,-0.05,-0.13,0.018
 FlowState,TabPFN-TS-3,0.35,0.15,0.55,-0.08,-0.179,-0.01
@@ -173,11 +190,11 @@ FlowState,FlowState,0.5,0.5,0.5,0.0,0.0,0.0
 FlowState,Toto-2.0-22m,0.5,0.3,0.7,-0.023,-0.125,0.05
 FlowState,Sundial-Base,0.45,0.25,0.7,0.014,-0.02,0.051
 FlowState,Toto-1.0,0.6,0.375,0.775,-0.017,-0.112,0.047
-FlowState,Toto-2.0-4m,0.65,0.45,0.85,0.0,-0.094,0.069
 FlowState,Seasonal Naive,0.95,0.85,1.0,0.258,0.204,0.314
 Toto-2.0-22m,Chronos-2,0.2,0.05,0.35,-0.111,-0.2,-0.04
-Toto-2.0-22m,TimesFM-2.5,0.3,0.1,0.5,-0.041,-0.085,-0.003
 Toto-2.0-22m,Toto-2.0-2.5B,0.15,0.0,0.3,-0.027,-0.059,0.007
+Toto-2.0-22m,TiRex-2,0.3,0.1,0.5,-0.052,-0.097,-0.01
+Toto-2.0-22m,TimesFM-2.5,0.3,0.1,0.5,-0.041,-0.085,-0.003
 Toto-2.0-22m,TiRex,0.35,0.15,0.55,-0.036,-0.07,-0.01
 Toto-2.0-22m,Toto-2.0-1B,0.15,0.0,0.3,-0.026,-0.051,0.001
 Toto-2.0-22m,TabPFN-TS-3,0.35,0.15,0.55,-0.056,-0.172,0.039
@@ -189,11 +206,11 @@ Toto-2.0-22m,FlowState,0.5,0.3,0.7,0.023,-0.052,0.111
 Toto-2.0-22m,Toto-2.0-22m,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-2.0-22m,Sundial-Base,0.5,0.3,0.7,0.036,-0.059,0.15
 Toto-2.0-22m,Toto-1.0,0.7,0.5,0.9,0.006,-0.019,0.029
-Toto-2.0-22m,Toto-2.0-4m,0.7,0.5,0.9,0.023,0.006,0.042
 Toto-2.0-22m,Seasonal Naive,0.95,0.85,1.0,0.275,0.183,0.377
 Sundial-Base,Chronos-2,0.05,0.0,0.15,-0.153,-0.283,-0.06
-Sundial-Base,TimesFM-2.5,0.15,0.0,0.3,-0.08,-0.192,-0.012
 Sundial-Base,Toto-2.0-2.5B,0.25,0.05,0.45,-0.066,-0.175,0.015
+Sundial-Base,TiRex-2,0.2,0.05,0.4,-0.091,-0.21,-0.011
+Sundial-Base,TimesFM-2.5,0.15,0.0,0.3,-0.08,-0.192,-0.012
 Sundial-Base,TiRex,0.3,0.1,0.5,-0.075,-0.2,0.003
 Sundial-Base,Toto-2.0-1B,0.25,0.05,0.45,-0.065,-0.184,0.021
 Sundial-Base,TabPFN-TS-3,0.2,0.05,0.4,-0.096,-0.204,-0.013
@@ -205,11 +222,11 @@ Sundial-Base,FlowState,0.55,0.3,0.75,-0.014,-0.054,0.02
 Sundial-Base,Toto-2.0-22m,0.5,0.3,0.7,-0.038,-0.177,0.056
 Sundial-Base,Sundial-Base,0.5,0.5,0.5,0.0,0.0,0.0
 Sundial-Base,Toto-1.0,0.55,0.35,0.75,-0.032,-0.164,0.051
-Sundial-Base,Toto-2.0-4m,0.6,0.4,0.8,-0.014,-0.148,0.074
 Sundial-Base,Seasonal Naive,0.95,0.85,1.0,0.248,0.204,0.292
 Toto-1.0,Chronos-2,0.25,0.1,0.45,-0.117,-0.217,-0.037
-Toto-1.0,TimesFM-2.5,0.25,0.1,0.425,-0.047,-0.082,-0.011
 Toto-1.0,Toto-2.0-2.5B,0.3,0.1,0.5,-0.033,-0.074,0.003
+Toto-1.0,TiRex-2,0.25,0.1,0.45,-0.058,-0.103,-0.019
+Toto-1.0,TimesFM-2.5,0.25,0.1,0.425,-0.047,-0.082,-0.011
 Toto-1.0,TiRex,0.15,0.0,0.3,-0.042,-0.065,-0.018
 Toto-1.0,Toto-2.0-1B,0.3,0.1,0.5,-0.032,-0.071,0.005
 Toto-1.0,TabPFN-TS-3,0.25,0.1,0.45,-0.062,-0.176,0.027
@@ -221,27 +238,11 @@ Toto-1.0,FlowState,0.4,0.225,0.625,0.017,-0.05,0.101
 Toto-1.0,Toto-2.0-22m,0.3,0.1,0.5,-0.006,-0.03,0.019
 Toto-1.0,Sundial-Base,0.45,0.25,0.65,0.031,-0.054,0.141
 Toto-1.0,Toto-1.0,0.5,0.5,0.5,0.0,0.0,0.0
-Toto-1.0,Toto-2.0-4m,0.6,0.4,0.8,0.017,0.002,0.034
 Toto-1.0,Seasonal Naive,1.0,1.0,1.0,0.271,0.19,0.368
-Toto-2.0-4m,Chronos-2,0.25,0.1,0.45,-0.137,-0.232,-0.059
-Toto-2.0-4m,TimesFM-2.5,0.2,0.05,0.4,-0.065,-0.104,-0.027
-Toto-2.0-4m,Toto-2.0-2.5B,0.25,0.05,0.45,-0.051,-0.094,-0.016
-Toto-2.0-4m,TiRex,0.1,0.0,0.25,-0.06,-0.091,-0.031
-Toto-2.0-4m,Toto-2.0-1B,0.3,0.1,0.5,-0.05,-0.089,-0.018
-Toto-2.0-4m,TabPFN-TS-3,0.3,0.1,0.5,-0.081,-0.192,0.01
-Toto-2.0-4m,Toto-2.0-313m,0.15,0.0,0.3,-0.051,-0.082,-0.024
-Toto-2.0-4m,Moirai-2.0,0.3,0.1,0.5,-0.051,-0.091,-0.017
-Toto-2.0-4m,TabPFN-TS,0.4,0.2,0.6,-0.076,-0.186,0.012
-Toto-2.0-4m,Chronos-Bolt,0.3,0.1,0.5,-0.018,-0.069,0.042
-Toto-2.0-4m,FlowState,0.35,0.15,0.55,-0.0,-0.074,0.086
-Toto-2.0-4m,Toto-2.0-22m,0.3,0.1,0.5,-0.023,-0.043,-0.006
-Toto-2.0-4m,Sundial-Base,0.4,0.2,0.6,0.014,-0.079,0.129
-Toto-2.0-4m,Toto-1.0,0.4,0.2,0.6,-0.017,-0.035,-0.002
-Toto-2.0-4m,Toto-2.0-4m,0.5,0.5,0.5,0.0,0.0,0.0
-Toto-2.0-4m,Seasonal Naive,0.95,0.85,1.0,0.258,0.172,0.358
 Seasonal Naive,Chronos-2,0.0,0.0,0.0,-0.532,-0.768,-0.369
-Seasonal Naive,TimesFM-2.5,0.0,0.0,0.0,-0.435,-0.641,-0.304
 Seasonal Naive,Toto-2.0-2.5B,0.05,0.0,0.15,-0.417,-0.618,-0.266
+Seasonal Naive,TiRex-2,0.0,0.0,0.0,-0.451,-0.658,-0.313
+Seasonal Naive,TimesFM-2.5,0.0,0.0,0.0,-0.435,-0.641,-0.304
 Seasonal Naive,TiRex,0.0,0.0,0.0,-0.43,-0.649,-0.287
 Seasonal Naive,Toto-2.0-1B,0.05,0.0,0.15,-0.415,-0.627,-0.26
 Seasonal Naive,TabPFN-TS-3,0.0,0.0,0.0,-0.457,-0.623,-0.332
@@ -253,5 +254,4 @@ Seasonal Naive,FlowState,0.05,0.0,0.15,-0.348,-0.457,-0.257
 Seasonal Naive,Toto-2.0-22m,0.05,0.0,0.15,-0.379,-0.604,-0.225
 Seasonal Naive,Sundial-Base,0.05,0.0,0.15,-0.329,-0.412,-0.256
 Seasonal Naive,Toto-1.0,0.0,0.0,0.0,-0.372,-0.583,-0.235
-Seasonal Naive,Toto-2.0-4m,0.05,0.0,0.15,-0.348,-0.559,-0.208
 Seasonal Naive,Seasonal Naive,0.5,0.5,0.5,0.0,0.0,0.0
diff --git a/tables/frequency_daily/pairwise_WQL.csv b/tables/frequency_daily/pairwise_WQL.csv
index 30a32660478f5165fba8c1c6a49183a283981aa8..1bda7ebd0c394c3ecd0991584c93db9343fd2eb7 100644
--- a/tables/frequency_daily/pairwise_WQL.csv
+++ b/tables/frequency_daily/pairwise_WQL.csv
@@ -1,10 +1,11 @@
 model_1,model_2,win_rate,win_rate_lower,win_rate_upper,skill_score,skill_score_lower,skill_score_upper
 Chronos-2,Chronos-2,0.5,0.5,0.5,0.0,0.0,0.0
 Chronos-2,TimesFM-2.5,0.55,0.35,0.75,0.069,0.01,0.138
+Chronos-2,TiRex-2,0.5,0.3,0.7,0.058,0.014,0.111
 Chronos-2,TiRex,0.6,0.4,0.8,0.07,0.006,0.143
 Chronos-2,Toto-2.0-2.5B,0.65,0.45,0.85,0.079,0.029,0.134
-Chronos-2,Toto-2.0-1B,0.6,0.4,0.8,0.078,0.025,0.137
 Chronos-2,TabPFN-TS-3,0.6,0.4,0.8,0.046,0.001,0.095
+Chronos-2,Toto-2.0-1B,0.6,0.4,0.8,0.078,0.025,0.137
 Chronos-2,Toto-2.0-313m,0.65,0.45,0.85,0.08,0.017,0.145
 Chronos-2,Moirai-2.0,0.75,0.55,0.9,0.081,0.017,0.152
 Chronos-2,Chronos-Bolt,0.85,0.7,1.0,0.105,0.042,0.17
@@ -13,14 +14,14 @@ Chronos-2,TabPFN-TS,0.9,0.75,1.0,0.072,0.028,0.12
 Chronos-2,FlowState,0.8,0.6,0.95,0.129,0.057,0.197
 Chronos-2,Toto-1.0,0.75,0.55,0.9,0.107,0.035,0.186
 Chronos-2,Toto-2.0-4m,0.8,0.6,0.95,0.122,0.054,0.198
-Chronos-2,Sundial-Base,0.95,0.85,1.0,0.197,0.129,0.273
 Chronos-2,Seasonal Naive,1.0,1.0,1.0,0.448,0.371,0.518
 TimesFM-2.5,Chronos-2,0.45,0.25,0.65,-0.074,-0.161,-0.01
 TimesFM-2.5,TimesFM-2.5,0.5,0.5,0.5,0.0,0.0,0.0
+TimesFM-2.5,TiRex-2,0.55,0.35,0.75,-0.011,-0.049,0.024
 TimesFM-2.5,TiRex,0.45,0.25,0.65,0.001,-0.019,0.021
 TimesFM-2.5,Toto-2.0-2.5B,0.65,0.45,0.85,0.011,-0.027,0.046
-TimesFM-2.5,Toto-2.0-1B,0.45,0.25,0.65,0.01,-0.026,0.048
 TimesFM-2.5,TabPFN-TS-3,0.55,0.35,0.75,-0.025,-0.126,0.051
+TimesFM-2.5,Toto-2.0-1B,0.45,0.25,0.65,0.01,-0.026,0.048
 TimesFM-2.5,Toto-2.0-313m,0.55,0.3,0.75,0.012,-0.03,0.06
 TimesFM-2.5,Moirai-2.0,0.65,0.475,0.85,0.013,-0.004,0.03
 TimesFM-2.5,Chronos-Bolt,0.85,0.7,0.975,0.039,0.014,0.065
@@ -29,14 +30,30 @@ TimesFM-2.5,TabPFN-TS,0.7,0.5,0.9,0.003,-0.107,0.086
 TimesFM-2.5,FlowState,0.9,0.775,1.0,0.064,0.022,0.119
 TimesFM-2.5,Toto-1.0,0.8,0.625,0.95,0.041,0.003,0.076
 TimesFM-2.5,Toto-2.0-4m,0.8,0.6,0.95,0.057,0.021,0.092
-TimesFM-2.5,Sundial-Base,0.95,0.85,1.0,0.137,0.084,0.213
 TimesFM-2.5,Seasonal Naive,1.0,1.0,1.0,0.407,0.34,0.474
+TiRex-2,Chronos-2,0.5,0.3,0.7,-0.062,-0.125,-0.015
+TiRex-2,TimesFM-2.5,0.45,0.25,0.65,0.011,-0.024,0.046
+TiRex-2,TiRex-2,0.5,0.5,0.5,0.0,0.0,0.0
+TiRex-2,TiRex,0.45,0.25,0.65,0.013,-0.023,0.054
+TiRex-2,Toto-2.0-2.5B,0.55,0.3,0.75,0.022,-0.017,0.061
+TiRex-2,TabPFN-TS-3,0.5,0.3,0.7,-0.014,-0.086,0.043
+TiRex-2,Toto-2.0-1B,0.55,0.35,0.75,0.021,-0.021,0.063
+TiRex-2,Toto-2.0-313m,0.6,0.4,0.8,0.023,-0.022,0.069
+TiRex-2,Moirai-2.0,0.65,0.45,0.85,0.024,-0.014,0.064
+TiRex-2,Chronos-Bolt,0.75,0.55,0.95,0.049,0.009,0.087
+TiRex-2,Toto-2.0-22m,0.8,0.6,0.95,0.046,0.004,0.089
+TiRex-2,TabPFN-TS,0.75,0.55,0.9,0.014,-0.068,0.083
+TiRex-2,FlowState,0.75,0.55,0.9,0.075,0.017,0.134
+TiRex-2,Toto-1.0,0.8,0.65,0.95,0.052,0.01,0.096
+TiRex-2,Toto-2.0-4m,0.85,0.7,1.0,0.068,0.03,0.107
+TiRex-2,Seasonal Naive,1.0,1.0,1.0,0.414,0.342,0.483
 TiRex,Chronos-2,0.4,0.2,0.6,-0.076,-0.167,-0.006
 TiRex,TimesFM-2.5,0.55,0.35,0.75,-0.001,-0.021,0.019
+TiRex,TiRex-2,0.55,0.35,0.75,-0.013,-0.057,0.022
 TiRex,TiRex,0.5,0.5,0.5,0.0,0.0,0.0
 TiRex,Toto-2.0-2.5B,0.5,0.3,0.7,0.009,-0.024,0.04
-TiRex,Toto-2.0-1B,0.55,0.35,0.75,0.009,-0.022,0.04
 TiRex,TabPFN-TS-3,0.6,0.4,0.8,-0.026,-0.14,0.059
+TiRex,Toto-2.0-1B,0.55,0.35,0.75,0.009,-0.022,0.04
 TiRex,Toto-2.0-313m,0.5,0.3,0.7,0.011,-0.019,0.048
 TiRex,Moirai-2.0,0.7,0.5,0.9,0.012,-0.005,0.029
 TiRex,Chronos-Bolt,0.75,0.55,0.95,0.037,0.007,0.075
@@ -45,14 +62,14 @@ TiRex,TabPFN-TS,0.65,0.45,0.85,0.001,-0.119,0.089
 TiRex,FlowState,0.75,0.55,0.9,0.063,0.012,0.127
 TiRex,Toto-1.0,0.85,0.7,1.0,0.04,0.015,0.062
 TiRex,Toto-2.0-4m,0.85,0.7,1.0,0.056,0.03,0.082
-TiRex,Sundial-Base,0.9,0.75,1.0,0.136,0.071,0.22
 TiRex,Seasonal Naive,1.0,1.0,1.0,0.406,0.332,0.479
 Toto-2.0-2.5B,Chronos-2,0.35,0.15,0.55,-0.085,-0.155,-0.03
 Toto-2.0-2.5B,TimesFM-2.5,0.35,0.15,0.55,-0.011,-0.049,0.026
+Toto-2.0-2.5B,TiRex-2,0.45,0.25,0.7,-0.022,-0.064,0.017
 Toto-2.0-2.5B,TiRex,0.5,0.3,0.7,-0.009,-0.042,0.023
 Toto-2.0-2.5B,Toto-2.0-2.5B,0.5,0.5,0.5,0.0,0.0,0.0
-Toto-2.0-2.5B,Toto-2.0-1B,0.55,0.35,0.75,-0.001,-0.013,0.009
 Toto-2.0-2.5B,TabPFN-TS-3,0.5,0.3,0.7,-0.036,-0.134,0.04
+Toto-2.0-2.5B,Toto-2.0-1B,0.55,0.35,0.75,-0.001,-0.013,0.009
 Toto-2.0-2.5B,Toto-2.0-313m,0.75,0.55,0.9,0.002,-0.022,0.021
 Toto-2.0-2.5B,Moirai-2.0,0.55,0.35,0.75,0.002,-0.038,0.04
 Toto-2.0-2.5B,Chronos-Bolt,0.7,0.5,0.9,0.028,-0.017,0.071
@@ -61,30 +78,14 @@ Toto-2.0-2.5B,TabPFN-TS,0.7,0.5,0.9,-0.008,-0.103,0.076
 Toto-2.0-2.5B,FlowState,0.75,0.55,0.95,0.054,-0.003,0.117
 Toto-2.0-2.5B,Toto-1.0,0.75,0.55,0.9,0.031,-0.01,0.071
 Toto-2.0-2.5B,Toto-2.0-4m,0.75,0.599,0.95,0.047,0.014,0.085
-Toto-2.0-2.5B,Sundial-Base,0.9,0.75,1.0,0.128,0.057,0.208
 Toto-2.0-2.5B,Seasonal Naive,0.95,0.85,1.0,0.401,0.318,0.478
-Toto-2.0-1B,Chronos-2,0.4,0.2,0.6,-0.085,-0.159,-0.026
-Toto-2.0-1B,TimesFM-2.5,0.55,0.35,0.75,-0.01,-0.051,0.026
-Toto-2.0-1B,TiRex,0.45,0.25,0.65,-0.009,-0.042,0.022
-Toto-2.0-1B,Toto-2.0-2.5B,0.45,0.25,0.65,0.001,-0.01,0.013
-Toto-2.0-1B,Toto-2.0-1B,0.5,0.5,0.5,0.0,0.0,0.0
-Toto-2.0-1B,TabPFN-TS-3,0.45,0.25,0.65,-0.035,-0.139,0.047
-Toto-2.0-1B,Toto-2.0-313m,0.65,0.45,0.85,0.002,-0.014,0.016
-Toto-2.0-1B,Moirai-2.0,0.55,0.35,0.75,0.003,-0.039,0.042
-Toto-2.0-1B,Chronos-Bolt,0.6,0.4,0.8,0.029,-0.018,0.075
-Toto-2.0-1B,Toto-2.0-22m,0.75,0.599,0.95,0.026,0.001,0.05
-Toto-2.0-1B,TabPFN-TS,0.65,0.45,0.85,-0.007,-0.11,0.079
-Toto-2.0-1B,FlowState,0.7,0.5,0.9,0.055,-0.008,0.121
-Toto-2.0-1B,Toto-1.0,0.75,0.55,0.9,0.032,-0.006,0.069
-Toto-2.0-1B,Toto-2.0-4m,0.75,0.55,0.9,0.048,0.018,0.083
-Toto-2.0-1B,Sundial-Base,0.95,0.85,1.0,0.129,0.053,0.215
-Toto-2.0-1B,Seasonal Naive,0.95,0.85,1.0,0.401,0.316,0.476
 TabPFN-TS-3,Chronos-2,0.4,0.2,0.6,-0.048,-0.105,-0.001
 TabPFN-TS-3,TimesFM-2.5,0.45,0.25,0.65,0.024,-0.054,0.112
+TabPFN-TS-3,TiRex-2,0.5,0.3,0.7,0.013,-0.045,0.08
 TabPFN-TS-3,TiRex,0.4,0.2,0.6,0.026,-0.062,0.123
 TabPFN-TS-3,Toto-2.0-2.5B,0.5,0.3,0.7,0.035,-0.042,0.118
-TabPFN-TS-3,Toto-2.0-1B,0.55,0.35,0.75,0.034,-0.05,0.122
 TabPFN-TS-3,TabPFN-TS-3,0.5,0.5,0.5,0.0,0.0,0.0
+TabPFN-TS-3,Toto-2.0-1B,0.55,0.35,0.75,0.034,-0.05,0.122
 TabPFN-TS-3,Toto-2.0-313m,0.45,0.25,0.65,0.036,-0.058,0.131
 TabPFN-TS-3,Moirai-2.0,0.5,0.3,0.7,0.037,-0.046,0.127
 TabPFN-TS-3,Chronos-Bolt,0.6,0.4,0.8,0.062,-0.0,0.147
@@ -93,14 +94,30 @@ TabPFN-TS-3,TabPFN-TS,0.75,0.55,0.95,0.027,-0.026,0.084
 TabPFN-TS-3,FlowState,0.85,0.7,1.0,0.087,0.022,0.162
 TabPFN-TS-3,Toto-1.0,0.75,0.55,0.9,0.065,-0.027,0.162
 TabPFN-TS-3,Toto-2.0-4m,0.8,0.6,0.95,0.08,-0.008,0.169
-TabPFN-TS-3,Sundial-Base,0.95,0.85,1.0,0.158,0.091,0.234
 TabPFN-TS-3,Seasonal Naive,1.0,1.0,1.0,0.421,0.351,0.489
+Toto-2.0-1B,Chronos-2,0.4,0.2,0.6,-0.085,-0.159,-0.026
+Toto-2.0-1B,TimesFM-2.5,0.55,0.35,0.75,-0.01,-0.051,0.026
+Toto-2.0-1B,TiRex-2,0.45,0.25,0.65,-0.021,-0.067,0.02
+Toto-2.0-1B,TiRex,0.45,0.25,0.65,-0.009,-0.042,0.022
+Toto-2.0-1B,Toto-2.0-2.5B,0.45,0.25,0.65,0.001,-0.01,0.013
+Toto-2.0-1B,TabPFN-TS-3,0.45,0.25,0.65,-0.035,-0.139,0.047
+Toto-2.0-1B,Toto-2.0-1B,0.5,0.5,0.5,0.0,0.0,0.0
+Toto-2.0-1B,Toto-2.0-313m,0.65,0.45,0.85,0.002,-0.014,0.016
+Toto-2.0-1B,Moirai-2.0,0.55,0.35,0.75,0.003,-0.039,0.042
+Toto-2.0-1B,Chronos-Bolt,0.6,0.4,0.8,0.029,-0.018,0.075
+Toto-2.0-1B,Toto-2.0-22m,0.75,0.599,0.95,0.026,0.001,0.05
+Toto-2.0-1B,TabPFN-TS,0.65,0.45,0.85,-0.007,-0.11,0.079
+Toto-2.0-1B,FlowState,0.7,0.5,0.9,0.055,-0.008,0.121
+Toto-2.0-1B,Toto-1.0,0.75,0.55,0.9,0.032,-0.006,0.069
+Toto-2.0-1B,Toto-2.0-4m,0.75,0.55,0.9,0.048,0.018,0.083
+Toto-2.0-1B,Seasonal Naive,0.95,0.85,1.0,0.401,0.316,0.476
 Toto-2.0-313m,Chronos-2,0.35,0.15,0.55,-0.087,-0.17,-0.017
 Toto-2.0-313m,TimesFM-2.5,0.45,0.25,0.7,-0.012,-0.064,0.029
+Toto-2.0-313m,TiRex-2,0.4,0.2,0.6,-0.024,-0.074,0.021
 Toto-2.0-313m,TiRex,0.5,0.3,0.7,-0.011,-0.05,0.018
 Toto-2.0-313m,Toto-2.0-2.5B,0.25,0.1,0.45,-0.002,-0.022,0.022
-Toto-2.0-313m,Toto-2.0-1B,0.35,0.15,0.55,-0.002,-0.016,0.013
 Toto-2.0-313m,TabPFN-TS-3,0.55,0.35,0.75,-0.038,-0.151,0.055
+Toto-2.0-313m,Toto-2.0-1B,0.35,0.15,0.55,-0.002,-0.016,0.013
 Toto-2.0-313m,Toto-2.0-313m,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-2.0-313m,Moirai-2.0,0.55,0.35,0.75,0.001,-0.049,0.041
 Toto-2.0-313m,Chronos-Bolt,0.65,0.45,0.85,0.027,-0.03,0.081
@@ -109,14 +126,14 @@ Toto-2.0-313m,TabPFN-TS,0.55,0.35,0.75,-0.009,-0.119,0.083
 Toto-2.0-313m,FlowState,0.65,0.4,0.85,0.053,-0.022,0.131
 Toto-2.0-313m,Toto-1.0,0.7,0.5,0.9,0.029,-0.005,0.063
 Toto-2.0-313m,Toto-2.0-4m,0.85,0.7,1.0,0.046,0.02,0.074
-Toto-2.0-313m,Sundial-Base,0.9,0.75,1.0,0.127,0.037,0.223
 Toto-2.0-313m,Seasonal Naive,0.95,0.85,1.0,0.4,0.309,0.483
 Moirai-2.0,Chronos-2,0.25,0.1,0.45,-0.088,-0.179,-0.017
 Moirai-2.0,TimesFM-2.5,0.35,0.15,0.525,-0.013,-0.031,0.004
+Moirai-2.0,TiRex-2,0.35,0.15,0.55,-0.025,-0.068,0.014
 Moirai-2.0,TiRex,0.3,0.1,0.5,-0.012,-0.03,0.005
 Moirai-2.0,Toto-2.0-2.5B,0.45,0.25,0.65,-0.002,-0.042,0.037
-Moirai-2.0,Toto-2.0-1B,0.45,0.25,0.65,-0.003,-0.043,0.038
 Moirai-2.0,TabPFN-TS-3,0.5,0.3,0.7,-0.039,-0.146,0.044
+Moirai-2.0,Toto-2.0-1B,0.45,0.25,0.65,-0.003,-0.043,0.038
 Moirai-2.0,Toto-2.0-313m,0.45,0.25,0.65,-0.001,-0.042,0.047
 Moirai-2.0,Moirai-2.0,0.5,0.5,0.5,0.0,0.0,0.0
 Moirai-2.0,Chronos-Bolt,0.55,0.375,0.701,0.026,-0.0,0.057
@@ -125,14 +142,14 @@ Moirai-2.0,TabPFN-TS,0.6,0.4,0.8,-0.01,-0.126,0.08
 Moirai-2.0,FlowState,0.7,0.5,0.851,0.052,0.007,0.112
 Moirai-2.0,Toto-1.0,0.6,0.4,0.8,0.029,-0.003,0.056
 Moirai-2.0,Toto-2.0-4m,0.7,0.5,0.9,0.045,0.015,0.078
-Moirai-2.0,Sundial-Base,0.95,0.85,1.0,0.126,0.064,0.208
 Moirai-2.0,Seasonal Naive,1.0,1.0,1.0,0.399,0.326,0.47
 Chronos-Bolt,Chronos-2,0.15,0.0,0.3,-0.117,-0.205,-0.044
 Chronos-Bolt,TimesFM-2.5,0.15,0.025,0.3,-0.04,-0.07,-0.015
+Chronos-Bolt,TiRex-2,0.25,0.05,0.45,-0.052,-0.095,-0.009
 Chronos-Bolt,TiRex,0.25,0.05,0.45,-0.039,-0.081,-0.007
 Chronos-Bolt,Toto-2.0-2.5B,0.3,0.1,0.5,-0.029,-0.077,0.016
-Chronos-Bolt,Toto-2.0-1B,0.4,0.2,0.6,-0.03,-0.081,0.017
 Chronos-Bolt,TabPFN-TS-3,0.4,0.2,0.6,-0.066,-0.172,0.0
+Chronos-Bolt,Toto-2.0-1B,0.4,0.2,0.6,-0.03,-0.081,0.017
 Chronos-Bolt,Toto-2.0-313m,0.35,0.15,0.55,-0.027,-0.088,0.029
 Chronos-Bolt,Moirai-2.0,0.45,0.299,0.625,-0.027,-0.061,0.0
 Chronos-Bolt,Chronos-Bolt,0.5,0.5,0.5,0.0,0.0,0.0
@@ -141,14 +158,14 @@ Chronos-Bolt,TabPFN-TS,0.55,0.35,0.75,-0.037,-0.149,0.056
 Chronos-Bolt,FlowState,0.55,0.35,0.75,0.027,-0.006,0.066
 Chronos-Bolt,Toto-1.0,0.65,0.45,0.825,0.003,-0.052,0.045
 Chronos-Bolt,Toto-2.0-4m,0.7,0.5,0.9,0.019,-0.035,0.063
-Chronos-Bolt,Sundial-Base,0.85,0.65,1.0,0.103,0.052,0.168
 Chronos-Bolt,Seasonal Naive,1.0,1.0,1.0,0.383,0.321,0.445
 Toto-2.0-22m,Chronos-2,0.3,0.15,0.5,-0.114,-0.211,-0.036
 Toto-2.0-22m,TimesFM-2.5,0.3,0.1,0.5,-0.037,-0.082,0.003
+Toto-2.0-22m,TiRex-2,0.2,0.05,0.4,-0.049,-0.098,-0.004
 Toto-2.0-22m,TiRex,0.4,0.2,0.6,-0.036,-0.067,-0.007
 Toto-2.0-22m,Toto-2.0-2.5B,0.25,0.1,0.45,-0.026,-0.057,0.008
-Toto-2.0-22m,Toto-2.0-1B,0.25,0.05,0.401,-0.027,-0.052,-0.001
 Toto-2.0-22m,TabPFN-TS-3,0.35,0.15,0.55,-0.063,-0.181,0.036
+Toto-2.0-22m,Toto-2.0-1B,0.25,0.05,0.401,-0.027,-0.052,-0.001
 Toto-2.0-22m,Toto-2.0-313m,0.15,0.0,0.3,-0.024,-0.044,-0.008
 Toto-2.0-22m,Moirai-2.0,0.45,0.25,0.7,-0.024,-0.066,0.014
 Toto-2.0-22m,Chronos-Bolt,0.55,0.35,0.75,0.003,-0.05,0.056
@@ -157,14 +174,14 @@ Toto-2.0-22m,TabPFN-TS,0.45,0.25,0.651,-0.034,-0.156,0.065
 Toto-2.0-22m,FlowState,0.5,0.3,0.7,0.029,-0.043,0.115
 Toto-2.0-22m,Toto-1.0,0.6,0.4,0.8,0.006,-0.017,0.026
 Toto-2.0-22m,Toto-2.0-4m,0.8,0.65,0.95,0.022,0.006,0.041
-Toto-2.0-22m,Sundial-Base,0.75,0.55,0.95,0.105,0.016,0.212
 Toto-2.0-22m,Seasonal Naive,0.95,0.85,1.0,0.385,0.298,0.472
 TabPFN-TS,Chronos-2,0.1,0.0,0.25,-0.077,-0.137,-0.029
 TabPFN-TS,TimesFM-2.5,0.3,0.1,0.5,-0.003,-0.094,0.097
+TabPFN-TS,TiRex-2,0.25,0.1,0.45,-0.014,-0.091,0.063
 TabPFN-TS,TiRex,0.35,0.15,0.55,-0.001,-0.098,0.107
 TabPFN-TS,Toto-2.0-2.5B,0.3,0.1,0.5,0.008,-0.082,0.094
-TabPFN-TS,Toto-2.0-1B,0.35,0.15,0.55,0.007,-0.085,0.099
 TabPFN-TS,TabPFN-TS-3,0.25,0.05,0.45,-0.028,-0.092,0.026
+TabPFN-TS,Toto-2.0-1B,0.35,0.15,0.55,0.007,-0.085,0.099
 TabPFN-TS,Toto-2.0-313m,0.45,0.25,0.65,0.009,-0.09,0.106
 TabPFN-TS,Moirai-2.0,0.4,0.2,0.6,0.01,-0.087,0.112
 TabPFN-TS,Chronos-Bolt,0.45,0.25,0.65,0.036,-0.059,0.129
@@ -173,14 +190,14 @@ TabPFN-TS,TabPFN-TS,0.5,0.5,0.5,0.0,0.0,0.0
 TabPFN-TS,FlowState,0.45,0.25,0.65,0.061,-0.037,0.157
 TabPFN-TS,Toto-1.0,0.55,0.349,0.75,0.039,-0.064,0.147
 TabPFN-TS,Toto-2.0-4m,0.6,0.4,0.8,0.055,-0.044,0.157
-TabPFN-TS,Sundial-Base,0.85,0.65,1.0,0.135,0.042,0.233
 TabPFN-TS,Seasonal Naive,0.975,0.925,1.0,0.405,0.315,0.487
 FlowState,Chronos-2,0.2,0.05,0.4,-0.148,-0.246,-0.061
 FlowState,TimesFM-2.5,0.1,0.0,0.225,-0.069,-0.135,-0.023
+FlowState,TiRex-2,0.25,0.1,0.45,-0.081,-0.155,-0.018
 FlowState,TiRex,0.25,0.1,0.45,-0.067,-0.146,-0.013
 FlowState,Toto-2.0-2.5B,0.25,0.05,0.45,-0.057,-0.133,0.003
-FlowState,Toto-2.0-1B,0.3,0.1,0.5,-0.058,-0.137,0.008
 FlowState,TabPFN-TS-3,0.15,0.0,0.3,-0.095,-0.193,-0.022
+FlowState,Toto-2.0-1B,0.3,0.1,0.5,-0.058,-0.137,0.008
 FlowState,Toto-2.0-313m,0.35,0.15,0.6,-0.055,-0.151,0.021
 FlowState,Moirai-2.0,0.3,0.149,0.5,-0.055,-0.127,-0.007
 FlowState,Chronos-Bolt,0.45,0.25,0.65,-0.027,-0.071,0.006
@@ -189,14 +206,14 @@ FlowState,TabPFN-TS,0.55,0.35,0.75,-0.065,-0.186,0.036
 FlowState,FlowState,0.5,0.5,0.5,0.0,0.0,0.0
 FlowState,Toto-1.0,0.55,0.325,0.75,-0.024,-0.123,0.041
 FlowState,Toto-2.0-4m,0.6,0.4,0.8,-0.007,-0.099,0.059
-FlowState,Sundial-Base,0.85,0.699,1.0,0.078,0.044,0.114
 FlowState,Seasonal Naive,1.0,1.0,1.0,0.366,0.31,0.422
 Toto-1.0,Chronos-2,0.25,0.1,0.45,-0.12,-0.228,-0.036
 Toto-1.0,TimesFM-2.5,0.2,0.05,0.375,-0.043,-0.083,-0.003
+Toto-1.0,TiRex-2,0.2,0.05,0.35,-0.055,-0.107,-0.01
 Toto-1.0,TiRex,0.15,0.0,0.3,-0.042,-0.067,-0.015
 Toto-1.0,Toto-2.0-2.5B,0.25,0.1,0.45,-0.032,-0.076,0.01
-Toto-1.0,Toto-2.0-1B,0.25,0.1,0.45,-0.033,-0.074,0.006
 Toto-1.0,TabPFN-TS-3,0.25,0.1,0.45,-0.069,-0.193,0.026
+Toto-1.0,Toto-2.0-1B,0.25,0.1,0.45,-0.033,-0.074,0.006
 Toto-1.0,Toto-2.0-313m,0.3,0.1,0.5,-0.03,-0.067,0.005
 Toto-1.0,Moirai-2.0,0.4,0.2,0.6,-0.03,-0.06,0.003
 Toto-1.0,Chronos-Bolt,0.35,0.175,0.55,-0.003,-0.047,0.05
@@ -205,14 +222,14 @@ Toto-1.0,TabPFN-TS,0.45,0.25,0.651,-0.04,-0.172,0.06
 Toto-1.0,FlowState,0.45,0.25,0.675,0.024,-0.043,0.11
 Toto-1.0,Toto-1.0,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-1.0,Toto-2.0-4m,0.65,0.45,0.85,0.017,0.002,0.033
-Toto-1.0,Sundial-Base,0.65,0.45,0.85,0.1,0.02,0.205
 Toto-1.0,Seasonal Naive,1.0,1.0,1.0,0.381,0.296,0.466
 Toto-2.0-4m,Chronos-2,0.2,0.05,0.4,-0.139,-0.248,-0.058
 Toto-2.0-4m,TimesFM-2.5,0.2,0.05,0.4,-0.061,-0.101,-0.022
+Toto-2.0-4m,TiRex-2,0.15,0.0,0.3,-0.073,-0.12,-0.031
 Toto-2.0-4m,TiRex,0.15,0.0,0.3,-0.059,-0.09,-0.031
 Toto-2.0-4m,Toto-2.0-2.5B,0.25,0.05,0.401,-0.049,-0.092,-0.014
-Toto-2.0-4m,Toto-2.0-1B,0.25,0.1,0.45,-0.05,-0.09,-0.019
 Toto-2.0-4m,TabPFN-TS-3,0.2,0.05,0.4,-0.087,-0.203,0.007
+Toto-2.0-4m,Toto-2.0-1B,0.25,0.1,0.45,-0.05,-0.09,-0.019
 Toto-2.0-4m,Toto-2.0-313m,0.15,0.0,0.3,-0.048,-0.08,-0.021
 Toto-2.0-4m,Moirai-2.0,0.3,0.1,0.5,-0.047,-0.084,-0.015
 Toto-2.0-4m,Chronos-Bolt,0.3,0.1,0.5,-0.02,-0.067,0.034
@@ -221,30 +238,14 @@ Toto-2.0-4m,TabPFN-TS,0.4,0.2,0.6,-0.058,-0.186,0.042
 Toto-2.0-4m,FlowState,0.4,0.2,0.6,0.007,-0.063,0.09
 Toto-2.0-4m,Toto-1.0,0.35,0.15,0.55,-0.017,-0.034,-0.002
 Toto-2.0-4m,Toto-2.0-4m,0.5,0.5,0.5,0.0,0.0,0.0
-Toto-2.0-4m,Sundial-Base,0.65,0.45,0.85,0.085,0.001,0.192
 Toto-2.0-4m,Seasonal Naive,0.95,0.85,1.0,0.371,0.284,0.457
-Sundial-Base,Chronos-2,0.05,0.0,0.15,-0.245,-0.375,-0.148
-Sundial-Base,TimesFM-2.5,0.05,0.0,0.15,-0.159,-0.27,-0.092
-Sundial-Base,TiRex,0.1,0.0,0.25,-0.158,-0.281,-0.077
-Sundial-Base,Toto-2.0-2.5B,0.1,0.0,0.25,-0.147,-0.262,-0.061
-Sundial-Base,Toto-2.0-1B,0.05,0.0,0.15,-0.148,-0.273,-0.056
-Sundial-Base,TabPFN-TS-3,0.05,0.0,0.15,-0.188,-0.305,-0.1
-Sundial-Base,Toto-2.0-313m,0.1,0.0,0.25,-0.145,-0.288,-0.038
-Sundial-Base,Moirai-2.0,0.05,0.0,0.15,-0.144,-0.262,-0.068
-Sundial-Base,Chronos-Bolt,0.15,0.0,0.35,-0.115,-0.202,-0.054
-Sundial-Base,Toto-2.0-22m,0.25,0.05,0.45,-0.118,-0.27,-0.016
-Sundial-Base,TabPFN-TS,0.15,0.0,0.35,-0.156,-0.303,-0.044
-Sundial-Base,FlowState,0.15,0.0,0.301,-0.085,-0.128,-0.047
-Sundial-Base,Toto-1.0,0.35,0.15,0.55,-0.111,-0.258,-0.02
-Sundial-Base,Toto-2.0-4m,0.35,0.15,0.55,-0.093,-0.237,-0.001
-Sundial-Base,Sundial-Base,0.5,0.5,0.5,0.0,0.0,0.0
-Sundial-Base,Seasonal Naive,1.0,1.0,1.0,0.312,0.257,0.367
 Seasonal Naive,Chronos-2,0.0,0.0,0.0,-0.811,-1.075,-0.59
 Seasonal Naive,TimesFM-2.5,0.0,0.0,0.0,-0.686,-0.901,-0.515
+Seasonal Naive,TiRex-2,0.0,0.0,0.0,-0.705,-0.934,-0.519
 Seasonal Naive,TiRex,0.0,0.0,0.0,-0.684,-0.918,-0.498
 Seasonal Naive,Toto-2.0-2.5B,0.05,0.0,0.15,-0.668,-0.916,-0.467
-Seasonal Naive,Toto-2.0-1B,0.05,0.0,0.15,-0.669,-0.91,-0.462
 Seasonal Naive,TabPFN-TS-3,0.0,0.0,0.0,-0.728,-0.958,-0.541
+Seasonal Naive,Toto-2.0-1B,0.05,0.0,0.15,-0.669,-0.91,-0.462
 Seasonal Naive,Toto-2.0-313m,0.05,0.0,0.15,-0.666,-0.933,-0.447
 Seasonal Naive,Moirai-2.0,0.0,0.0,0.0,-0.664,-0.888,-0.484
 Seasonal Naive,Chronos-Bolt,0.0,0.0,0.0,-0.621,-0.801,-0.472
@@ -253,5 +254,4 @@ Seasonal Naive,TabPFN-TS,0.025,0.0,0.075,-0.681,-0.951,-0.46
 Seasonal Naive,FlowState,0.0,0.0,0.0,-0.578,-0.73,-0.448
 Seasonal Naive,Toto-1.0,0.0,0.0,0.0,-0.617,-0.871,-0.42
 Seasonal Naive,Toto-2.0-4m,0.05,0.0,0.15,-0.59,-0.841,-0.397
-Seasonal Naive,Sundial-Base,0.0,0.0,0.0,-0.454,-0.579,-0.346
 Seasonal Naive,Seasonal Naive,0.5,0.5,0.5,0.0,0.0,0.0
diff --git a/tables/frequency_hourly/leaderboard_MASE.csv b/tables/frequency_hourly/leaderboard_MASE.csv
index 681e2f6908229e323fb89d6c93034c87f1b7c327..190535db987cfaa799d74299af722ba70aad3d43 100644
--- a/tables/frequency_hourly/leaderboard_MASE.csv
+++ b/tables/frequency_hourly/leaderboard_MASE.csv
@@ -1,28 +1,29 @@
 model_name,win_rate,skill_score,median_training_time_s_per100,median_inference_time_s_per100,training_corpus_overlap,num_failures
-Chronos-2,85.13986013986016,43.274593608690935,0.0,1.8287922303125,0.0,0.0
-Toto-2.0-2.5B,82.69230769230768,38.012072708776955,0.0,6.406093001785714,0.0,0.0
-Toto-2.0-1B,81.11888111888112,37.79408298410066,0.0,3.1623076374715904,0.0,0.0
-Toto-2.0-313m,79.19580419580421,37.57457322963014,0.0,1.5948793911160717,0.0,0.0
-TabPFN-TS-3,71.85314685314685,39.98338380952686,0.0,473.72171750777073,0.0,0.0
-TiRex,67.83216783216784,32.88980053857977,0.0,1.5771957561079546,0.0,0.0
-Toto-2.0-22m,67.3076923076923,35.239492739103106,0.0,0.7798815821022727,0.0,0.0
-TimesFM-2.5,66.25874125874127,33.495947925536605,0.0,35.73234459616477,0.13636363636363635,0.0
-TabPFN-TS,62.93706293706294,36.74297271088556,0.0,303.87484716423296,0.0,0.0
-Toto-1.0,60.31468531468531,32.908248043370314,0.0,66.451582385625,0.13636363636363635,0.0
-FlowState,59.96503496503496,31.79411028713204,0.0,3.043251233854167,0.13636363636363635,0.0
-Moirai-2.0,57.34265734265733,31.36627321795874,0.0,2.693870382954546,0.4090909090909091,0.0
-Chronos-Bolt,55.41958041958041,30.367855148176616,0.0,1.18742705375,0.0,0.0
-Sundial-Base,55.069930069930074,33.222787882390605,0.0,8.613333634910715,0.0,0.0
-Toto-2.0-4m,54.545454545454554,31.01250974524118,0.0,0.7003870921590909,0.0,0.0
-TFT,53.58391608391608,31.384747879961495,7018.033380476477,5.207965206041667,0.0,0.0
-PatchTST,48.16433566433567,29.506456740093434,5248.721533981875,6.349855852499999,0.0,0.0
-CatBoost,47.55244755244755,29.21300351912992,211.43542631645835,6.230126684431818,0.0,0.0
-DeepAR,45.979020979020966,26.76214381001828,10059.792668950715,9.620176696875001,0.0,4.545454545454546
-LightGBM,41.78321678321678,25.932640406312956,22.5747511634375,4.555509813977272,0.0,0.0
-Stat. Ensemble,26.048951048951047,10.456399439111886,0.0,2145.1257867486606,0.0,0.0
-AutoARIMA,23.076923076923077,6.160851350393271,0.0,1885.5145473599553,0.0,0.0
-AutoTheta,18.88111888111888,3.998984722231047,0.0,5.730209390000001,0.0,0.0
-Seasonal Naive,17.307692307692307,0.0,0.0,0.5409932320192308,0.0,0.0
-Naive,9.440559440559438,-42.82202736849552,0.0,0.48306351999999997,0.0,0.0
-AutoETS,5.769230769230769,-40.06899272444669,0.0,13.387819541051137,0.0,0.0
-Drift,5.41958041958042,-48.09174161780307,0.0,0.5387751224999999,0.0,0.0
+Chronos-2,84.17508417508418,43.274593608690935,0.0,1.8287922303125,0.0,0.0
+Toto-2.0-2.5B,81.81818181818181,38.012072708776955,0.0,6.406093001785714,0.0,0.0
+Toto-2.0-1B,80.30303030303031,37.79408298410066,0.0,3.1623076374715904,0.0,0.0
+Toto-2.0-313m,78.28282828282829,37.57457322963014,0.0,1.5948793911160717,0.0,0.0
+TiRex-2,76.26262626262626,41.08167576363031,0.0,1.0366915774648078,0.0,0.0
+TabPFN-TS-3,70.70707070707071,39.98338380952686,0.0,473.72171750777073,0.0,0.0
+TiRex,66.32996632996634,32.88980053857977,0.0,1.5771957561079546,0.0,0.0
+Toto-2.0-22m,66.32996632996634,35.239492739103106,0.0,0.7798815821022727,0.0,0.0
+TimesFM-2.5,64.98316498316498,33.495947925536605,0.0,35.73234459616477,0.13636363636363635,0.0
+TabPFN-TS,61.784511784511785,36.74297271088556,0.0,303.87484716423296,0.0,0.0
+Toto-1.0,59.09090909090909,32.908248043370314,0.0,66.451582385625,0.13636363636363635,0.0
+FlowState,58.585858585858574,31.79411028713204,0.0,3.043251233854167,0.13636363636363635,0.0
+Moirai-2.0,56.22895622895623,31.36627321795874,0.0,2.693870382954546,0.4090909090909091,0.0
+Chronos-Bolt,54.20875420875421,30.367855148176616,0.0,1.18742705375,0.0,0.0
+Sundial-Base,53.87205387205387,33.222787882390605,0.0,8.613333634910715,0.0,0.0
+Toto-2.0-4m,53.36700336700338,31.01250974524118,0.0,0.7003870921590909,0.0,0.0
+TFT,52.44107744107743,31.384747879961495,7018.033380476477,5.207965206041667,0.0,0.0
+PatchTST,47.05387205387205,29.506456740093434,5248.721533981875,6.349855852499999,0.0,0.0
+CatBoost,46.2962962962963,29.21300351912992,211.43542631645835,6.230126684431818,0.0,0.0
+DeepAR,44.781144781144775,26.76214381001828,10059.792668950715,9.620176696875001,0.0,4.545454545454546
+LightGBM,40.90909090909091,25.932640406312956,22.5747511634375,4.555509813977272,0.0,0.0
+Stat. Ensemble,25.08417508417508,10.456399439111886,0.0,2145.1257867486606,0.0,0.0
+AutoARIMA,22.39057239057239,6.160851350393271,0.0,1885.5145473599553,0.0,0.0
+AutoTheta,18.181818181818183,3.998984722231047,0.0,5.730209390000001,0.0,0.0
+Seasonal Naive,16.66666666666667,0.0,0.0,0.5409932320192308,0.0,0.0
+Naive,9.09090909090909,-42.82202736849552,0.0,0.48306351999999997,0.0,0.0
+AutoETS,5.555555555555555,-40.06899272444669,0.0,13.387819541051137,0.0,0.0
+Drift,5.21885521885522,-48.09174161780307,0.0,0.5387751224999999,0.0,0.0
diff --git a/tables/frequency_hourly/leaderboard_SQL.csv b/tables/frequency_hourly/leaderboard_SQL.csv
index 809a39d8caddf5cc317f323d93686119019c496f..b11cd6016403a3bb0861fda06ab2843f5760b645 100644
--- a/tables/frequency_hourly/leaderboard_SQL.csv
+++ b/tables/frequency_hourly/leaderboard_SQL.csv
@@ -1,28 +1,29 @@
 model_name,win_rate,skill_score,median_training_time_s_per100,median_inference_time_s_per100,training_corpus_overlap,num_failures
-Chronos-2,86.71328671328672,54.953225710108875,0.0,1.8287922303125,0.0,0.0
-Toto-2.0-2.5B,85.4895104895105,50.48745378167907,0.0,6.406093001785714,0.0,0.0
-Toto-2.0-1B,84.44055944055944,50.428583049463136,0.0,3.1623076374715904,0.0,0.0
-Toto-2.0-313m,81.11888111888112,50.15823868733569,0.0,1.5948793911160717,0.0,0.0
-TabPFN-TS-3,75.0,52.229531070132175,0.0,473.72171750777073,0.0,0.0
-TiRex,71.15384615384616,46.668743596982175,0.0,1.5771957561079546,0.0,0.0
-Toto-2.0-22m,70.97902097902097,48.27005882130029,0.0,0.7798815821022727,0.0,0.0
-TimesFM-2.5,67.13286713286712,46.31983629666182,0.0,35.73234459616477,0.13636363636363635,0.0
-TabPFN-TS,65.20979020979021,48.743593703307816,0.0,303.87484716423296,0.0,0.0
-FlowState,60.83916083916085,44.453296546133025,0.0,3.043251233854167,0.13636363636363635,0.0
-Toto-1.0,60.66433566433567,45.95860067004889,0.0,66.451582385625,0.13636363636363635,0.0
-Toto-2.0-4m,57.867132867132874,44.81296402028422,0.0,0.7003870921590909,0.0,0.0
-Moirai-2.0,57.34265734265735,44.43807099079537,0.0,2.693870382954546,0.4090909090909091,0.0
-TFT,56.81818181818182,43.30535103216901,7018.033380476477,5.207965206041667,0.0,0.0
-Chronos-Bolt,55.769230769230774,43.86628908183108,0.0,1.18742705375,0.0,0.0
-PatchTST,51.22377622377623,40.39134574673249,5248.721533981875,6.349855852499999,0.0,0.0
-DeepAR,50.611888111888106,39.97944767271597,10059.792668950715,9.620176696875001,0.0,4.545454545454546
-Sundial-Base,48.07692307692308,42.152213930229635,0.0,8.613333634910715,0.0,0.0
-CatBoost,34.965034965034974,30.253084957838638,211.43542631645835,6.230126684431818,0.0,0.0
-LightGBM,31.993006993007,27.020920595575927,22.5747511634375,4.555509813977272,0.0,0.0
-AutoARIMA,27.797202797202797,16.197587961183302,0.0,1885.5145473599553,0.0,0.0
-Stat. Ensemble,23.6013986013986,10.597669802300436,0.0,2145.1257867486606,0.0,0.0
-Seasonal Naive,15.82167832167832,0.0,0.0,0.5409932320192308,0.0,0.0
-AutoTheta,11.363636363636363,-18.399683360301424,0.0,5.730209390000001,0.0,0.0
-AutoETS,8.916083916083915,-115.54487654562027,0.0,13.387819541051137,0.0,0.0
-Naive,6.8181818181818175,-88.45846014959294,0.0,0.48306351999999997,0.0,0.0
-Drift,2.272727272727273,-93.63271001234882,0.0,0.5387751224999999,0.0,0.0
+Chronos-2,85.69023569023571,54.953225710108875,0.0,1.8287922303125,0.0,0.0
+Toto-2.0-2.5B,84.34343434343434,50.48745378167907,0.0,6.406093001785714,0.0,0.0
+Toto-2.0-1B,83.33333333333331,50.428583049463136,0.0,3.1623076374715904,0.0,0.0
+TiRex-2,80.3030303030303,53.101501553919526,0.0,1.0366915774648078,0.0,0.0
+Toto-2.0-313m,79.96632996632998,50.15823868733569,0.0,1.5948793911160717,0.0,0.0
+TabPFN-TS-3,73.56902356902357,52.229531070132175,0.0,473.72171750777073,0.0,0.0
+TiRex,69.86531986531986,46.668743596982175,0.0,1.5771957561079546,0.0,0.0
+Toto-2.0-22m,69.86531986531986,48.27005882130029,0.0,0.7798815821022727,0.0,0.0
+TimesFM-2.5,65.65656565656566,46.31983629666182,0.0,35.73234459616477,0.13636363636363635,0.0
+TabPFN-TS,63.97306397306396,48.743593703307816,0.0,303.87484716423296,0.0,0.0
+Toto-1.0,59.25925925925925,45.95860067004889,0.0,66.451582385625,0.13636363636363635,0.0
+FlowState,59.09090909090909,44.453296546133025,0.0,3.043251233854167,0.13636363636363635,0.0
+Toto-2.0-4m,56.22895622895624,44.81296402028422,0.0,0.7003870921590909,0.0,0.0
+Moirai-2.0,56.06060606060607,44.43807099079537,0.0,2.693870382954546,0.4090909090909091,0.0
+TFT,55.55555555555556,43.30535103216901,7018.033380476477,5.207965206041667,0.0,0.0
+Chronos-Bolt,54.208754208754215,43.86628908183108,0.0,1.18742705375,0.0,0.0
+PatchTST,50.000000000000014,40.39134574673249,5248.721533981875,6.349855852499999,0.0,0.0
+DeepAR,48.90572390572391,39.97944767271597,10059.792668950715,9.620176696875001,0.0,4.545454545454546
+Sundial-Base,46.63299663299663,42.152213930229635,0.0,8.613333634910715,0.0,0.0
+CatBoost,33.670033670033675,30.253084957838638,211.43542631645835,6.230126684431818,0.0,0.0
+LightGBM,30.808080808080817,27.020920595575927,22.5747511634375,4.555509813977272,0.0,0.0
+AutoARIMA,26.767676767676768,16.197587961183302,0.0,1885.5145473599553,0.0,0.0
+Stat. Ensemble,22.72727272727273,10.597669802300436,0.0,2145.1257867486606,0.0,0.0
+Seasonal Naive,15.235690235690235,0.0,0.0,0.5409932320192308,0.0,0.0
+AutoTheta,10.942760942760943,-18.399683360301424,0.0,5.730209390000001,0.0,0.0
+AutoETS,8.585858585858585,-115.54487654562027,0.0,13.387819541051137,0.0,0.0
+Naive,6.565656565656565,-88.45846014959294,0.0,0.48306351999999997,0.0,0.0
+Drift,2.1885521885521886,-93.63271001234882,0.0,0.5387751224999999,0.0,0.0
diff --git a/tables/frequency_hourly/leaderboard_WAPE.csv b/tables/frequency_hourly/leaderboard_WAPE.csv
index cd278f37a492ce8ac67e775a062049b68b701218..b773f799aeae6a52f6a89c2e18c80c4f877ad0d2 100644
--- a/tables/frequency_hourly/leaderboard_WAPE.csv
+++ b/tables/frequency_hourly/leaderboard_WAPE.csv
@@ -1,28 +1,29 @@
 model_name,win_rate,skill_score,median_training_time_s_per100,median_inference_time_s_per100,training_corpus_overlap,num_failures
-Chronos-2,83.3916083916084,48.442211767640465,0.0,1.8287922303125,0.0,0.0
-Toto-2.0-2.5B,83.04195804195804,44.0392065971128,0.0,6.406093001785714,0.0,0.0
-Toto-2.0-1B,81.81818181818183,43.99123172966048,0.0,3.1623076374715904,0.0,0.0
-Toto-2.0-313m,80.59440559440557,43.62851836728188,0.0,1.5948793911160717,0.0,0.0
-TabPFN-TS-3,73.77622377622377,45.702991488018526,0.0,473.72171750777073,0.0,0.0
-Toto-2.0-22m,68.8811188811189,41.333170223103686,0.0,0.7798815821022727,0.0,0.0
-TabPFN-TS,64.16083916083916,42.611870287147646,0.0,303.87484716423296,0.0,0.0
-TimesFM-2.5,63.28671328671328,38.84505918959146,0.0,35.73234459616477,0.13636363636363635,0.0
-TiRex,62.237762237762226,38.169900254169384,0.0,1.5771957561079546,0.0,0.0
-Moirai-2.0,58.04195804195804,36.99654984675513,0.0,2.693870382954546,0.4090909090909091,0.0
-Toto-1.0,57.51748251748252,37.12643024774067,0.0,66.451582385625,0.13636363636363635,0.0
-FlowState,57.16783216783218,37.56998412861054,0.0,3.043251233854167,0.13636363636363635,0.0
-Chronos-Bolt,55.069930069930074,37.34153531671359,0.0,1.18742705375,0.0,0.0
-TFT,54.98251748251748,34.60383117292584,7018.033380476477,5.207965206041667,0.0,0.0
-Toto-2.0-4m,52.97202797202798,36.49964295125293,0.0,0.7003870921590909,0.0,0.0
-Sundial-Base,51.57342657342657,37.11101339158358,0.0,8.613333634910715,0.0,0.0
-PatchTST,49.73776223776224,35.56569107234838,5248.721533981875,6.349855852499999,0.0,0.0
-DeepAR,49.47552447552448,33.348414178690675,10059.792668950715,9.620176696875001,0.0,4.545454545454546
-CatBoost,45.97902097902097,33.472768156935786,211.43542631645835,6.230126684431818,0.0,0.0
-LightGBM,42.83216783216783,30.689071842972925,22.5747511634375,4.555509813977272,0.0,0.0
-Stat. Ensemble,27.27272727272728,14.36807817022936,0.0,2145.1257867486606,0.0,0.0
-AutoARIMA,19.580419580419584,3.8862087407703916,0.0,1885.5145473599553,0.0,0.0
-AutoTheta,18.006993006993007,8.112535247477037,0.0,5.730209390000001,0.0,0.0
-Seasonal Naive,15.209790209790208,0.0,0.0,0.5409932320192308,0.0,0.0
-Naive,13.461538461538462,-23.683182452741146,0.0,0.48306351999999997,0.0,0.0
-AutoETS,11.013986013986015,-40.71283486742574,0.0,13.387819541051137,0.0,0.0
-Drift,8.916083916083915,-28.294151790850574,0.0,0.5387751224999999,0.0,0.0
+Chronos-2,82.49158249158249,48.442211767640465,0.0,1.8287922303125,0.0,0.0
+Toto-2.0-2.5B,81.98653198653199,44.0392065971128,0.0,6.406093001785714,0.0,0.0
+Toto-2.0-1B,80.97643097643099,43.99123172966048,0.0,3.1623076374715904,0.0,0.0
+Toto-2.0-313m,79.96632996632995,43.62851836728188,0.0,1.5948793911160717,0.0,0.0
+TiRex-2,77.27272727272727,46.85808081772759,0.0,1.0366915774648078,0.0,0.0
+TabPFN-TS-3,72.39057239057239,45.702991488018526,0.0,473.72171750777073,0.0,0.0
+Toto-2.0-22m,67.84511784511787,41.333170223103686,0.0,0.7798815821022727,0.0,0.0
+TabPFN-TS,62.45791245791244,42.611870287147646,0.0,303.87484716423296,0.0,0.0
+TimesFM-2.5,61.78451178451178,38.84505918959146,0.0,35.73234459616477,0.13636363636363635,0.0
+TiRex,61.27946127946129,38.169900254169384,0.0,1.5771957561079546,0.0,0.0
+Moirai-2.0,56.734006734006726,36.99654984675513,0.0,2.693870382954546,0.4090909090909091,0.0
+Toto-1.0,56.56565656565656,37.12643024774067,0.0,66.451582385625,0.13636363636363635,0.0
+FlowState,55.892255892255896,37.56998412861054,0.0,3.043251233854167,0.13636363636363635,0.0
+Chronos-Bolt,53.87205387205388,37.34153531671359,0.0,1.18742705375,0.0,0.0
+TFT,53.787878787878796,34.60383117292584,7018.033380476477,5.207965206041667,0.0,0.0
+Toto-2.0-4m,51.683501683501675,36.49964295125293,0.0,0.7003870921590909,0.0,0.0
+Sundial-Base,50.33670033670033,37.11101339158358,0.0,8.613333634910715,0.0,0.0
+PatchTST,48.56902356902357,35.56569107234838,5248.721533981875,6.349855852499999,0.0,0.0
+DeepAR,48.14814814814816,33.348414178690675,10059.792668950715,9.620176696875001,0.0,4.545454545454546
+CatBoost,44.781144781144775,33.472768156935786,211.43542631645835,6.230126684431818,0.0,0.0
+LightGBM,41.750841750841744,30.689071842972925,22.5747511634375,4.555509813977272,0.0,0.0
+Stat. Ensemble,26.26262626262627,14.36807817022936,0.0,2145.1257867486606,0.0,0.0
+AutoARIMA,19.023569023569024,3.8862087407703916,0.0,1885.5145473599553,0.0,0.0
+AutoTheta,17.34006734006734,8.112535247477037,0.0,5.730209390000001,0.0,0.0
+Seasonal Naive,14.646464646464644,0.0,0.0,0.5409932320192308,0.0,0.0
+Naive,12.962962962962962,-23.683182452741146,0.0,0.48306351999999997,0.0,0.0
+AutoETS,10.606060606060606,-40.71283486742574,0.0,13.387819541051137,0.0,0.0
+Drift,8.585858585858585,-28.294151790850574,0.0,0.5387751224999999,0.0,0.0
diff --git a/tables/frequency_hourly/leaderboard_WQL.csv b/tables/frequency_hourly/leaderboard_WQL.csv
index 7cec21a36e89f0e12551f8f50a49ed0b0aaf194d..70d186b620920425a1646cde58092b21780fd84e 100644
--- a/tables/frequency_hourly/leaderboard_WQL.csv
+++ b/tables/frequency_hourly/leaderboard_WQL.csv
@@ -1,28 +1,29 @@
 model_name,win_rate,skill_score,median_training_time_s_per100,median_inference_time_s_per100,training_corpus_overlap,num_failures
-Toto-2.0-2.5B,86.01398601398601,56.12844010384532,0.0,6.406093001785714,0.0,0.0
-Chronos-2,85.83916083916084,59.682309132284814,0.0,1.8287922303125,0.0,0.0
-Toto-2.0-1B,84.96503496503497,56.2395222989352,0.0,3.1623076374715904,0.0,0.0
-Toto-2.0-313m,81.99300699300699,55.784603227927796,0.0,1.5948793911160717,0.0,0.0
-TabPFN-TS-3,77.97202797202797,57.72027179463593,0.0,473.72171750777073,0.0,0.0
-Toto-2.0-22m,70.97902097902097,53.81760956814947,0.0,0.7798815821022727,0.0,0.0
-TiRex,67.65734265734267,51.65057901868925,0.0,1.5771957561079546,0.0,0.0
-TimesFM-2.5,65.38461538461539,51.63105123083261,0.0,35.73234459616477,0.13636363636363635,0.0
-TabPFN-TS,64.86013986013985,53.906369718314394,0.0,303.87484716423296,0.0,0.0
-FlowState,60.31468531468532,50.15888836772644,0.0,3.043251233854167,0.13636363636363635,0.0
-Toto-1.0,58.916083916083906,50.324808783788264,0.0,66.451582385625,0.13636363636363635,0.0
-TFT,58.74125874125874,46.76309293458979,7018.033380476477,5.207965206041667,0.0,0.0
-Toto-2.0-4m,57.34265734265735,50.034469733126286,0.0,0.7003870921590909,0.0,0.0
-Moirai-2.0,56.29370629370629,49.586247329778175,0.0,2.693870382954546,0.4090909090909091,0.0
-Chronos-Bolt,55.769230769230774,50.06921700093749,0.0,1.18742705375,0.0,0.0
-DeepAR,52.88461538461539,46.321243230452545,10059.792668950715,9.620176696875001,0.0,4.545454545454546
-PatchTST,51.92307692307692,46.391259833433686,5248.721533981875,6.349855852499999,0.0,0.0
-Sundial-Base,46.85314685314685,46.24435265048212,0.0,8.613333634910715,0.0,0.0
-LightGBM,35.48951048951049,32.950990580941486,22.5747511634375,4.555509813977272,0.0,0.0
-CatBoost,34.265734265734274,35.643842752802136,211.43542631645835,6.230126684431818,0.0,0.0
-AutoARIMA,25.0,17.221454748984954,0.0,1885.5145473599553,0.0,0.0
-Stat. Ensemble,23.776223776223777,12.55153817097112,0.0,2145.1257867486606,0.0,0.0
-Seasonal Naive,15.996503496503497,0.0,0.0,0.5409932320192308,0.0,0.0
-AutoTheta,11.538461538461538,-14.943560774920094,0.0,5.730209390000001,0.0,0.0
-AutoETS,8.741258741258742,-129.66660306044423,0.0,13.387819541051137,0.0,0.0
-Naive,7.3426573426573425,-74.36309704922827,0.0,0.48306351999999997,0.0,0.0
-Drift,3.1468531468531467,-79.22788676890997,0.0,0.5387751224999999,0.0,0.0
+Toto-2.0-2.5B,85.18518518518519,56.12844010384532,0.0,6.406093001785714,0.0,0.0
+Chronos-2,84.68013468013467,59.682309132284814,0.0,1.8287922303125,0.0,0.0
+Toto-2.0-1B,84.17508417508417,56.2395222989352,0.0,3.1623076374715904,0.0,0.0
+Toto-2.0-313m,81.31313131313131,55.784603227927796,0.0,1.5948793911160717,0.0,0.0
+TiRex-2,79.96632996632998,58.30105761094302,0.0,1.0366915774648078,0.0,0.0
+TabPFN-TS-3,76.59932659932659,57.72027179463593,0.0,473.72171750777073,0.0,0.0
+Toto-2.0-22m,70.03367003367002,53.81760956814947,0.0,0.7798815821022727,0.0,0.0
+TiRex,66.66666666666666,51.65057901868925,0.0,1.5771957561079546,0.0,0.0
+TimesFM-2.5,63.63636363636365,51.63105123083261,0.0,35.73234459616477,0.13636363636363635,0.0
+TabPFN-TS,63.468013468013474,53.906369718314394,0.0,303.87484716423296,0.0,0.0
+FlowState,58.75420875420877,50.15888836772644,0.0,3.043251233854167,0.13636363636363635,0.0
+Toto-1.0,57.4074074074074,50.324808783788264,0.0,66.451582385625,0.13636363636363635,0.0
+TFT,57.239057239057246,46.76309293458979,7018.033380476477,5.207965206041667,0.0,0.0
+Toto-2.0-4m,55.387205387205384,50.034469733126286,0.0,0.7003870921590909,0.0,0.0
+Moirai-2.0,54.71380471380471,49.586247329778175,0.0,2.693870382954546,0.4090909090909091,0.0
+Chronos-Bolt,54.04040404040404,50.06921700093749,0.0,1.18742705375,0.0,0.0
+DeepAR,51.43097643097643,46.321243230452545,10059.792668950715,9.620176696875001,0.0,4.545454545454546
+PatchTST,50.67340067340067,46.391259833433686,5248.721533981875,6.349855852499999,0.0,0.0
+Sundial-Base,45.45454545454546,46.24435265048212,0.0,8.613333634910715,0.0,0.0
+LightGBM,34.17508417508418,32.950990580941486,22.5747511634375,4.555509813977272,0.0,0.0
+CatBoost,32.99663299663301,35.643842752802136,211.43542631645835,6.230126684431818,0.0,0.0
+AutoARIMA,24.074074074074073,17.221454748984954,0.0,1885.5145473599553,0.0,0.0
+Stat. Ensemble,22.8956228956229,12.55153817097112,0.0,2145.1257867486606,0.0,0.0
+Seasonal Naive,15.404040404040403,0.0,0.0,0.5409932320192308,0.0,0.0
+AutoTheta,11.11111111111111,-14.943560774920094,0.0,5.730209390000001,0.0,0.0
+AutoETS,8.417508417508417,-129.66660306044423,0.0,13.387819541051137,0.0,0.0
+Naive,7.07070707070707,-74.36309704922827,0.0,0.48306351999999997,0.0,0.0
+Drift,3.03030303030303,-79.22788676890997,0.0,0.5387751224999999,0.0,0.0
diff --git a/tables/frequency_hourly/pairwise_MASE.csv b/tables/frequency_hourly/pairwise_MASE.csv
index c14059b134427cb772eccf43d441c1d9cfd92d38..c502bedfdaceb13f582455e727d5f1c0453476a3 100644
--- a/tables/frequency_hourly/pairwise_MASE.csv
+++ b/tables/frequency_hourly/pairwise_MASE.csv
@@ -3,255 +3,255 @@ Chronos-2,Chronos-2,0.5,0.5,0.5,0.0,0.0,0.0
 Chronos-2,Toto-2.0-2.5B,0.545,0.364,0.727,0.085,-0.007,0.179
 Chronos-2,Toto-2.0-1B,0.545,0.364,0.773,0.088,-0.001,0.182
 Chronos-2,Toto-2.0-313m,0.545,0.318,0.727,0.091,-0.0,0.186
+Chronos-2,TiRex-2,0.591,0.364,0.774,0.037,-0.006,0.087
 Chronos-2,TabPFN-TS-3,0.636,0.455,0.818,0.055,-0.003,0.12
 Chronos-2,Toto-2.0-22m,0.682,0.5,0.864,0.124,0.045,0.204
 Chronos-2,TiRex,0.773,0.591,0.955,0.155,0.074,0.232
 Chronos-2,TimesFM-2.5,0.773,0.591,0.909,0.147,0.067,0.222
 Chronos-2,TabPFN-TS,0.773,0.591,0.909,0.103,0.054,0.151
-Chronos-2,Toto-1.0,0.818,0.636,0.955,0.155,0.078,0.231
 Chronos-2,FlowState,0.818,0.636,0.955,0.168,0.094,0.235
+Chronos-2,Toto-1.0,0.818,0.636,0.955,0.155,0.078,0.231
 Chronos-2,Moirai-2.0,1.0,1.0,1.0,0.174,0.102,0.242
 Chronos-2,Chronos-Bolt,1.0,1.0,1.0,0.185,0.109,0.258
 Chronos-2,Sundial-Base,0.909,0.773,1.0,0.151,0.089,0.223
-Chronos-2,Toto-2.0-4m,0.955,0.864,1.0,0.178,0.098,0.255
 Chronos-2,Seasonal Naive,1.0,1.0,1.0,0.433,0.348,0.515
 Toto-2.0-2.5B,Chronos-2,0.455,0.273,0.636,-0.093,-0.219,0.007
 Toto-2.0-2.5B,Toto-2.0-2.5B,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-2.0-2.5B,Toto-2.0-1B,0.5,0.318,0.727,0.004,-0.004,0.011
 Toto-2.0-2.5B,Toto-2.0-313m,0.636,0.409,0.818,0.007,-0.002,0.015
+Toto-2.0-2.5B,TiRex-2,0.591,0.364,0.773,-0.052,-0.178,0.049
 Toto-2.0-2.5B,TabPFN-TS-3,0.545,0.318,0.773,-0.033,-0.202,0.109
 Toto-2.0-2.5B,Toto-2.0-22m,0.955,0.864,1.0,0.043,0.026,0.066
 Toto-2.0-2.5B,TiRex,0.818,0.636,0.955,0.076,0.025,0.148
 Toto-2.0-2.5B,TimesFM-2.5,0.773,0.591,0.909,0.068,0.021,0.126
 Toto-2.0-2.5B,TabPFN-TS,0.682,0.5,0.864,0.02,-0.12,0.13
-Toto-2.0-2.5B,Toto-1.0,0.864,0.727,1.0,0.076,0.046,0.112
 Toto-2.0-2.5B,FlowState,0.818,0.636,0.955,0.091,0.042,0.15
+Toto-2.0-2.5B,Toto-1.0,0.864,0.727,1.0,0.076,0.046,0.112
 Toto-2.0-2.5B,Moirai-2.0,0.909,0.773,1.0,0.097,0.041,0.176
 Toto-2.0-2.5B,Chronos-Bolt,0.955,0.864,1.0,0.11,0.049,0.179
 Toto-2.0-2.5B,Sundial-Base,0.818,0.636,0.955,0.072,-0.041,0.177
-Toto-2.0-2.5B,Toto-2.0-4m,0.955,0.864,1.0,0.101,0.066,0.144
 Toto-2.0-2.5B,Seasonal Naive,0.955,0.864,1.0,0.38,0.276,0.493
 Toto-2.0-1B,Chronos-2,0.455,0.227,0.636,-0.097,-0.222,0.001
 Toto-2.0-1B,Toto-2.0-2.5B,0.5,0.273,0.682,-0.004,-0.012,0.004
 Toto-2.0-1B,Toto-2.0-1B,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-2.0-1B,Toto-2.0-313m,0.455,0.227,0.636,0.004,-0.005,0.013
+Toto-2.0-1B,TiRex-2,0.591,0.364,0.773,-0.056,-0.183,0.043
 Toto-2.0-1B,TabPFN-TS-3,0.545,0.318,0.773,-0.036,-0.199,0.108
 Toto-2.0-1B,Toto-2.0-22m,0.909,0.773,1.0,0.039,0.023,0.062
 Toto-2.0-1B,TiRex,0.773,0.591,0.955,0.073,0.024,0.141
 Toto-2.0-1B,TimesFM-2.5,0.773,0.591,0.909,0.065,0.02,0.125
 Toto-2.0-1B,TabPFN-TS,0.682,0.5,0.864,0.017,-0.121,0.126
-Toto-2.0-1B,Toto-1.0,0.909,0.773,1.0,0.073,0.045,0.105
 Toto-2.0-1B,FlowState,0.818,0.636,0.955,0.088,0.041,0.146
+Toto-2.0-1B,Toto-1.0,0.909,0.773,1.0,0.073,0.045,0.105
 Toto-2.0-1B,Moirai-2.0,0.909,0.773,1.0,0.094,0.04,0.171
 Toto-2.0-1B,Chronos-Bolt,0.909,0.773,1.0,0.107,0.044,0.179
 Toto-2.0-1B,Sundial-Base,0.773,0.591,0.909,0.068,-0.043,0.174
-Toto-2.0-1B,Toto-2.0-4m,0.955,0.864,1.0,0.098,0.063,0.139
 Toto-2.0-1B,Seasonal Naive,0.955,0.864,1.0,0.378,0.275,0.49
 Toto-2.0-313m,Chronos-2,0.455,0.273,0.682,-0.1,-0.228,0.0
 Toto-2.0-313m,Toto-2.0-2.5B,0.364,0.182,0.591,-0.007,-0.015,0.002
 Toto-2.0-313m,Toto-2.0-1B,0.545,0.364,0.773,-0.004,-0.013,0.005
 Toto-2.0-313m,Toto-2.0-313m,0.5,0.5,0.5,0.0,0.0,0.0
+Toto-2.0-313m,TiRex-2,0.545,0.318,0.728,-0.06,-0.195,0.043
 Toto-2.0-313m,TabPFN-TS-3,0.545,0.318,0.773,-0.04,-0.211,0.101
 Toto-2.0-313m,Toto-2.0-22m,0.864,0.727,1.0,0.036,0.019,0.059
 Toto-2.0-313m,TiRex,0.727,0.545,0.909,0.07,0.022,0.139
 Toto-2.0-313m,TimesFM-2.5,0.727,0.545,0.909,0.061,0.015,0.121
 Toto-2.0-313m,TabPFN-TS,0.682,0.5,0.864,0.013,-0.132,0.123
-Toto-2.0-313m,Toto-1.0,0.818,0.682,0.955,0.07,0.042,0.104
 Toto-2.0-313m,FlowState,0.773,0.591,0.909,0.085,0.035,0.143
+Toto-2.0-313m,Toto-1.0,0.818,0.682,0.955,0.07,0.042,0.104
 Toto-2.0-313m,Moirai-2.0,0.818,0.636,0.955,0.09,0.035,0.17
 Toto-2.0-313m,Chronos-Bolt,0.818,0.636,0.955,0.103,0.043,0.175
 Toto-2.0-313m,Sundial-Base,0.818,0.636,0.955,0.065,-0.047,0.168
-Toto-2.0-313m,Toto-2.0-4m,0.909,0.773,1.0,0.095,0.061,0.137
 Toto-2.0-313m,Seasonal Naive,0.955,0.864,1.0,0.376,0.273,0.488
+TiRex-2,Chronos-2,0.409,0.226,0.636,-0.039,-0.095,0.006
+TiRex-2,Toto-2.0-2.5B,0.409,0.227,0.636,0.05,-0.051,0.151
+TiRex-2,Toto-2.0-1B,0.409,0.227,0.636,0.053,-0.045,0.155
+TiRex-2,Toto-2.0-313m,0.455,0.272,0.682,0.056,-0.045,0.163
+TiRex-2,TiRex-2,0.5,0.5,0.5,0.0,0.0,0.0
+TiRex-2,TabPFN-TS-3,0.591,0.364,0.773,0.018,-0.054,0.09
+TiRex-2,Toto-2.0-22m,0.591,0.364,0.818,0.09,0.005,0.183
+TiRex-2,TiRex,0.727,0.545,0.909,0.122,0.041,0.204
+TiRex-2,TimesFM-2.5,0.682,0.5,0.864,0.114,0.024,0.202
+TiRex-2,TabPFN-TS,0.682,0.5,0.864,0.069,0.023,0.115
+TiRex-2,FlowState,0.773,0.591,0.909,0.136,0.062,0.217
+TiRex-2,Toto-1.0,0.727,0.545,0.909,0.122,0.038,0.215
+TiRex-2,Moirai-2.0,0.727,0.545,0.909,0.142,0.063,0.221
+TiRex-2,Chronos-Bolt,0.773,0.591,0.909,0.154,0.078,0.235
+TiRex-2,Sundial-Base,0.773,0.591,0.955,0.118,0.032,0.204
+TiRex-2,Seasonal Naive,1.0,1.0,1.0,0.411,0.329,0.497
 TabPFN-TS-3,Chronos-2,0.364,0.182,0.545,-0.058,-0.136,0.003
 TabPFN-TS-3,Toto-2.0-2.5B,0.455,0.227,0.682,0.032,-0.122,0.168
 TabPFN-TS-3,Toto-2.0-1B,0.455,0.227,0.682,0.035,-0.122,0.166
 TabPFN-TS-3,Toto-2.0-313m,0.455,0.227,0.682,0.039,-0.112,0.174
+TabPFN-TS-3,TiRex-2,0.409,0.227,0.636,-0.019,-0.099,0.051
 TabPFN-TS-3,TabPFN-TS-3,0.5,0.5,0.5,0.0,0.0,0.0
 TabPFN-TS-3,Toto-2.0-22m,0.5,0.273,0.682,0.073,-0.058,0.193
 TabPFN-TS-3,TiRex,0.455,0.227,0.682,0.106,0.006,0.211
 TabPFN-TS-3,TimesFM-2.5,0.545,0.318,0.728,0.098,-0.011,0.204
 TabPFN-TS-3,TabPFN-TS,0.682,0.5,0.864,0.051,0.006,0.093
-TabPFN-TS-3,Toto-1.0,0.545,0.318,0.727,0.105,-0.011,0.22
 TabPFN-TS-3,FlowState,0.636,0.455,0.818,0.12,0.022,0.222
+TabPFN-TS-3,Toto-1.0,0.545,0.318,0.727,0.105,-0.011,0.22
 TabPFN-TS-3,Moirai-2.0,0.636,0.453,0.818,0.126,0.037,0.214
 TabPFN-TS-3,Chronos-Bolt,0.636,0.409,0.818,0.138,0.035,0.237
 TabPFN-TS-3,Sundial-Base,0.636,0.409,0.818,0.101,0.011,0.196
-TabPFN-TS-3,Toto-2.0-4m,0.636,0.409,0.818,0.13,0.015,0.242
 TabPFN-TS-3,Seasonal Naive,1.0,1.0,1.0,0.4,0.32,0.472
 Toto-2.0-22m,Chronos-2,0.318,0.136,0.5,-0.142,-0.256,-0.047
 Toto-2.0-22m,Toto-2.0-2.5B,0.045,0.0,0.136,-0.045,-0.071,-0.026
 Toto-2.0-22m,Toto-2.0-1B,0.091,0.0,0.227,-0.041,-0.066,-0.024
 Toto-2.0-22m,Toto-2.0-313m,0.136,0.0,0.273,-0.037,-0.063,-0.019
+Toto-2.0-22m,TiRex-2,0.409,0.182,0.636,-0.099,-0.224,-0.005
 Toto-2.0-22m,TabPFN-TS-3,0.5,0.318,0.727,-0.079,-0.24,0.055
 Toto-2.0-22m,Toto-2.0-22m,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-2.0-22m,TiRex,0.5,0.273,0.682,0.035,-0.004,0.089
 Toto-2.0-22m,TimesFM-2.5,0.636,0.409,0.818,0.026,-0.012,0.072
 Toto-2.0-22m,TabPFN-TS,0.591,0.364,0.773,-0.024,-0.158,0.078
-Toto-2.0-22m,Toto-1.0,0.682,0.455,0.864,0.035,0.013,0.06
 Toto-2.0-22m,FlowState,0.545,0.318,0.727,0.051,0.009,0.094
+Toto-2.0-22m,Toto-1.0,0.682,0.455,0.864,0.035,0.013,0.06
 Toto-2.0-22m,Moirai-2.0,0.636,0.409,0.818,0.056,0.011,0.118
 Toto-2.0-22m,Chronos-Bolt,0.773,0.591,0.955,0.07,0.019,0.13
 Toto-2.0-22m,Sundial-Base,0.727,0.545,0.909,0.03,-0.079,0.127
-Toto-2.0-22m,Toto-2.0-4m,0.909,0.773,1.0,0.061,0.035,0.088
 Toto-2.0-22m,Seasonal Naive,0.955,0.864,1.0,0.352,0.254,0.455
 TiRex,Chronos-2,0.227,0.045,0.409,-0.183,-0.301,-0.08
 TiRex,Toto-2.0-2.5B,0.182,0.045,0.364,-0.083,-0.173,-0.026
 TiRex,Toto-2.0-1B,0.227,0.045,0.409,-0.079,-0.164,-0.025
 TiRex,Toto-2.0-313m,0.273,0.091,0.455,-0.075,-0.162,-0.022
+TiRex,TiRex-2,0.273,0.091,0.455,-0.139,-0.256,-0.042
 TiRex,TabPFN-TS-3,0.545,0.318,0.773,-0.118,-0.268,-0.006
 TiRex,Toto-2.0-22m,0.5,0.318,0.727,-0.036,-0.097,0.004
 TiRex,TiRex,0.5,0.5,0.5,0.0,0.0,0.0
 TiRex,TimesFM-2.5,0.5,0.273,0.727,-0.009,-0.042,0.022
 TiRex,TabPFN-TS,0.545,0.318,0.727,-0.061,-0.19,0.033
-TiRex,Toto-1.0,0.682,0.455,0.864,-0.0,-0.055,0.036
 TiRex,FlowState,0.545,0.364,0.727,0.016,-0.016,0.047
+TiRex,Toto-1.0,0.682,0.455,0.864,-0.0,-0.055,0.036
 TiRex,Moirai-2.0,0.636,0.409,0.818,0.022,-0.002,0.045
 TiRex,Chronos-Bolt,0.682,0.499,0.864,0.036,-0.009,0.097
 TiRex,Sundial-Base,0.773,0.591,0.909,-0.005,-0.116,0.079
-TiRex,Toto-2.0-4m,0.727,0.544,0.909,0.027,-0.02,0.065
 TiRex,Seasonal Naive,0.955,0.864,1.0,0.329,0.253,0.409
 TimesFM-2.5,Chronos-2,0.227,0.091,0.409,-0.172,-0.285,-0.072
 TimesFM-2.5,Toto-2.0-2.5B,0.227,0.091,0.409,-0.073,-0.144,-0.022
 TimesFM-2.5,Toto-2.0-1B,0.227,0.091,0.409,-0.069,-0.143,-0.02
 TimesFM-2.5,Toto-2.0-313m,0.273,0.091,0.455,-0.065,-0.137,-0.015
+TimesFM-2.5,TiRex-2,0.318,0.136,0.5,-0.129,-0.254,-0.025
 TimesFM-2.5,TabPFN-TS-3,0.455,0.272,0.682,-0.108,-0.256,0.011
 TimesFM-2.5,Toto-2.0-22m,0.364,0.182,0.591,-0.027,-0.078,0.012
 TimesFM-2.5,TiRex,0.5,0.273,0.727,0.009,-0.023,0.041
 TimesFM-2.5,TimesFM-2.5,0.5,0.5,0.5,0.0,0.0,0.0
 TimesFM-2.5,TabPFN-TS,0.591,0.364,0.773,-0.051,-0.179,0.041
-TimesFM-2.5,Toto-1.0,0.523,0.318,0.705,0.009,-0.036,0.044
 TimesFM-2.5,FlowState,0.568,0.364,0.75,0.025,-0.003,0.051
+TimesFM-2.5,Toto-1.0,0.523,0.318,0.705,0.009,-0.036,0.044
 TimesFM-2.5,Moirai-2.0,0.705,0.523,0.864,0.031,-0.006,0.066
 TimesFM-2.5,Chronos-Bolt,0.568,0.386,0.75,0.045,-0.004,0.102
 TimesFM-2.5,Sundial-Base,0.727,0.545,0.909,0.004,-0.108,0.094
-TimesFM-2.5,Toto-2.0-4m,0.636,0.409,0.818,0.036,-0.002,0.075
 TimesFM-2.5,Seasonal Naive,1.0,1.0,1.0,0.335,0.248,0.422
 TabPFN-TS,Chronos-2,0.227,0.091,0.409,-0.115,-0.178,-0.058
 TabPFN-TS,Toto-2.0-2.5B,0.318,0.136,0.5,-0.02,-0.15,0.107
 TabPFN-TS,Toto-2.0-1B,0.318,0.136,0.5,-0.017,-0.144,0.108
 TabPFN-TS,Toto-2.0-313m,0.318,0.136,0.5,-0.013,-0.14,0.117
+TabPFN-TS,TiRex-2,0.318,0.136,0.5,-0.074,-0.13,-0.023
 TabPFN-TS,TabPFN-TS-3,0.318,0.136,0.5,-0.054,-0.102,-0.007
 TabPFN-TS,Toto-2.0-22m,0.409,0.227,0.636,0.023,-0.084,0.136
 TabPFN-TS,TiRex,0.455,0.273,0.682,0.057,-0.034,0.159
 TabPFN-TS,TimesFM-2.5,0.409,0.227,0.636,0.049,-0.043,0.152
 TabPFN-TS,TabPFN-TS,0.5,0.5,0.5,0.0,0.0,0.0
-TabPFN-TS,Toto-1.0,0.545,0.364,0.727,0.057,-0.042,0.166
 TabPFN-TS,FlowState,0.591,0.364,0.773,0.073,-0.011,0.167
+TabPFN-TS,Toto-1.0,0.545,0.364,0.727,0.057,-0.042,0.166
 TabPFN-TS,Moirai-2.0,0.591,0.364,0.773,0.078,0.001,0.163
 TabPFN-TS,Chronos-Bolt,0.5,0.318,0.682,0.092,0.001,0.187
 TabPFN-TS,Sundial-Base,0.5,0.273,0.727,0.053,-0.046,0.153
-TabPFN-TS,Toto-2.0-4m,0.545,0.318,0.727,0.083,-0.017,0.186
 TabPFN-TS,Seasonal Naive,0.955,0.864,1.0,0.367,0.283,0.452
-Toto-1.0,Chronos-2,0.182,0.045,0.364,-0.183,-0.3,-0.085
-Toto-1.0,Toto-2.0-2.5B,0.136,0.0,0.273,-0.082,-0.126,-0.048
-Toto-1.0,Toto-2.0-1B,0.091,0.0,0.227,-0.079,-0.118,-0.048
-Toto-1.0,Toto-2.0-313m,0.182,0.045,0.318,-0.075,-0.116,-0.044
-Toto-1.0,TabPFN-TS-3,0.455,0.273,0.682,-0.118,-0.282,0.011
-Toto-1.0,Toto-2.0-22m,0.318,0.136,0.545,-0.036,-0.063,-0.013
-Toto-1.0,TiRex,0.318,0.136,0.545,0.0,-0.037,0.052
-Toto-1.0,TimesFM-2.5,0.477,0.295,0.682,-0.009,-0.046,0.035
-Toto-1.0,TabPFN-TS,0.455,0.273,0.636,-0.061,-0.199,0.04
-Toto-1.0,Toto-1.0,0.5,0.5,0.5,0.0,0.0,0.0
-Toto-1.0,FlowState,0.523,0.318,0.705,0.016,-0.018,0.056
-Toto-1.0,Moirai-2.0,0.568,0.364,0.75,0.022,-0.02,0.084
-Toto-1.0,Chronos-Bolt,0.568,0.364,0.75,0.036,-0.015,0.099
-Toto-1.0,Sundial-Base,0.591,0.364,0.818,-0.005,-0.119,0.095
-Toto-1.0,Toto-2.0-4m,0.682,0.5,0.864,0.027,-0.0,0.055
-Toto-1.0,Seasonal Naive,0.955,0.864,1.0,0.329,0.236,0.432
 FlowState,Chronos-2,0.182,0.045,0.364,-0.202,-0.308,-0.104
 FlowState,Toto-2.0-2.5B,0.182,0.045,0.364,-0.1,-0.176,-0.044
 FlowState,Toto-2.0-1B,0.182,0.045,0.364,-0.096,-0.171,-0.043
 FlowState,Toto-2.0-313m,0.227,0.091,0.409,-0.093,-0.166,-0.037
+FlowState,TiRex-2,0.227,0.091,0.409,-0.158,-0.278,-0.066
 FlowState,TabPFN-TS-3,0.364,0.182,0.545,-0.136,-0.286,-0.023
 FlowState,Toto-2.0-22m,0.455,0.273,0.682,-0.053,-0.104,-0.009
 FlowState,TiRex,0.455,0.273,0.636,-0.016,-0.049,0.015
 FlowState,TimesFM-2.5,0.432,0.25,0.636,-0.026,-0.054,0.003
 FlowState,TabPFN-TS,0.409,0.227,0.636,-0.078,-0.2,0.011
-FlowState,Toto-1.0,0.477,0.295,0.682,-0.017,-0.059,0.018
 FlowState,FlowState,0.5,0.5,0.5,0.0,0.0,0.0
+FlowState,Toto-1.0,0.477,0.295,0.682,-0.017,-0.059,0.018
 FlowState,Moirai-2.0,0.523,0.34,0.705,0.006,-0.028,0.044
 FlowState,Chronos-Bolt,0.523,0.318,0.705,0.02,-0.035,0.089
 FlowState,Sundial-Base,0.636,0.455,0.818,-0.021,-0.132,0.064
-FlowState,Toto-2.0-4m,0.545,0.318,0.773,0.011,-0.033,0.054
 FlowState,Seasonal Naive,0.864,0.682,1.0,0.318,0.228,0.405
+Toto-1.0,Chronos-2,0.182,0.045,0.364,-0.183,-0.3,-0.085
+Toto-1.0,Toto-2.0-2.5B,0.136,0.0,0.273,-0.082,-0.126,-0.048
+Toto-1.0,Toto-2.0-1B,0.091,0.0,0.227,-0.079,-0.118,-0.048
+Toto-1.0,Toto-2.0-313m,0.182,0.045,0.318,-0.075,-0.116,-0.044
+Toto-1.0,TiRex-2,0.273,0.091,0.455,-0.139,-0.273,-0.04
+Toto-1.0,TabPFN-TS-3,0.455,0.273,0.682,-0.118,-0.282,0.011
+Toto-1.0,Toto-2.0-22m,0.318,0.136,0.545,-0.036,-0.063,-0.013
+Toto-1.0,TiRex,0.318,0.136,0.545,0.0,-0.037,0.052
+Toto-1.0,TimesFM-2.5,0.477,0.295,0.682,-0.009,-0.046,0.035
+Toto-1.0,TabPFN-TS,0.455,0.273,0.636,-0.061,-0.199,0.04
+Toto-1.0,FlowState,0.523,0.318,0.705,0.016,-0.018,0.056
+Toto-1.0,Toto-1.0,0.5,0.5,0.5,0.0,0.0,0.0
+Toto-1.0,Moirai-2.0,0.568,0.364,0.75,0.022,-0.02,0.084
+Toto-1.0,Chronos-Bolt,0.568,0.364,0.75,0.036,-0.015,0.099
+Toto-1.0,Sundial-Base,0.591,0.364,0.818,-0.005,-0.119,0.095
+Toto-1.0,Seasonal Naive,0.955,0.864,1.0,0.329,0.236,0.432
 Moirai-2.0,Chronos-2,0.0,0.0,0.0,-0.21,-0.319,-0.113
 Moirai-2.0,Toto-2.0-2.5B,0.091,0.0,0.227,-0.107,-0.214,-0.043
 Moirai-2.0,Toto-2.0-1B,0.091,0.0,0.227,-0.103,-0.206,-0.042
 Moirai-2.0,Toto-2.0-313m,0.182,0.045,0.364,-0.099,-0.204,-0.036
+Moirai-2.0,TiRex-2,0.273,0.091,0.455,-0.165,-0.284,-0.067
 Moirai-2.0,TabPFN-TS-3,0.364,0.182,0.547,-0.144,-0.271,-0.038
 Moirai-2.0,Toto-2.0-22m,0.364,0.182,0.591,-0.06,-0.134,-0.011
 Moirai-2.0,TiRex,0.364,0.182,0.591,-0.023,-0.047,0.002
 Moirai-2.0,TimesFM-2.5,0.295,0.136,0.477,-0.032,-0.071,0.006
 Moirai-2.0,TabPFN-TS,0.409,0.227,0.636,-0.085,-0.195,-0.001
-Moirai-2.0,Toto-1.0,0.432,0.25,0.636,-0.023,-0.091,0.02
 Moirai-2.0,FlowState,0.477,0.295,0.66,-0.006,-0.046,0.027
+Moirai-2.0,Toto-1.0,0.432,0.25,0.636,-0.023,-0.091,0.02
 Moirai-2.0,Moirai-2.0,0.5,0.5,0.5,0.0,0.0,0.0
 Moirai-2.0,Chronos-Bolt,0.477,0.318,0.636,0.014,-0.033,0.075
 Moirai-2.0,Sundial-Base,0.591,0.364,0.773,-0.028,-0.134,0.055
-Moirai-2.0,Toto-2.0-4m,0.545,0.318,0.773,0.005,-0.05,0.052
 Moirai-2.0,Seasonal Naive,0.955,0.864,1.0,0.314,0.236,0.392
 Chronos-Bolt,Chronos-2,0.0,0.0,0.0,-0.228,-0.347,-0.122
 Chronos-Bolt,Toto-2.0-2.5B,0.045,0.0,0.136,-0.123,-0.217,-0.051
 Chronos-Bolt,Toto-2.0-1B,0.091,0.0,0.227,-0.119,-0.218,-0.046
 Chronos-Bolt,Toto-2.0-313m,0.182,0.045,0.364,-0.115,-0.212,-0.045
+Chronos-Bolt,TiRex-2,0.227,0.091,0.409,-0.182,-0.308,-0.085
 Chronos-Bolt,TabPFN-TS-3,0.364,0.182,0.591,-0.16,-0.31,-0.036
 Chronos-Bolt,Toto-2.0-22m,0.227,0.045,0.409,-0.075,-0.149,-0.019
 Chronos-Bolt,TiRex,0.318,0.136,0.501,-0.038,-0.107,0.009
 Chronos-Bolt,TimesFM-2.5,0.432,0.25,0.614,-0.047,-0.114,0.004
 Chronos-Bolt,TabPFN-TS,0.5,0.318,0.682,-0.101,-0.23,-0.001
-Chronos-Bolt,Toto-1.0,0.432,0.25,0.636,-0.038,-0.109,0.015
 Chronos-Bolt,FlowState,0.477,0.295,0.682,-0.021,-0.097,0.034
+Chronos-Bolt,Toto-1.0,0.432,0.25,0.636,-0.038,-0.109,0.015
 Chronos-Bolt,Moirai-2.0,0.523,0.364,0.682,-0.015,-0.081,0.032
 Chronos-Bolt,Chronos-Bolt,0.5,0.5,0.5,0.0,0.0,0.0
 Chronos-Bolt,Sundial-Base,0.545,0.364,0.773,-0.043,-0.163,0.058
-Chronos-Bolt,Toto-2.0-4m,0.5,0.273,0.727,-0.009,-0.074,0.045
 Chronos-Bolt,Seasonal Naive,0.909,0.817,1.0,0.304,0.206,0.4
 Sundial-Base,Chronos-2,0.091,0.0,0.227,-0.177,-0.288,-0.097
 Sundial-Base,Toto-2.0-2.5B,0.182,0.045,0.364,-0.077,-0.215,0.039
 Sundial-Base,Toto-2.0-1B,0.227,0.091,0.409,-0.073,-0.211,0.041
 Sundial-Base,Toto-2.0-313m,0.182,0.045,0.364,-0.07,-0.202,0.045
+Sundial-Base,TiRex-2,0.227,0.045,0.409,-0.133,-0.256,-0.033
 Sundial-Base,TabPFN-TS-3,0.364,0.182,0.591,-0.113,-0.244,-0.011
 Sundial-Base,Toto-2.0-22m,0.273,0.091,0.455,-0.031,-0.146,0.073
 Sundial-Base,TiRex,0.227,0.091,0.409,0.005,-0.086,0.104
 Sundial-Base,TimesFM-2.5,0.273,0.091,0.455,-0.004,-0.104,0.098
 Sundial-Base,TabPFN-TS,0.5,0.273,0.727,-0.056,-0.18,0.044
-Sundial-Base,Toto-1.0,0.409,0.182,0.636,0.005,-0.104,0.107
 Sundial-Base,FlowState,0.364,0.182,0.545,0.021,-0.068,0.116
+Sundial-Base,Toto-1.0,0.409,0.182,0.636,0.005,-0.104,0.107
 Sundial-Base,Moirai-2.0,0.409,0.227,0.636,0.027,-0.058,0.119
 Sundial-Base,Chronos-Bolt,0.455,0.227,0.636,0.041,-0.062,0.14
 Sundial-Base,Sundial-Base,0.5,0.5,0.5,0.0,0.0,0.0
-Sundial-Base,Toto-2.0-4m,0.409,0.182,0.636,0.032,-0.077,0.141
 Sundial-Base,Seasonal Naive,0.955,0.864,1.0,0.332,0.242,0.422
-Toto-2.0-4m,Chronos-2,0.045,0.0,0.136,-0.216,-0.342,-0.108
-Toto-2.0-4m,Toto-2.0-2.5B,0.045,0.0,0.136,-0.113,-0.168,-0.071
-Toto-2.0-4m,Toto-2.0-1B,0.045,0.0,0.136,-0.109,-0.162,-0.068
-Toto-2.0-4m,Toto-2.0-313m,0.091,0.0,0.227,-0.105,-0.159,-0.065
-Toto-2.0-4m,TabPFN-TS-3,0.364,0.182,0.591,-0.149,-0.319,-0.015
-Toto-2.0-4m,Toto-2.0-22m,0.091,0.0,0.227,-0.065,-0.096,-0.037
-Toto-2.0-4m,TiRex,0.273,0.091,0.456,-0.028,-0.07,0.019
-Toto-2.0-4m,TimesFM-2.5,0.364,0.182,0.591,-0.037,-0.081,0.002
-Toto-2.0-4m,TabPFN-TS,0.455,0.273,0.682,-0.091,-0.228,0.017
-Toto-2.0-4m,Toto-1.0,0.318,0.136,0.5,-0.028,-0.058,0.0
-Toto-2.0-4m,FlowState,0.455,0.227,0.682,-0.011,-0.057,0.032
-Toto-2.0-4m,Moirai-2.0,0.455,0.227,0.682,-0.005,-0.055,0.048
-Toto-2.0-4m,Chronos-Bolt,0.5,0.273,0.727,0.009,-0.047,0.069
-Toto-2.0-4m,Sundial-Base,0.591,0.364,0.818,-0.033,-0.164,0.071
-Toto-2.0-4m,Toto-2.0-4m,0.5,0.5,0.5,0.0,0.0,0.0
-Toto-2.0-4m,Seasonal Naive,1.0,1.0,1.0,0.31,0.221,0.408
 Seasonal Naive,Chronos-2,0.0,0.0,0.0,-0.763,-1.06,-0.534
 Seasonal Naive,Toto-2.0-2.5B,0.045,0.0,0.136,-0.613,-0.974,-0.382
 Seasonal Naive,Toto-2.0-1B,0.045,0.0,0.136,-0.608,-0.961,-0.379
 Seasonal Naive,Toto-2.0-313m,0.045,0.0,0.136,-0.602,-0.952,-0.376
+Seasonal Naive,TiRex-2,0.0,0.0,0.0,-0.697,-0.986,-0.489
 Seasonal Naive,TabPFN-TS-3,0.0,0.0,0.0,-0.666,-0.894,-0.47
 Seasonal Naive,Toto-2.0-22m,0.045,0.0,0.136,-0.544,-0.835,-0.341
 Seasonal Naive,TiRex,0.045,0.0,0.136,-0.49,-0.691,-0.338
 Seasonal Naive,TimesFM-2.5,0.0,0.0,0.0,-0.504,-0.73,-0.33
 Seasonal Naive,TabPFN-TS,0.045,0.0,0.136,-0.581,-0.825,-0.395
-Seasonal Naive,Toto-1.0,0.045,0.0,0.136,-0.49,-0.762,-0.309
 Seasonal Naive,FlowState,0.136,0.0,0.318,-0.466,-0.681,-0.295
+Seasonal Naive,Toto-1.0,0.045,0.0,0.136,-0.49,-0.762,-0.309
 Seasonal Naive,Moirai-2.0,0.045,0.0,0.136,-0.457,-0.645,-0.309
 Seasonal Naive,Chronos-Bolt,0.091,0.0,0.183,-0.436,-0.667,-0.26
 Seasonal Naive,Sundial-Base,0.045,0.0,0.136,-0.498,-0.73,-0.32
-Seasonal Naive,Toto-2.0-4m,0.0,0.0,0.0,-0.45,-0.69,-0.284
 Seasonal Naive,Seasonal Naive,0.5,0.5,0.5,0.0,0.0,0.0
diff --git a/tables/frequency_hourly/pairwise_SQL.csv b/tables/frequency_hourly/pairwise_SQL.csv
index 6f8cfc1893ab43b2c415eb98694fa6f7c1720cdd..03cd3b99fe241313bef7256d7a50d1d3ccd54d83 100644
--- a/tables/frequency_hourly/pairwise_SQL.csv
+++ b/tables/frequency_hourly/pairwise_SQL.csv
@@ -3,9 +3,10 @@ Toto-2.0-2.5B,Toto-2.0-2.5B,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-2.0-2.5B,Chronos-2,0.455,0.227,0.636,-0.099,-0.214,-0.008
 Toto-2.0-2.5B,Toto-2.0-1B,0.545,0.364,0.727,0.001,-0.008,0.01
 Toto-2.0-2.5B,Toto-2.0-313m,0.727,0.545,0.909,0.007,-0.003,0.015
+Toto-2.0-2.5B,TiRex-2,0.545,0.318,0.773,-0.056,-0.18,0.041
 Toto-2.0-2.5B,TabPFN-TS-3,0.545,0.318,0.773,-0.036,-0.198,0.095
-Toto-2.0-2.5B,TiRex,0.864,0.727,1.0,0.072,0.027,0.131
 Toto-2.0-2.5B,Toto-2.0-22m,1.0,1.0,1.0,0.043,0.031,0.057
+Toto-2.0-2.5B,TiRex,0.864,0.727,1.0,0.072,0.027,0.131
 Toto-2.0-2.5B,TimesFM-2.5,0.818,0.636,0.955,0.078,0.038,0.123
 Toto-2.0-2.5B,TabPFN-TS,0.682,0.5,0.864,0.034,-0.108,0.144
 Toto-2.0-2.5B,FlowState,0.818,0.636,0.955,0.109,0.063,0.159
@@ -19,9 +20,10 @@ Chronos-2,Toto-2.0-2.5B,0.545,0.364,0.773,0.09,0.008,0.176
 Chronos-2,Chronos-2,0.5,0.5,0.5,0.0,0.0,0.0
 Chronos-2,Toto-2.0-1B,0.545,0.364,0.773,0.091,0.008,0.179
 Chronos-2,Toto-2.0-313m,0.545,0.318,0.727,0.096,0.009,0.185
+Chronos-2,TiRex-2,0.591,0.364,0.773,0.039,-0.004,0.09
 Chronos-2,TabPFN-TS-3,0.636,0.455,0.818,0.057,0.002,0.12
-Chronos-2,TiRex,0.818,0.636,0.955,0.155,0.076,0.23
 Chronos-2,Toto-2.0-22m,0.682,0.5,0.864,0.129,0.051,0.208
+Chronos-2,TiRex,0.818,0.636,0.955,0.155,0.076,0.23
 Chronos-2,TimesFM-2.5,0.818,0.636,0.955,0.161,0.079,0.235
 Chronos-2,TabPFN-TS,0.818,0.681,0.955,0.121,0.068,0.173
 Chronos-2,FlowState,0.909,0.773,1.0,0.189,0.111,0.257
@@ -35,9 +37,10 @@ Toto-2.0-1B,Toto-2.0-2.5B,0.455,0.273,0.636,-0.001,-0.01,0.008
 Toto-2.0-1B,Chronos-2,0.455,0.227,0.636,-0.1,-0.218,-0.008
 Toto-2.0-1B,Toto-2.0-1B,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-2.0-1B,Toto-2.0-313m,0.591,0.364,0.773,0.005,-0.003,0.014
+Toto-2.0-1B,TiRex-2,0.545,0.318,0.773,-0.057,-0.182,0.039
 Toto-2.0-1B,TabPFN-TS-3,0.545,0.318,0.773,-0.038,-0.196,0.097
-Toto-2.0-1B,TiRex,0.818,0.636,0.955,0.07,0.026,0.131
 Toto-2.0-1B,Toto-2.0-22m,1.0,1.0,1.0,0.042,0.028,0.059
+Toto-2.0-1B,TiRex,0.818,0.636,0.955,0.07,0.026,0.131
 Toto-2.0-1B,TimesFM-2.5,0.818,0.636,0.955,0.077,0.037,0.126
 Toto-2.0-1B,TabPFN-TS,0.682,0.5,0.864,0.033,-0.11,0.143
 Toto-2.0-1B,FlowState,0.909,0.773,1.0,0.108,0.064,0.159
@@ -51,9 +54,10 @@ Toto-2.0-313m,Toto-2.0-2.5B,0.273,0.091,0.455,-0.007,-0.015,0.003
 Toto-2.0-313m,Chronos-2,0.455,0.273,0.682,-0.106,-0.227,-0.009
 Toto-2.0-313m,Toto-2.0-1B,0.409,0.227,0.636,-0.005,-0.014,0.003
 Toto-2.0-313m,Toto-2.0-313m,0.5,0.5,0.5,0.0,0.0,0.0
+Toto-2.0-313m,TiRex-2,0.5,0.273,0.727,-0.063,-0.195,0.038
 Toto-2.0-313m,TabPFN-TS-3,0.545,0.318,0.773,-0.043,-0.208,0.094
-Toto-2.0-313m,TiRex,0.818,0.636,0.955,0.065,0.021,0.128
 Toto-2.0-313m,Toto-2.0-22m,0.909,0.773,1.0,0.037,0.023,0.055
+Toto-2.0-313m,TiRex,0.818,0.636,0.955,0.065,0.021,0.128
 Toto-2.0-313m,TimesFM-2.5,0.773,0.591,0.955,0.072,0.03,0.123
 Toto-2.0-313m,TabPFN-TS,0.682,0.5,0.864,0.028,-0.124,0.139
 Toto-2.0-313m,FlowState,0.818,0.636,0.955,0.103,0.059,0.156
@@ -63,13 +67,31 @@ Toto-2.0-313m,Toto-2.0-4m,0.955,0.864,1.0,0.097,0.067,0.131
 Toto-2.0-313m,Moirai-2.0,0.818,0.636,0.955,0.103,0.055,0.172
 Toto-2.0-313m,Chronos-Bolt,0.864,0.727,1.0,0.112,0.058,0.174
 Toto-2.0-313m,Seasonal Naive,1.0,1.0,1.0,0.502,0.415,0.585
+TiRex-2,Toto-2.0-2.5B,0.455,0.227,0.682,0.053,-0.043,0.152
+TiRex-2,Chronos-2,0.409,0.227,0.636,-0.041,-0.099,0.004
+TiRex-2,Toto-2.0-1B,0.455,0.227,0.682,0.054,-0.041,0.154
+TiRex-2,Toto-2.0-313m,0.5,0.273,0.727,0.059,-0.039,0.163
+TiRex-2,TiRex-2,0.5,0.5,0.5,0.0,0.0,0.0
+TiRex-2,TabPFN-TS-3,0.636,0.453,0.818,0.018,-0.055,0.091
+TiRex-2,Toto-2.0-22m,0.591,0.364,0.818,0.093,0.005,0.188
+TiRex-2,TiRex,0.636,0.409,0.864,0.121,0.04,0.204
+TiRex-2,TimesFM-2.5,0.727,0.545,0.909,0.126,0.036,0.217
+TiRex-2,TabPFN-TS,0.682,0.5,0.864,0.085,0.031,0.139
+TiRex-2,FlowState,0.864,0.727,1.0,0.156,0.078,0.236
+TiRex-2,Toto-1.0,0.773,0.591,0.91,0.132,0.049,0.227
+TiRex-2,TFT,0.773,0.591,0.909,0.173,0.091,0.255
+TiRex-2,Toto-2.0-4m,0.864,0.682,1.0,0.15,0.068,0.236
+TiRex-2,Moirai-2.0,0.773,0.591,0.955,0.156,0.08,0.234
+TiRex-2,Chronos-Bolt,0.864,0.727,1.0,0.165,0.091,0.241
+TiRex-2,Seasonal Naive,1.0,1.0,1.0,0.531,0.46,0.601
 TabPFN-TS-3,Toto-2.0-2.5B,0.455,0.227,0.682,0.035,-0.105,0.165
 TabPFN-TS-3,Chronos-2,0.364,0.182,0.545,-0.06,-0.136,-0.002
 TabPFN-TS-3,Toto-2.0-1B,0.455,0.227,0.682,0.036,-0.107,0.164
 TabPFN-TS-3,Toto-2.0-313m,0.455,0.227,0.682,0.042,-0.104,0.172
+TabPFN-TS-3,TiRex-2,0.364,0.182,0.547,-0.019,-0.1,0.052
 TabPFN-TS-3,TabPFN-TS-3,0.5,0.5,0.5,0.0,0.0,0.0
-TabPFN-TS-3,TiRex,0.455,0.227,0.682,0.104,0.006,0.21
 TabPFN-TS-3,Toto-2.0-22m,0.5,0.273,0.682,0.077,-0.048,0.199
+TabPFN-TS-3,TiRex,0.455,0.227,0.682,0.104,0.006,0.21
 TabPFN-TS-3,TimesFM-2.5,0.545,0.318,0.728,0.11,-0.001,0.219
 TabPFN-TS-3,TabPFN-TS,0.727,0.545,0.909,0.068,0.02,0.11
 TabPFN-TS-3,FlowState,0.636,0.455,0.818,0.14,0.038,0.241
@@ -79,29 +101,14 @@ TabPFN-TS-3,Toto-2.0-4m,0.636,0.409,0.818,0.134,0.019,0.244
 TabPFN-TS-3,Moirai-2.0,0.682,0.5,0.864,0.14,0.051,0.232
 TabPFN-TS-3,Chronos-Bolt,0.727,0.545,0.909,0.149,0.047,0.248
 TabPFN-TS-3,Seasonal Naive,1.0,1.0,1.0,0.522,0.462,0.576
-TiRex,Toto-2.0-2.5B,0.136,0.0,0.273,-0.077,-0.151,-0.028
-TiRex,Chronos-2,0.182,0.045,0.364,-0.184,-0.299,-0.082
-TiRex,Toto-2.0-1B,0.182,0.045,0.364,-0.076,-0.151,-0.027
-TiRex,Toto-2.0-313m,0.182,0.045,0.364,-0.07,-0.147,-0.021
-TiRex,TabPFN-TS-3,0.545,0.318,0.773,-0.116,-0.266,-0.006
-TiRex,TiRex,0.5,0.5,0.5,0.0,0.0,0.0
-TiRex,Toto-2.0-22m,0.455,0.273,0.682,-0.031,-0.088,0.007
-TiRex,TimesFM-2.5,0.636,0.455,0.818,0.006,-0.026,0.038
-TiRex,TabPFN-TS,0.545,0.318,0.727,-0.04,-0.177,0.062
-TiRex,FlowState,0.682,0.5,0.864,0.04,0.006,0.073
-TiRex,Toto-1.0,0.818,0.636,0.955,0.013,-0.037,0.043
-TiRex,TFT,0.682,0.455,0.864,0.059,-0.094,0.188
-TiRex,Toto-2.0-4m,0.727,0.544,0.909,0.034,-0.009,0.069
-TiRex,Moirai-2.0,0.864,0.727,1.0,0.04,0.019,0.062
-TiRex,Chronos-Bolt,0.773,0.591,0.909,0.05,0.008,0.102
-TiRex,Seasonal Naive,1.0,1.0,1.0,0.467,0.393,0.537
 Toto-2.0-22m,Toto-2.0-2.5B,0.0,0.0,0.0,-0.045,-0.061,-0.032
 Toto-2.0-22m,Chronos-2,0.318,0.136,0.5,-0.148,-0.263,-0.054
 Toto-2.0-22m,Toto-2.0-1B,0.0,0.0,0.0,-0.044,-0.063,-0.029
 Toto-2.0-22m,Toto-2.0-313m,0.091,0.0,0.227,-0.038,-0.059,-0.023
+Toto-2.0-22m,TiRex-2,0.409,0.182,0.636,-0.103,-0.231,-0.005
 Toto-2.0-22m,TabPFN-TS-3,0.5,0.318,0.727,-0.083,-0.248,0.046
-Toto-2.0-22m,TiRex,0.545,0.318,0.727,0.03,-0.007,0.081
 Toto-2.0-22m,Toto-2.0-22m,0.5,0.5,0.5,0.0,0.0,0.0
+Toto-2.0-22m,TiRex,0.545,0.318,0.727,0.03,-0.007,0.081
 Toto-2.0-22m,TimesFM-2.5,0.682,0.5,0.864,0.036,0.001,0.077
 Toto-2.0-22m,TabPFN-TS,0.636,0.455,0.818,-0.009,-0.153,0.099
 Toto-2.0-22m,FlowState,0.682,0.5,0.864,0.069,0.027,0.114
@@ -111,13 +118,31 @@ Toto-2.0-22m,Toto-2.0-4m,0.909,0.773,1.0,0.063,0.04,0.088
 Toto-2.0-22m,Moirai-2.0,0.727,0.5,0.909,0.069,0.028,0.127
 Toto-2.0-22m,Chronos-Bolt,0.818,0.636,0.955,0.078,0.03,0.133
 Toto-2.0-22m,Seasonal Naive,1.0,1.0,1.0,0.483,0.399,0.563
+TiRex,Toto-2.0-2.5B,0.136,0.0,0.273,-0.077,-0.151,-0.028
+TiRex,Chronos-2,0.182,0.045,0.364,-0.184,-0.299,-0.082
+TiRex,Toto-2.0-1B,0.182,0.045,0.364,-0.076,-0.151,-0.027
+TiRex,Toto-2.0-313m,0.182,0.045,0.364,-0.07,-0.147,-0.021
+TiRex,TiRex-2,0.364,0.136,0.591,-0.137,-0.256,-0.042
+TiRex,TabPFN-TS-3,0.545,0.318,0.773,-0.116,-0.266,-0.006
+TiRex,Toto-2.0-22m,0.455,0.273,0.682,-0.031,-0.088,0.007
+TiRex,TiRex,0.5,0.5,0.5,0.0,0.0,0.0
+TiRex,TimesFM-2.5,0.636,0.455,0.818,0.006,-0.026,0.038
+TiRex,TabPFN-TS,0.545,0.318,0.727,-0.04,-0.177,0.062
+TiRex,FlowState,0.682,0.5,0.864,0.04,0.006,0.073
+TiRex,Toto-1.0,0.818,0.636,0.955,0.013,-0.037,0.043
+TiRex,TFT,0.682,0.455,0.864,0.059,-0.094,0.188
+TiRex,Toto-2.0-4m,0.727,0.544,0.909,0.034,-0.009,0.069
+TiRex,Moirai-2.0,0.864,0.727,1.0,0.04,0.019,0.062
+TiRex,Chronos-Bolt,0.773,0.591,0.909,0.05,0.008,0.102
+TiRex,Seasonal Naive,1.0,1.0,1.0,0.467,0.393,0.537
 TimesFM-2.5,Toto-2.0-2.5B,0.182,0.045,0.364,-0.084,-0.141,-0.039
 TimesFM-2.5,Chronos-2,0.182,0.045,0.364,-0.192,-0.308,-0.086
 TimesFM-2.5,Toto-2.0-1B,0.182,0.045,0.364,-0.083,-0.144,-0.038
 TimesFM-2.5,Toto-2.0-313m,0.227,0.045,0.409,-0.077,-0.14,-0.031
+TimesFM-2.5,TiRex-2,0.273,0.091,0.455,-0.145,-0.277,-0.038
 TimesFM-2.5,TabPFN-TS-3,0.455,0.272,0.682,-0.124,-0.281,0.001
-TimesFM-2.5,TiRex,0.364,0.182,0.545,-0.007,-0.039,0.025
 TimesFM-2.5,Toto-2.0-22m,0.318,0.136,0.5,-0.038,-0.083,-0.001
+TimesFM-2.5,TiRex,0.364,0.182,0.545,-0.007,-0.039,0.025
 TimesFM-2.5,TimesFM-2.5,0.5,0.5,0.5,0.0,0.0,0.0
 TimesFM-2.5,TabPFN-TS,0.591,0.364,0.773,-0.047,-0.184,0.055
 TimesFM-2.5,FlowState,0.659,0.455,0.818,0.034,0.002,0.064
@@ -131,9 +156,10 @@ TabPFN-TS,Toto-2.0-2.5B,0.318,0.136,0.5,-0.035,-0.168,0.097
 TabPFN-TS,Chronos-2,0.182,0.045,0.319,-0.138,-0.209,-0.073
 TabPFN-TS,Toto-2.0-1B,0.318,0.136,0.5,-0.034,-0.167,0.099
 TabPFN-TS,Toto-2.0-313m,0.318,0.136,0.5,-0.028,-0.162,0.11
+TabPFN-TS,TiRex-2,0.318,0.136,0.5,-0.093,-0.161,-0.032
 TabPFN-TS,TabPFN-TS-3,0.273,0.091,0.455,-0.073,-0.123,-0.021
-TabPFN-TS,TiRex,0.455,0.273,0.682,0.039,-0.066,0.15
 TabPFN-TS,Toto-2.0-22m,0.364,0.182,0.545,0.009,-0.11,0.132
+TabPFN-TS,TiRex,0.455,0.273,0.682,0.039,-0.066,0.15
 TabPFN-TS,TimesFM-2.5,0.409,0.227,0.636,0.045,-0.059,0.156
 TabPFN-TS,TabPFN-TS,0.5,0.5,0.5,0.0,0.0,0.0
 TabPFN-TS,FlowState,0.591,0.364,0.773,0.077,-0.027,0.18
@@ -147,9 +173,10 @@ FlowState,Toto-2.0-2.5B,0.182,0.045,0.364,-0.122,-0.189,-0.067
 FlowState,Chronos-2,0.091,0.0,0.227,-0.233,-0.345,-0.125
 FlowState,Toto-2.0-1B,0.091,0.0,0.227,-0.121,-0.189,-0.069
 FlowState,Toto-2.0-313m,0.182,0.045,0.364,-0.114,-0.185,-0.062
+FlowState,TiRex-2,0.136,0.0,0.273,-0.184,-0.309,-0.084
 FlowState,TabPFN-TS-3,0.364,0.182,0.545,-0.163,-0.318,-0.04
-FlowState,TiRex,0.318,0.136,0.5,-0.042,-0.079,-0.006
 FlowState,Toto-2.0-22m,0.318,0.136,0.5,-0.074,-0.129,-0.028
+FlowState,TiRex,0.318,0.136,0.5,-0.042,-0.079,-0.006
 FlowState,TimesFM-2.5,0.341,0.182,0.545,-0.035,-0.069,-0.002
 FlowState,TabPFN-TS,0.409,0.227,0.636,-0.084,-0.219,0.026
 FlowState,FlowState,0.5,0.5,0.5,0.0,0.0,0.0
@@ -163,9 +190,10 @@ Toto-1.0,Toto-2.0-2.5B,0.0,0.0,0.0,-0.091,-0.125,-0.063
 Toto-1.0,Chronos-2,0.182,0.045,0.364,-0.2,-0.326,-0.099
 Toto-1.0,Toto-2.0-1B,0.0,0.0,0.0,-0.09,-0.122,-0.063
 Toto-1.0,Toto-2.0-313m,0.045,0.0,0.136,-0.084,-0.118,-0.056
+Toto-1.0,TiRex-2,0.227,0.09,0.409,-0.152,-0.293,-0.051
 Toto-1.0,TabPFN-TS-3,0.409,0.227,0.591,-0.131,-0.299,0.0
-Toto-1.0,TiRex,0.182,0.045,0.364,-0.013,-0.045,0.036
 Toto-1.0,Toto-2.0-22m,0.182,0.045,0.364,-0.045,-0.068,-0.025
+Toto-1.0,TiRex,0.182,0.045,0.364,-0.013,-0.045,0.036
 Toto-1.0,TimesFM-2.5,0.432,0.25,0.636,-0.007,-0.04,0.034
 Toto-1.0,TabPFN-TS,0.455,0.273,0.636,-0.054,-0.207,0.061
 Toto-1.0,FlowState,0.568,0.386,0.75,0.027,-0.01,0.067
@@ -179,9 +207,10 @@ TFT,Toto-2.0-2.5B,0.273,0.091,0.455,-0.145,-0.341,0.027
 TFT,Chronos-2,0.182,0.045,0.364,-0.259,-0.446,-0.105
 TFT,Toto-2.0-1B,0.273,0.091,0.455,-0.144,-0.334,0.021
 TFT,Toto-2.0-313m,0.318,0.136,0.5,-0.137,-0.335,0.032
+TFT,TiRex-2,0.227,0.091,0.409,-0.209,-0.342,-0.1
 TFT,TabPFN-TS-3,0.273,0.091,0.455,-0.187,-0.376,-0.025
-TFT,TiRex,0.318,0.136,0.545,-0.063,-0.231,0.086
 TFT,Toto-2.0-22m,0.364,0.182,0.591,-0.096,-0.278,0.066
+TFT,TiRex,0.318,0.136,0.545,-0.063,-0.231,0.086
 TFT,TimesFM-2.5,0.409,0.227,0.636,-0.056,-0.232,0.104
 TFT,TabPFN-TS,0.409,0.226,0.636,-0.106,-0.259,0.023
 TFT,FlowState,0.318,0.136,0.501,-0.021,-0.187,0.129
@@ -195,9 +224,10 @@ Toto-2.0-4m,Toto-2.0-2.5B,0.0,0.0,0.0,-0.115,-0.157,-0.08
 Toto-2.0-4m,Chronos-2,0.045,0.0,0.136,-0.225,-0.353,-0.116
 Toto-2.0-4m,Toto-2.0-1B,0.045,0.0,0.136,-0.113,-0.156,-0.079
 Toto-2.0-4m,Toto-2.0-313m,0.045,0.0,0.136,-0.107,-0.151,-0.072
+Toto-2.0-4m,TiRex-2,0.136,0.0,0.318,-0.177,-0.308,-0.073
 Toto-2.0-4m,TabPFN-TS-3,0.364,0.182,0.591,-0.155,-0.322,-0.02
-Toto-2.0-4m,TiRex,0.273,0.091,0.456,-0.035,-0.074,0.009
 Toto-2.0-4m,Toto-2.0-22m,0.091,0.0,0.227,-0.067,-0.097,-0.041
+Toto-2.0-4m,TiRex,0.273,0.091,0.456,-0.035,-0.074,0.009
 Toto-2.0-4m,TimesFM-2.5,0.364,0.182,0.547,-0.028,-0.066,0.007
 Toto-2.0-4m,TabPFN-TS,0.455,0.273,0.682,-0.077,-0.225,0.044
 Toto-2.0-4m,FlowState,0.409,0.227,0.636,0.006,-0.038,0.047
@@ -211,9 +241,10 @@ Moirai-2.0,Toto-2.0-2.5B,0.091,0.0,0.227,-0.122,-0.207,-0.066
 Moirai-2.0,Chronos-2,0.0,0.0,0.0,-0.233,-0.346,-0.133
 Moirai-2.0,Toto-2.0-1B,0.091,0.0,0.227,-0.121,-0.213,-0.064
 Moirai-2.0,Toto-2.0-313m,0.182,0.045,0.364,-0.115,-0.208,-0.058
+Moirai-2.0,TiRex-2,0.227,0.045,0.409,-0.185,-0.306,-0.087
 Moirai-2.0,TabPFN-TS-3,0.318,0.136,0.5,-0.163,-0.302,-0.054
-Moirai-2.0,TiRex,0.136,0.0,0.273,-0.042,-0.066,-0.019
 Moirai-2.0,Toto-2.0-22m,0.273,0.091,0.5,-0.074,-0.145,-0.028
+Moirai-2.0,TiRex,0.136,0.0,0.273,-0.042,-0.066,-0.019
 Moirai-2.0,TimesFM-2.5,0.25,0.091,0.432,-0.035,-0.076,0.006
 Moirai-2.0,TabPFN-TS,0.364,0.182,0.545,-0.084,-0.21,0.016
 Moirai-2.0,FlowState,0.386,0.205,0.568,-0.0,-0.047,0.041
@@ -227,9 +258,10 @@ Chronos-Bolt,Toto-2.0-2.5B,0.091,0.0,0.227,-0.134,-0.213,-0.072
 Chronos-Bolt,Chronos-2,0.0,0.0,0.0,-0.246,-0.363,-0.143
 Chronos-Bolt,Toto-2.0-1B,0.091,0.0,0.227,-0.132,-0.217,-0.068
 Chronos-Bolt,Toto-2.0-313m,0.136,0.0,0.273,-0.126,-0.211,-0.061
+Chronos-Bolt,TiRex-2,0.136,0.0,0.273,-0.197,-0.318,-0.1
 Chronos-Bolt,TabPFN-TS-3,0.273,0.091,0.455,-0.175,-0.33,-0.05
-Chronos-Bolt,TiRex,0.227,0.091,0.409,-0.053,-0.114,-0.008
 Chronos-Bolt,Toto-2.0-22m,0.182,0.045,0.364,-0.085,-0.153,-0.031
+Chronos-Bolt,TiRex,0.227,0.091,0.409,-0.053,-0.114,-0.008
 Chronos-Bolt,TimesFM-2.5,0.386,0.205,0.568,-0.046,-0.106,0.001
 Chronos-Bolt,TabPFN-TS,0.455,0.227,0.682,-0.095,-0.228,0.014
 Chronos-Bolt,FlowState,0.432,0.249,0.614,-0.011,-0.079,0.045
@@ -243,9 +275,10 @@ Seasonal Naive,Toto-2.0-2.5B,0.0,0.0,0.0,-1.02,-1.417,-0.721
 Seasonal Naive,Chronos-2,0.0,0.0,0.0,-1.22,-1.574,-0.932
 Seasonal Naive,Toto-2.0-1B,0.0,0.0,0.0,-1.017,-1.417,-0.723
 Seasonal Naive,Toto-2.0-313m,0.0,0.0,0.0,-1.006,-1.412,-0.709
+Seasonal Naive,TiRex-2,0.0,0.0,0.0,-1.132,-1.509,-0.852
 Seasonal Naive,TabPFN-TS-3,0.0,0.0,0.0,-1.093,-1.357,-0.857
-Seasonal Naive,TiRex,0.0,0.0,0.0,-0.875,-1.161,-0.647
 Seasonal Naive,Toto-2.0-22m,0.0,0.0,0.0,-0.933,-1.287,-0.663
+Seasonal Naive,TiRex,0.0,0.0,0.0,-0.875,-1.161,-0.647
 Seasonal Naive,TimesFM-2.5,0.0,0.0,0.0,-0.863,-1.171,-0.61
 Seasonal Naive,TabPFN-TS,0.0,0.0,0.0,-0.951,-1.257,-0.712
 Seasonal Naive,FlowState,0.045,0.0,0.136,-0.8,-1.106,-0.561
diff --git a/tables/frequency_hourly/pairwise_WAPE.csv b/tables/frequency_hourly/pairwise_WAPE.csv
index 68fc219be7f3d36d65742df8aa14397ee370c3ab..8ed5a24ac3df15c94c83cdc7389a09276201b29a 100644
--- a/tables/frequency_hourly/pairwise_WAPE.csv
+++ b/tables/frequency_hourly/pairwise_WAPE.csv
@@ -3,255 +3,255 @@ Toto-2.0-2.5B,Toto-2.0-2.5B,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-2.0-2.5B,Chronos-2,0.545,0.363,0.727,-0.085,-0.202,0.014
 Toto-2.0-2.5B,Toto-2.0-313m,0.636,0.455,0.818,0.007,-0.001,0.015
 Toto-2.0-2.5B,Toto-2.0-1B,0.591,0.409,0.773,0.001,-0.016,0.013
+Toto-2.0-2.5B,TiRex-2,0.545,0.318,0.728,-0.053,-0.18,0.051
 Toto-2.0-2.5B,TabPFN-TS-3,0.591,0.364,0.818,-0.031,-0.175,0.106
 Toto-2.0-2.5B,Toto-2.0-22m,0.818,0.636,0.955,0.046,0.025,0.072
 Toto-2.0-2.5B,TabPFN-TS,0.636,0.409,0.818,0.025,-0.098,0.127
 Toto-2.0-2.5B,TimesFM-2.5,0.773,0.591,0.909,0.085,0.031,0.147
 Toto-2.0-2.5B,TiRex,0.909,0.773,1.0,0.095,0.037,0.167
 Toto-2.0-2.5B,Toto-1.0,0.909,0.773,1.0,0.11,0.066,0.171
-Toto-2.0-2.5B,Moirai-2.0,0.864,0.727,1.0,0.112,0.05,0.186
 Toto-2.0-2.5B,TFT,0.727,0.545,0.909,0.144,-0.018,0.302
+Toto-2.0-2.5B,Moirai-2.0,0.864,0.727,1.0,0.112,0.05,0.186
 Toto-2.0-2.5B,FlowState,0.909,0.773,1.0,0.104,0.051,0.162
 Toto-2.0-2.5B,Chronos-Bolt,1.0,1.0,1.0,0.107,0.058,0.168
-Toto-2.0-2.5B,Toto-2.0-4m,1.0,1.0,1.0,0.119,0.08,0.163
 Toto-2.0-2.5B,Seasonal Naive,0.955,0.864,1.0,0.44,0.318,0.566
 Chronos-2,Toto-2.0-2.5B,0.455,0.273,0.637,0.079,-0.014,0.168
 Chronos-2,Chronos-2,0.5,0.5,0.5,0.0,0.0,0.0
 Chronos-2,Toto-2.0-313m,0.5,0.318,0.683,0.085,-0.008,0.174
 Chronos-2,Toto-2.0-1B,0.455,0.273,0.637,0.079,-0.012,0.172
+Chronos-2,TiRex-2,0.591,0.364,0.774,0.03,-0.017,0.083
 Chronos-2,TabPFN-TS-3,0.727,0.545,0.909,0.05,-0.009,0.113
 Chronos-2,Toto-2.0-22m,0.591,0.364,0.773,0.121,0.045,0.198
 Chronos-2,TabPFN-TS,0.909,0.773,1.0,0.102,0.048,0.151
 Chronos-2,TimesFM-2.5,0.773,0.591,0.955,0.157,0.08,0.228
 Chronos-2,TiRex,0.864,0.682,1.0,0.166,0.089,0.238
 Chronos-2,Toto-1.0,0.818,0.636,0.955,0.18,0.099,0.26
-Chronos-2,Moirai-2.0,0.909,0.773,1.0,0.182,0.113,0.247
 Chronos-2,TFT,0.773,0.591,0.955,0.212,0.084,0.332
+Chronos-2,Moirai-2.0,0.909,0.773,1.0,0.182,0.113,0.247
 Chronos-2,FlowState,0.909,0.773,1.0,0.174,0.102,0.236
 Chronos-2,Chronos-Bolt,0.909,0.773,1.0,0.177,0.11,0.243
-Chronos-2,Toto-2.0-4m,0.909,0.773,1.0,0.188,0.113,0.26
 Chronos-2,Seasonal Naive,0.955,0.864,1.0,0.484,0.381,0.579
 Toto-2.0-313m,Toto-2.0-2.5B,0.364,0.182,0.545,-0.007,-0.015,0.001
 Toto-2.0-313m,Chronos-2,0.5,0.317,0.682,-0.093,-0.211,0.008
 Toto-2.0-313m,Toto-2.0-313m,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-2.0-313m,Toto-2.0-1B,0.636,0.455,0.818,-0.006,-0.027,0.008
+Toto-2.0-313m,TiRex-2,0.636,0.453,0.818,-0.061,-0.196,0.046
 Toto-2.0-313m,TabPFN-TS-3,0.636,0.453,0.818,-0.038,-0.188,0.1
 Toto-2.0-313m,Toto-2.0-22m,0.818,0.636,0.955,0.039,0.018,0.065
 Toto-2.0-313m,TabPFN-TS,0.727,0.545,0.909,0.018,-0.11,0.123
 Toto-2.0-313m,TimesFM-2.5,0.773,0.591,0.909,0.078,0.028,0.14
 Toto-2.0-313m,TiRex,0.818,0.636,0.955,0.088,0.034,0.161
 Toto-2.0-313m,Toto-1.0,0.955,0.864,1.0,0.103,0.061,0.162
-Toto-2.0-313m,Moirai-2.0,0.818,0.636,0.955,0.105,0.045,0.181
 Toto-2.0-313m,TFT,0.636,0.409,0.818,0.138,-0.026,0.295
+Toto-2.0-313m,Moirai-2.0,0.818,0.636,0.955,0.105,0.045,0.181
 Toto-2.0-313m,FlowState,0.864,0.682,1.0,0.097,0.045,0.155
 Toto-2.0-313m,Chronos-Bolt,0.909,0.773,1.0,0.1,0.052,0.161
-Toto-2.0-313m,Toto-2.0-4m,0.955,0.864,1.0,0.112,0.075,0.154
 Toto-2.0-313m,Seasonal Naive,0.955,0.864,1.0,0.436,0.312,0.561
 Toto-2.0-1B,Toto-2.0-2.5B,0.409,0.227,0.591,-0.001,-0.014,0.016
 Toto-2.0-1B,Chronos-2,0.545,0.363,0.727,-0.086,-0.207,0.012
 Toto-2.0-1B,Toto-2.0-313m,0.364,0.182,0.545,0.006,-0.008,0.026
 Toto-2.0-1B,Toto-2.0-1B,0.5,0.5,0.5,0.0,0.0,0.0
+Toto-2.0-1B,TiRex-2,0.591,0.364,0.773,-0.054,-0.187,0.05
 Toto-2.0-1B,TabPFN-TS-3,0.545,0.318,0.773,-0.032,-0.176,0.103
 Toto-2.0-1B,Toto-2.0-22m,0.864,0.682,1.0,0.045,0.024,0.071
 Toto-2.0-1B,TabPFN-TS,0.682,0.5,0.864,0.024,-0.098,0.126
 Toto-2.0-1B,TimesFM-2.5,0.818,0.636,0.955,0.084,0.033,0.144
 Toto-2.0-1B,TiRex,0.864,0.682,1.0,0.094,0.034,0.167
 Toto-2.0-1B,Toto-1.0,0.909,0.773,1.0,0.109,0.065,0.165
-Toto-2.0-1B,Moirai-2.0,0.864,0.727,1.0,0.111,0.049,0.187
 Toto-2.0-1B,TFT,0.682,0.5,0.864,0.144,-0.017,0.297
+Toto-2.0-1B,Moirai-2.0,0.864,0.727,1.0,0.111,0.049,0.187
 Toto-2.0-1B,FlowState,0.864,0.682,1.0,0.103,0.052,0.158
 Toto-2.0-1B,Chronos-Bolt,0.909,0.773,1.0,0.106,0.056,0.168
-Toto-2.0-1B,Toto-2.0-4m,1.0,1.0,1.0,0.118,0.081,0.161
 Toto-2.0-1B,Seasonal Naive,1.0,1.0,1.0,0.44,0.319,0.565
+TiRex-2,Toto-2.0-2.5B,0.455,0.272,0.682,0.05,-0.054,0.153
+TiRex-2,Chronos-2,0.409,0.226,0.636,-0.031,-0.09,0.016
+TiRex-2,Toto-2.0-313m,0.364,0.182,0.547,0.057,-0.048,0.164
+TiRex-2,Toto-2.0-1B,0.409,0.227,0.636,0.051,-0.053,0.157
+TiRex-2,TiRex-2,0.5,0.5,0.5,0.0,0.0,0.0
+TiRex-2,TabPFN-TS-3,0.636,0.409,0.818,0.021,-0.048,0.093
+TiRex-2,Toto-2.0-22m,0.591,0.408,0.774,0.094,0.006,0.186
+TiRex-2,TabPFN-TS,0.818,0.636,0.955,0.074,0.032,0.12
+TiRex-2,TimesFM-2.5,0.773,0.591,0.91,0.131,0.045,0.221
+TiRex-2,TiRex,0.636,0.409,0.818,0.141,0.059,0.221
+TiRex-2,Toto-1.0,0.682,0.499,0.864,0.155,0.061,0.253
+TiRex-2,TFT,0.773,0.591,0.909,0.187,0.08,0.296
+TiRex-2,Moirai-2.0,0.773,0.591,0.909,0.157,0.083,0.233
+TiRex-2,FlowState,0.773,0.591,0.909,0.149,0.077,0.225
+TiRex-2,Chronos-Bolt,0.773,0.591,0.955,0.152,0.078,0.231
+TiRex-2,Seasonal Naive,1.0,1.0,1.0,0.469,0.372,0.565
 TabPFN-TS-3,Toto-2.0-2.5B,0.409,0.182,0.636,0.03,-0.118,0.149
 TabPFN-TS-3,Chronos-2,0.273,0.091,0.455,-0.053,-0.127,0.009
 TabPFN-TS-3,Toto-2.0-313m,0.364,0.182,0.547,0.037,-0.111,0.158
 TabPFN-TS-3,Toto-2.0-1B,0.455,0.227,0.682,0.031,-0.115,0.149
+TabPFN-TS-3,TiRex-2,0.364,0.182,0.591,-0.022,-0.103,0.046
 TabPFN-TS-3,TabPFN-TS-3,0.5,0.5,0.5,0.0,0.0,0.0
 TabPFN-TS-3,Toto-2.0-22m,0.5,0.273,0.682,0.074,-0.042,0.18
 TabPFN-TS-3,TabPFN-TS,0.773,0.591,0.955,0.054,0.01,0.095
 TabPFN-TS-3,TimesFM-2.5,0.591,0.364,0.773,0.112,0.017,0.203
 TabPFN-TS-3,TiRex,0.591,0.409,0.818,0.122,0.029,0.216
 TabPFN-TS-3,Toto-1.0,0.591,0.409,0.773,0.136,0.023,0.238
-TabPFN-TS-3,Moirai-2.0,0.682,0.5,0.864,0.138,0.057,0.217
 TabPFN-TS-3,TFT,0.591,0.364,0.774,0.17,0.026,0.297
+TabPFN-TS-3,Moirai-2.0,0.682,0.5,0.864,0.138,0.057,0.217
 TabPFN-TS-3,FlowState,0.636,0.455,0.818,0.13,0.041,0.215
 TabPFN-TS-3,Chronos-Bolt,0.682,0.5,0.864,0.133,0.049,0.213
-TabPFN-TS-3,Toto-2.0-4m,0.682,0.455,0.864,0.145,0.039,0.245
 TabPFN-TS-3,Seasonal Naive,1.0,1.0,1.0,0.457,0.361,0.54
 Toto-2.0-22m,Toto-2.0-2.5B,0.182,0.045,0.364,-0.048,-0.078,-0.026
 Toto-2.0-22m,Chronos-2,0.409,0.227,0.636,-0.138,-0.247,-0.047
 Toto-2.0-22m,Toto-2.0-313m,0.182,0.045,0.364,-0.041,-0.07,-0.018
 Toto-2.0-22m,Toto-2.0-1B,0.136,0.0,0.318,-0.047,-0.076,-0.025
+Toto-2.0-22m,TiRex-2,0.409,0.226,0.592,-0.104,-0.229,-0.006
 Toto-2.0-22m,TabPFN-TS-3,0.5,0.318,0.727,-0.08,-0.219,0.04
 Toto-2.0-22m,Toto-2.0-22m,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-2.0-22m,TabPFN-TS,0.591,0.364,0.818,-0.022,-0.13,0.072
 Toto-2.0-22m,TimesFM-2.5,0.636,0.409,0.818,0.041,-0.003,0.087
 Toto-2.0-22m,TiRex,0.636,0.409,0.818,0.051,0.006,0.107
 Toto-2.0-22m,Toto-1.0,0.682,0.455,0.864,0.067,0.027,0.115
-Toto-2.0-22m,Moirai-2.0,0.591,0.364,0.818,0.069,0.022,0.127
 Toto-2.0-22m,TFT,0.636,0.409,0.818,0.103,-0.055,0.256
+Toto-2.0-22m,Moirai-2.0,0.591,0.364,0.818,0.069,0.022,0.127
 Toto-2.0-22m,FlowState,0.682,0.499,0.864,0.06,0.02,0.101
 Toto-2.0-22m,Chronos-Bolt,0.773,0.591,0.909,0.064,0.029,0.107
-Toto-2.0-22m,Toto-2.0-4m,0.909,0.773,1.0,0.076,0.051,0.103
 Toto-2.0-22m,Seasonal Naive,1.0,1.0,1.0,0.413,0.299,0.535
 TabPFN-TS,Toto-2.0-2.5B,0.364,0.182,0.591,-0.026,-0.146,0.089
 TabPFN-TS,Chronos-2,0.091,0.0,0.227,-0.113,-0.178,-0.05
 TabPFN-TS,Toto-2.0-313m,0.273,0.091,0.455,-0.018,-0.141,0.099
 TabPFN-TS,Toto-2.0-1B,0.318,0.136,0.5,-0.025,-0.144,0.089
+TabPFN-TS,TiRex-2,0.182,0.045,0.364,-0.08,-0.137,-0.033
 TabPFN-TS,TabPFN-TS-3,0.227,0.045,0.409,-0.057,-0.106,-0.01
 TabPFN-TS,Toto-2.0-22m,0.409,0.182,0.636,0.022,-0.077,0.115
 TabPFN-TS,TabPFN-TS,0.5,0.5,0.5,0.0,0.0,0.0
 TabPFN-TS,TimesFM-2.5,0.5,0.273,0.727,0.062,-0.02,0.148
 TabPFN-TS,TiRex,0.455,0.272,0.682,0.072,-0.018,0.158
 TabPFN-TS,Toto-1.0,0.545,0.364,0.727,0.087,-0.015,0.189
-TabPFN-TS,Moirai-2.0,0.636,0.455,0.818,0.089,0.013,0.163
 TabPFN-TS,TFT,0.591,0.364,0.774,0.122,-0.012,0.246
+TabPFN-TS,Moirai-2.0,0.636,0.455,0.818,0.089,0.013,0.163
 TabPFN-TS,FlowState,0.591,0.364,0.773,0.081,0.004,0.156
 TabPFN-TS,Chronos-Bolt,0.636,0.455,0.818,0.084,0.009,0.163
-TabPFN-TS,Toto-2.0-4m,0.636,0.409,0.818,0.096,-0.001,0.184
 TabPFN-TS,Seasonal Naive,1.0,1.0,1.0,0.426,0.322,0.523
 TimesFM-2.5,Toto-2.0-2.5B,0.227,0.091,0.409,-0.093,-0.173,-0.032
 TimesFM-2.5,Chronos-2,0.227,0.045,0.409,-0.186,-0.295,-0.087
 TimesFM-2.5,Toto-2.0-313m,0.227,0.091,0.409,-0.085,-0.162,-0.029
 TimesFM-2.5,Toto-2.0-1B,0.182,0.045,0.364,-0.092,-0.168,-0.034
+TimesFM-2.5,TiRex-2,0.227,0.09,0.409,-0.151,-0.283,-0.048
 TimesFM-2.5,TabPFN-TS-3,0.409,0.227,0.636,-0.126,-0.255,-0.017
 TimesFM-2.5,Toto-2.0-22m,0.364,0.182,0.591,-0.042,-0.095,0.003
 TimesFM-2.5,TabPFN-TS,0.5,0.273,0.727,-0.066,-0.174,0.019
 TimesFM-2.5,TimesFM-2.5,0.5,0.5,0.5,0.0,0.0,0.0
 TimesFM-2.5,TiRex,0.5,0.273,0.727,0.011,-0.023,0.047
 TimesFM-2.5,Toto-1.0,0.477,0.295,0.659,0.027,-0.022,0.073
-TimesFM-2.5,Moirai-2.0,0.614,0.409,0.795,0.029,-0.011,0.069
 TimesFM-2.5,TFT,0.636,0.409,0.818,0.065,-0.099,0.212
+TimesFM-2.5,Moirai-2.0,0.614,0.409,0.795,0.029,-0.011,0.069
 TimesFM-2.5,FlowState,0.614,0.409,0.795,0.02,-0.011,0.054
 TimesFM-2.5,Chronos-Bolt,0.523,0.341,0.705,0.024,-0.007,0.059
-TimesFM-2.5,Toto-2.0-4m,0.5,0.273,0.727,0.037,-0.003,0.077
 TimesFM-2.5,Seasonal Naive,1.0,1.0,1.0,0.388,0.28,0.499
 TiRex,Toto-2.0-2.5B,0.091,0.0,0.227,-0.105,-0.201,-0.039
 TiRex,Chronos-2,0.136,0.0,0.318,-0.199,-0.312,-0.097
 TiRex,Toto-2.0-313m,0.182,0.045,0.364,-0.097,-0.191,-0.035
 TiRex,Toto-2.0-1B,0.136,0.0,0.318,-0.104,-0.2,-0.036
+TiRex,TiRex-2,0.364,0.182,0.591,-0.163,-0.284,-0.063
 TiRex,TabPFN-TS-3,0.409,0.182,0.591,-0.139,-0.275,-0.03
 TiRex,Toto-2.0-22m,0.364,0.182,0.591,-0.054,-0.12,-0.006
 TiRex,TabPFN-TS,0.545,0.318,0.728,-0.077,-0.188,0.018
 TiRex,TimesFM-2.5,0.5,0.273,0.727,-0.011,-0.05,0.023
 TiRex,TiRex,0.5,0.5,0.5,0.0,0.0,0.0
 TiRex,Toto-1.0,0.636,0.409,0.818,0.017,-0.042,0.059
-TiRex,Moirai-2.0,0.545,0.318,0.773,0.019,-0.004,0.039
 TiRex,TFT,0.591,0.364,0.773,0.055,-0.118,0.201
+TiRex,Moirai-2.0,0.545,0.318,0.773,0.019,-0.004,0.039
 TiRex,FlowState,0.5,0.273,0.682,0.01,-0.031,0.048
 TiRex,Chronos-Bolt,0.591,0.364,0.773,0.013,-0.016,0.042
-TiRex,Toto-2.0-4m,0.727,0.545,0.909,0.026,-0.022,0.065
 TiRex,Seasonal Naive,0.955,0.864,1.0,0.382,0.279,0.484
 Toto-1.0,Toto-2.0-2.5B,0.091,0.0,0.227,-0.124,-0.206,-0.071
 Toto-1.0,Chronos-2,0.182,0.045,0.364,-0.219,-0.352,-0.11
 Toto-1.0,Toto-2.0-313m,0.045,0.0,0.136,-0.115,-0.193,-0.065
 Toto-1.0,Toto-2.0-1B,0.091,0.0,0.227,-0.123,-0.198,-0.069
+Toto-1.0,TiRex-2,0.318,0.136,0.501,-0.183,-0.338,-0.064
 Toto-1.0,TabPFN-TS-3,0.409,0.227,0.591,-0.158,-0.312,-0.023
 Toto-1.0,Toto-2.0-22m,0.318,0.136,0.545,-0.072,-0.13,-0.028
 Toto-1.0,TabPFN-TS,0.455,0.273,0.636,-0.096,-0.233,0.014
 Toto-1.0,TimesFM-2.5,0.523,0.341,0.705,-0.028,-0.079,0.021
 Toto-1.0,TiRex,0.364,0.182,0.591,-0.017,-0.062,0.04
 Toto-1.0,Toto-1.0,0.5,0.5,0.5,0.0,0.0,0.0
-Toto-1.0,Moirai-2.0,0.523,0.34,0.705,0.002,-0.052,0.064
 Toto-1.0,TFT,0.636,0.409,0.818,0.039,-0.128,0.181
+Toto-1.0,Moirai-2.0,0.523,0.34,0.705,0.002,-0.052,0.064
 Toto-1.0,FlowState,0.477,0.273,0.659,-0.007,-0.058,0.044
 Toto-1.0,Chronos-Bolt,0.614,0.432,0.795,-0.003,-0.05,0.044
-Toto-1.0,Toto-2.0-4m,0.773,0.591,0.909,0.01,-0.036,0.049
 Toto-1.0,Seasonal Naive,0.909,0.773,1.0,0.371,0.26,0.487
-Moirai-2.0,Toto-2.0-2.5B,0.136,0.0,0.273,-0.126,-0.229,-0.053
-Moirai-2.0,Chronos-2,0.091,0.0,0.227,-0.222,-0.328,-0.127
-Moirai-2.0,Toto-2.0-313m,0.182,0.045,0.364,-0.118,-0.221,-0.047
-Moirai-2.0,Toto-2.0-1B,0.136,0.0,0.273,-0.125,-0.229,-0.051
-Moirai-2.0,TabPFN-TS-3,0.318,0.136,0.5,-0.16,-0.278,-0.061
-Moirai-2.0,Toto-2.0-22m,0.409,0.182,0.636,-0.074,-0.145,-0.023
-Moirai-2.0,TabPFN-TS,0.364,0.182,0.545,-0.098,-0.195,-0.013
-Moirai-2.0,TimesFM-2.5,0.386,0.205,0.591,-0.03,-0.074,0.011
-Moirai-2.0,TiRex,0.455,0.227,0.682,-0.019,-0.041,0.004
-Moirai-2.0,Toto-1.0,0.477,0.295,0.66,-0.002,-0.068,0.049
-Moirai-2.0,Moirai-2.0,0.5,0.5,0.5,0.0,0.0,0.0
-Moirai-2.0,TFT,0.591,0.364,0.773,0.037,-0.137,0.189
-Moirai-2.0,FlowState,0.523,0.318,0.705,-0.009,-0.052,0.025
-Moirai-2.0,Chronos-Bolt,0.523,0.364,0.682,-0.006,-0.036,0.022
-Moirai-2.0,Toto-2.0-4m,0.5,0.273,0.727,0.008,-0.046,0.054
-Moirai-2.0,Seasonal Naive,0.955,0.864,1.0,0.37,0.264,0.475
 TFT,Toto-2.0-2.5B,0.273,0.091,0.455,-0.169,-0.433,0.018
 TFT,Chronos-2,0.227,0.045,0.409,-0.268,-0.497,-0.091
 TFT,Toto-2.0-313m,0.364,0.182,0.591,-0.16,-0.419,0.025
 TFT,Toto-2.0-1B,0.318,0.136,0.5,-0.168,-0.423,0.017
+TFT,TiRex-2,0.227,0.091,0.409,-0.231,-0.421,-0.087
 TFT,TabPFN-TS-3,0.409,0.226,0.636,-0.204,-0.422,-0.027
 TFT,Toto-2.0-22m,0.364,0.182,0.591,-0.115,-0.343,0.052
 TFT,TabPFN-TS,0.409,0.226,0.636,-0.14,-0.327,0.011
 TFT,TimesFM-2.5,0.364,0.182,0.591,-0.069,-0.269,0.09
 TFT,TiRex,0.409,0.227,0.636,-0.058,-0.251,0.106
 TFT,Toto-1.0,0.364,0.182,0.591,-0.04,-0.221,0.113
-TFT,Moirai-2.0,0.409,0.227,0.636,-0.038,-0.233,0.121
 TFT,TFT,0.5,0.5,0.5,0.0,0.0,0.0
+TFT,Moirai-2.0,0.409,0.227,0.636,-0.038,-0.233,0.121
 TFT,FlowState,0.364,0.182,0.591,-0.048,-0.24,0.106
 TFT,Chronos-Bolt,0.409,0.227,0.636,-0.044,-0.238,0.11
-TFT,Toto-2.0-4m,0.455,0.227,0.682,-0.03,-0.234,0.131
 TFT,Seasonal Naive,0.886,0.75,1.0,0.346,0.224,0.457
+Moirai-2.0,Toto-2.0-2.5B,0.136,0.0,0.273,-0.126,-0.229,-0.053
+Moirai-2.0,Chronos-2,0.091,0.0,0.227,-0.222,-0.328,-0.127
+Moirai-2.0,Toto-2.0-313m,0.182,0.045,0.364,-0.118,-0.221,-0.047
+Moirai-2.0,Toto-2.0-1B,0.136,0.0,0.273,-0.125,-0.229,-0.051
+Moirai-2.0,TiRex-2,0.227,0.091,0.409,-0.186,-0.303,-0.09
+Moirai-2.0,TabPFN-TS-3,0.318,0.136,0.5,-0.16,-0.278,-0.061
+Moirai-2.0,Toto-2.0-22m,0.409,0.182,0.636,-0.074,-0.145,-0.023
+Moirai-2.0,TabPFN-TS,0.364,0.182,0.545,-0.098,-0.195,-0.013
+Moirai-2.0,TimesFM-2.5,0.386,0.205,0.591,-0.03,-0.074,0.011
+Moirai-2.0,TiRex,0.455,0.227,0.682,-0.019,-0.041,0.004
+Moirai-2.0,Toto-1.0,0.477,0.295,0.66,-0.002,-0.068,0.049
+Moirai-2.0,TFT,0.591,0.364,0.773,0.037,-0.137,0.189
+Moirai-2.0,Moirai-2.0,0.5,0.5,0.5,0.0,0.0,0.0
+Moirai-2.0,FlowState,0.523,0.318,0.705,-0.009,-0.052,0.025
+Moirai-2.0,Chronos-Bolt,0.523,0.364,0.682,-0.006,-0.036,0.022
+Moirai-2.0,Seasonal Naive,0.955,0.864,1.0,0.37,0.264,0.475
 FlowState,Toto-2.0-2.5B,0.091,0.0,0.227,-0.116,-0.193,-0.054
 FlowState,Chronos-2,0.091,0.0,0.227,-0.211,-0.309,-0.113
 FlowState,Toto-2.0-313m,0.136,0.0,0.318,-0.107,-0.183,-0.047
 FlowState,Toto-2.0-1B,0.136,0.0,0.318,-0.115,-0.188,-0.055
+FlowState,TiRex-2,0.227,0.091,0.409,-0.175,-0.29,-0.083
 FlowState,TabPFN-TS-3,0.364,0.182,0.545,-0.15,-0.274,-0.043
 FlowState,Toto-2.0-22m,0.318,0.136,0.501,-0.064,-0.113,-0.021
 FlowState,TabPFN-TS,0.409,0.227,0.636,-0.088,-0.184,-0.004
 FlowState,TimesFM-2.5,0.386,0.205,0.591,-0.021,-0.057,0.011
 FlowState,TiRex,0.5,0.318,0.727,-0.01,-0.05,0.03
 FlowState,Toto-1.0,0.523,0.341,0.727,0.007,-0.046,0.055
-FlowState,Moirai-2.0,0.477,0.295,0.682,0.009,-0.026,0.05
 FlowState,TFT,0.636,0.409,0.818,0.045,-0.118,0.194
+FlowState,Moirai-2.0,0.477,0.295,0.682,0.009,-0.026,0.05
 FlowState,FlowState,0.5,0.5,0.5,0.0,0.0,0.0
 FlowState,Chronos-Bolt,0.568,0.364,0.75,0.004,-0.039,0.04
-FlowState,Toto-2.0-4m,0.5,0.273,0.682,0.017,-0.026,0.06
 FlowState,Seasonal Naive,0.864,0.682,1.0,0.376,0.259,0.489
 Chronos-Bolt,Toto-2.0-2.5B,0.0,0.0,0.0,-0.12,-0.202,-0.062
 Chronos-Bolt,Chronos-2,0.091,0.0,0.227,-0.215,-0.32,-0.123
 Chronos-Bolt,Toto-2.0-313m,0.091,0.0,0.227,-0.112,-0.193,-0.055
 Chronos-Bolt,Toto-2.0-1B,0.091,0.0,0.227,-0.119,-0.202,-0.06
+Chronos-Bolt,TiRex-2,0.227,0.045,0.409,-0.179,-0.301,-0.085
 Chronos-Bolt,TabPFN-TS-3,0.318,0.136,0.5,-0.154,-0.271,-0.052
 Chronos-Bolt,Toto-2.0-22m,0.227,0.091,0.409,-0.068,-0.12,-0.03
 Chronos-Bolt,TabPFN-TS,0.364,0.182,0.545,-0.092,-0.195,-0.009
 Chronos-Bolt,TimesFM-2.5,0.477,0.295,0.659,-0.025,-0.062,0.007
 Chronos-Bolt,TiRex,0.409,0.227,0.636,-0.013,-0.043,0.016
 Chronos-Bolt,Toto-1.0,0.386,0.205,0.568,0.003,-0.046,0.048
-Chronos-Bolt,Moirai-2.0,0.477,0.318,0.636,0.005,-0.022,0.035
 Chronos-Bolt,TFT,0.591,0.364,0.773,0.042,-0.124,0.192
+Chronos-Bolt,Moirai-2.0,0.477,0.318,0.636,0.005,-0.022,0.035
 Chronos-Bolt,FlowState,0.432,0.25,0.636,-0.004,-0.042,0.038
 Chronos-Bolt,Chronos-Bolt,0.5,0.5,0.5,0.0,0.0,0.0
-Chronos-Bolt,Toto-2.0-4m,0.455,0.227,0.682,0.013,-0.024,0.05
 Chronos-Bolt,Seasonal Naive,0.955,0.864,1.0,0.373,0.266,0.484
-Toto-2.0-4m,Toto-2.0-2.5B,0.0,0.0,0.0,-0.135,-0.194,-0.087
-Toto-2.0-4m,Chronos-2,0.091,0.0,0.227,-0.232,-0.351,-0.128
-Toto-2.0-4m,Toto-2.0-313m,0.045,0.0,0.136,-0.126,-0.182,-0.082
-Toto-2.0-4m,Toto-2.0-1B,0.0,0.0,0.0,-0.134,-0.192,-0.088
-Toto-2.0-4m,TabPFN-TS-3,0.318,0.136,0.545,-0.17,-0.325,-0.041
-Toto-2.0-4m,Toto-2.0-22m,0.091,0.0,0.227,-0.082,-0.115,-0.054
-Toto-2.0-4m,TabPFN-TS,0.364,0.182,0.591,-0.107,-0.226,0.001
-Toto-2.0-4m,TimesFM-2.5,0.5,0.273,0.727,-0.038,-0.084,0.003
-Toto-2.0-4m,TiRex,0.273,0.091,0.455,-0.027,-0.07,0.022
-Toto-2.0-4m,Toto-1.0,0.227,0.091,0.409,-0.01,-0.052,0.035
-Toto-2.0-4m,Moirai-2.0,0.5,0.273,0.727,-0.008,-0.058,0.044
-Toto-2.0-4m,TFT,0.545,0.318,0.773,0.029,-0.15,0.189
-Toto-2.0-4m,FlowState,0.5,0.318,0.727,-0.017,-0.064,0.025
-Toto-2.0-4m,Chronos-Bolt,0.545,0.318,0.773,-0.013,-0.053,0.024
-Toto-2.0-4m,Toto-2.0-4m,0.5,0.5,0.5,0.0,0.0,0.0
-Toto-2.0-4m,Seasonal Naive,0.955,0.864,1.0,0.365,0.247,0.487
 Seasonal Naive,Toto-2.0-2.5B,0.045,0.0,0.136,-0.787,-1.306,-0.466
 Seasonal Naive,Chronos-2,0.045,0.0,0.136,-0.94,-1.374,-0.616
 Seasonal Naive,Toto-2.0-313m,0.045,0.0,0.136,-0.774,-1.279,-0.454
 Seasonal Naive,Toto-2.0-1B,0.0,0.0,0.0,-0.785,-1.301,-0.469
+Seasonal Naive,TiRex-2,0.0,0.0,0.0,-0.882,-1.297,-0.592
 Seasonal Naive,TabPFN-TS-3,0.0,0.0,0.0,-0.842,-1.174,-0.564
 Seasonal Naive,Toto-2.0-22m,0.0,0.0,0.0,-0.705,-1.15,-0.428
 Seasonal Naive,TabPFN-TS,0.0,0.0,0.0,-0.743,-1.097,-0.476
 Seasonal Naive,TimesFM-2.5,0.0,0.0,0.0,-0.635,-0.996,-0.389
 Seasonal Naive,TiRex,0.045,0.0,0.136,-0.617,-0.937,-0.386
 Seasonal Naive,Toto-1.0,0.091,0.0,0.227,-0.59,-0.949,-0.351
-Seasonal Naive,Moirai-2.0,0.045,0.0,0.136,-0.587,-0.905,-0.359
 Seasonal Naive,TFT,0.114,0.0,0.25,-0.529,-0.843,-0.288
+Seasonal Naive,Moirai-2.0,0.045,0.0,0.136,-0.587,-0.905,-0.359
 Seasonal Naive,FlowState,0.136,0.0,0.318,-0.602,-0.958,-0.35
 Seasonal Naive,Chronos-Bolt,0.045,0.0,0.136,-0.596,-0.938,-0.363
-Seasonal Naive,Toto-2.0-4m,0.045,0.0,0.136,-0.575,-0.948,-0.329
 Seasonal Naive,Seasonal Naive,0.5,0.5,0.5,0.0,0.0,0.0
diff --git a/tables/frequency_hourly/pairwise_WQL.csv b/tables/frequency_hourly/pairwise_WQL.csv
index c864f1179693eb56d0b0040a627ef3bb1e34d410..fd665f21c04518ce981537d5cff2817b9f7745f4 100644
--- a/tables/frequency_hourly/pairwise_WQL.csv
+++ b/tables/frequency_hourly/pairwise_WQL.csv
@@ -3,6 +3,7 @@ Toto-2.0-2.5B,Toto-2.0-2.5B,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-2.0-2.5B,Toto-2.0-1B,0.5,0.318,0.683,-0.003,-0.024,0.012
 Toto-2.0-2.5B,Chronos-2,0.545,0.363,0.727,-0.088,-0.203,0.007
 Toto-2.0-2.5B,Toto-2.0-313m,0.682,0.455,0.864,0.008,-0.003,0.019
+Toto-2.0-2.5B,TiRex-2,0.636,0.453,0.818,-0.052,-0.181,0.052
 Toto-2.0-2.5B,TabPFN-TS-3,0.545,0.318,0.773,-0.038,-0.18,0.088
 Toto-2.0-2.5B,Toto-2.0-22m,1.0,1.0,1.0,0.05,0.034,0.069
 Toto-2.0-2.5B,TiRex,0.955,0.864,1.0,0.093,0.041,0.156
@@ -19,6 +20,7 @@ Toto-2.0-1B,Toto-2.0-2.5B,0.5,0.317,0.682,0.003,-0.012,0.023
 Toto-2.0-1B,Toto-2.0-1B,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-2.0-1B,Chronos-2,0.5,0.273,0.727,-0.085,-0.203,0.009
 Toto-2.0-1B,Toto-2.0-313m,0.5,0.318,0.727,0.01,-0.007,0.037
+Toto-2.0-1B,TiRex-2,0.636,0.409,0.818,-0.049,-0.182,0.052
 Toto-2.0-1B,TabPFN-TS-3,0.545,0.318,0.773,-0.035,-0.174,0.092
 Toto-2.0-1B,Toto-2.0-22m,1.0,1.0,1.0,0.052,0.032,0.076
 Toto-2.0-1B,TiRex,0.864,0.682,1.0,0.095,0.037,0.162
@@ -35,6 +37,7 @@ Chronos-2,Toto-2.0-2.5B,0.455,0.273,0.637,0.081,-0.007,0.168
 Chronos-2,Toto-2.0-1B,0.5,0.273,0.727,0.079,-0.009,0.169
 Chronos-2,Chronos-2,0.5,0.5,0.5,0.0,0.0,0.0
 Chronos-2,Toto-2.0-313m,0.545,0.364,0.773,0.088,0.002,0.175
+Chronos-2,TiRex-2,0.545,0.318,0.728,0.033,-0.014,0.087
 Chronos-2,TabPFN-TS-3,0.636,0.409,0.818,0.046,-0.008,0.107
 Chronos-2,Toto-2.0-22m,0.636,0.455,0.818,0.127,0.049,0.204
 Chronos-2,TiRex,0.818,0.636,0.955,0.166,0.087,0.238
@@ -51,6 +54,7 @@ Toto-2.0-313m,Toto-2.0-2.5B,0.318,0.136,0.545,-0.008,-0.019,0.003
 Toto-2.0-313m,Toto-2.0-1B,0.5,0.273,0.682,-0.01,-0.038,0.007
 Toto-2.0-313m,Chronos-2,0.455,0.227,0.636,-0.097,-0.213,-0.002
 Toto-2.0-313m,Toto-2.0-313m,0.5,0.5,0.5,0.0,0.0,0.0
+Toto-2.0-313m,TiRex-2,0.636,0.453,0.818,-0.06,-0.192,0.044
 Toto-2.0-313m,TabPFN-TS-3,0.5,0.273,0.727,-0.046,-0.192,0.085
 Toto-2.0-313m,Toto-2.0-22m,0.909,0.773,1.0,0.043,0.024,0.065
 Toto-2.0-313m,TiRex,0.909,0.773,1.0,0.086,0.034,0.152
@@ -63,10 +67,28 @@ Toto-2.0-313m,Toto-2.0-4m,0.955,0.864,1.0,0.115,0.081,0.151
 Toto-2.0-313m,Moirai-2.0,0.864,0.727,1.0,0.123,0.07,0.187
 Toto-2.0-313m,Chronos-Bolt,0.909,0.773,1.0,0.114,0.071,0.169
 Toto-2.0-313m,Seasonal Naive,1.0,1.0,1.0,0.558,0.455,0.66
+TiRex-2,Toto-2.0-2.5B,0.364,0.182,0.547,0.05,-0.055,0.153
+TiRex-2,Toto-2.0-1B,0.364,0.182,0.591,0.047,-0.055,0.154
+TiRex-2,Chronos-2,0.455,0.272,0.682,-0.034,-0.096,0.014
+TiRex-2,Toto-2.0-313m,0.364,0.182,0.547,0.057,-0.046,0.161
+TiRex-2,TiRex-2,0.5,0.5,0.5,0.0,0.0,0.0
+TiRex-2,TabPFN-TS-3,0.591,0.364,0.773,0.014,-0.056,0.087
+TiRex-2,Toto-2.0-22m,0.545,0.318,0.773,0.097,0.007,0.193
+TiRex-2,TiRex,0.591,0.364,0.774,0.138,0.056,0.22
+TiRex-2,TabPFN-TS,0.727,0.545,0.909,0.095,0.045,0.151
+TiRex-2,TimesFM-2.5,0.818,0.636,0.955,0.138,0.051,0.23
+TiRex-2,FlowState,0.818,0.636,0.955,0.163,0.087,0.239
+TiRex-2,TFT,0.818,0.636,0.955,0.217,0.101,0.338
+TiRex-2,Toto-1.0,0.818,0.636,0.955,0.161,0.068,0.257
+TiRex-2,Toto-2.0-4m,0.955,0.864,1.0,0.165,0.084,0.251
+TiRex-2,Moirai-2.0,0.864,0.727,1.0,0.173,0.101,0.249
+TiRex-2,Chronos-Bolt,0.909,0.773,1.0,0.165,0.094,0.242
+TiRex-2,Seasonal Naive,1.0,1.0,1.0,0.583,0.502,0.659
 TabPFN-TS-3,Toto-2.0-2.5B,0.455,0.227,0.682,0.036,-0.097,0.152
 TabPFN-TS-3,Toto-2.0-1B,0.455,0.227,0.682,0.034,-0.102,0.148
 TabPFN-TS-3,Chronos-2,0.364,0.182,0.591,-0.049,-0.12,0.008
 TabPFN-TS-3,Toto-2.0-313m,0.5,0.273,0.727,0.044,-0.093,0.161
+TabPFN-TS-3,TiRex-2,0.409,0.227,0.636,-0.014,-0.095,0.053
 TabPFN-TS-3,TabPFN-TS-3,0.5,0.5,0.5,0.0,0.0,0.0
 TabPFN-TS-3,Toto-2.0-22m,0.5,0.273,0.682,0.085,-0.028,0.19
 TabPFN-TS-3,TiRex,0.591,0.409,0.818,0.126,0.035,0.216
@@ -83,6 +105,7 @@ Toto-2.0-22m,Toto-2.0-2.5B,0.0,0.0,0.0,-0.053,-0.074,-0.035
 Toto-2.0-22m,Toto-2.0-1B,0.0,0.0,0.0,-0.055,-0.082,-0.033
 Toto-2.0-22m,Chronos-2,0.364,0.182,0.545,-0.145,-0.257,-0.051
 Toto-2.0-22m,Toto-2.0-313m,0.091,0.0,0.227,-0.044,-0.069,-0.025
+Toto-2.0-22m,TiRex-2,0.455,0.227,0.682,-0.108,-0.239,-0.007
 Toto-2.0-22m,TabPFN-TS-3,0.5,0.318,0.727,-0.092,-0.235,0.027
 Toto-2.0-22m,Toto-2.0-22m,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-2.0-22m,TiRex,0.591,0.364,0.773,0.045,0.001,0.099
@@ -99,6 +122,7 @@ TiRex,Toto-2.0-2.5B,0.045,0.0,0.136,-0.102,-0.184,-0.043
 TiRex,Toto-2.0-1B,0.136,0.0,0.318,-0.105,-0.194,-0.038
 TiRex,Chronos-2,0.182,0.045,0.364,-0.199,-0.312,-0.095
 TiRex,Toto-2.0-313m,0.091,0.0,0.227,-0.093,-0.179,-0.036
+TiRex,TiRex-2,0.409,0.226,0.636,-0.159,-0.281,-0.059
 TiRex,TabPFN-TS-3,0.409,0.182,0.591,-0.144,-0.276,-0.036
 TiRex,Toto-2.0-22m,0.409,0.227,0.636,-0.047,-0.109,-0.001
 TiRex,TiRex,0.5,0.5,0.5,0.0,0.0,0.0
@@ -115,6 +139,7 @@ TabPFN-TS,Toto-2.0-2.5B,0.318,0.136,0.5,-0.051,-0.19,0.069
 TabPFN-TS,Toto-2.0-1B,0.273,0.091,0.455,-0.053,-0.192,0.068
 TabPFN-TS,Chronos-2,0.091,0.0,0.227,-0.143,-0.22,-0.074
 TabPFN-TS,Toto-2.0-313m,0.318,0.136,0.5,-0.042,-0.185,0.083
+TabPFN-TS,TiRex-2,0.273,0.091,0.455,-0.105,-0.177,-0.047
 TabPFN-TS,TabPFN-TS-3,0.182,0.045,0.364,-0.09,-0.144,-0.034
 TabPFN-TS,Toto-2.0-22m,0.409,0.182,0.636,0.002,-0.119,0.113
 TabPFN-TS,TiRex,0.409,0.227,0.636,0.047,-0.055,0.142
@@ -131,6 +156,7 @@ TimesFM-2.5,Toto-2.0-2.5B,0.136,0.0,0.318,-0.103,-0.165,-0.051
 TimesFM-2.5,Toto-2.0-1B,0.136,0.0,0.318,-0.105,-0.166,-0.054
 TimesFM-2.5,Chronos-2,0.227,0.045,0.409,-0.2,-0.31,-0.098
 TimesFM-2.5,Toto-2.0-313m,0.227,0.091,0.409,-0.094,-0.159,-0.043
+TimesFM-2.5,TiRex-2,0.182,0.045,0.364,-0.16,-0.3,-0.053
 TimesFM-2.5,TabPFN-TS-3,0.364,0.182,0.591,-0.144,-0.278,-0.035
 TimesFM-2.5,Toto-2.0-22m,0.227,0.091,0.409,-0.047,-0.091,-0.008
 TimesFM-2.5,TiRex,0.364,0.182,0.591,-0.0,-0.035,0.039
@@ -147,6 +173,7 @@ FlowState,Toto-2.0-2.5B,0.091,0.0,0.227,-0.136,-0.204,-0.076
 FlowState,Toto-2.0-1B,0.182,0.045,0.364,-0.139,-0.207,-0.079
 FlowState,Chronos-2,0.091,0.0,0.227,-0.236,-0.343,-0.128
 FlowState,Toto-2.0-313m,0.182,0.045,0.364,-0.127,-0.199,-0.068
+FlowState,TiRex-2,0.182,0.045,0.364,-0.195,-0.314,-0.095
 FlowState,TabPFN-TS-3,0.318,0.136,0.5,-0.179,-0.311,-0.066
 FlowState,Toto-2.0-22m,0.273,0.091,0.455,-0.079,-0.132,-0.032
 FlowState,TiRex,0.409,0.227,0.591,-0.031,-0.079,0.015
@@ -163,6 +190,7 @@ TFT,Toto-2.0-2.5B,0.318,0.136,0.5,-0.213,-0.515,0.004
 TFT,Toto-2.0-1B,0.273,0.091,0.456,-0.217,-0.502,-0.001
 TFT,Chronos-2,0.227,0.091,0.409,-0.32,-0.607,-0.115
 TFT,Toto-2.0-313m,0.318,0.136,0.5,-0.204,-0.509,0.013
+TFT,TiRex-2,0.182,0.045,0.364,-0.277,-0.509,-0.112
 TFT,TabPFN-TS-3,0.364,0.182,0.545,-0.259,-0.523,-0.055
 TFT,Toto-2.0-22m,0.364,0.182,0.591,-0.153,-0.428,0.047
 TFT,TiRex,0.364,0.182,0.591,-0.101,-0.338,0.089
@@ -179,6 +207,7 @@ Toto-1.0,Toto-2.0-2.5B,0.0,0.0,0.0,-0.132,-0.208,-0.079
 Toto-1.0,Toto-2.0-1B,0.045,0.0,0.136,-0.135,-0.212,-0.074
 Toto-1.0,Chronos-2,0.182,0.045,0.364,-0.232,-0.367,-0.119
 Toto-1.0,Toto-2.0-313m,0.045,0.0,0.136,-0.123,-0.195,-0.073
+Toto-1.0,TiRex-2,0.182,0.045,0.364,-0.191,-0.346,-0.073
 Toto-1.0,TabPFN-TS-3,0.318,0.136,0.5,-0.175,-0.329,-0.04
 Toto-1.0,Toto-2.0-22m,0.227,0.091,0.409,-0.076,-0.133,-0.034
 Toto-1.0,TiRex,0.227,0.091,0.409,-0.027,-0.068,0.023
@@ -195,6 +224,7 @@ Toto-2.0-4m,Toto-2.0-2.5B,0.045,0.0,0.136,-0.139,-0.19,-0.097
 Toto-2.0-4m,Toto-2.0-1B,0.0,0.0,0.0,-0.142,-0.2,-0.097
 Toto-2.0-4m,Chronos-2,0.045,0.0,0.136,-0.239,-0.36,-0.134
 Toto-2.0-4m,Toto-2.0-313m,0.045,0.0,0.136,-0.13,-0.178,-0.089
+Toto-2.0-4m,TiRex-2,0.045,0.0,0.136,-0.198,-0.335,-0.092
 Toto-2.0-4m,TabPFN-TS-3,0.273,0.091,0.5,-0.182,-0.332,-0.056
 Toto-2.0-4m,Toto-2.0-22m,0.136,0.0,0.273,-0.082,-0.115,-0.053
 Toto-2.0-4m,TiRex,0.273,0.091,0.456,-0.033,-0.075,0.014
@@ -211,6 +241,7 @@ Moirai-2.0,Toto-2.0-2.5B,0.091,0.0,0.227,-0.149,-0.235,-0.083
 Moirai-2.0,Toto-2.0-1B,0.091,0.0,0.227,-0.152,-0.246,-0.08
 Moirai-2.0,Chronos-2,0.0,0.0,0.0,-0.25,-0.358,-0.155
 Moirai-2.0,Toto-2.0-313m,0.136,0.0,0.273,-0.14,-0.23,-0.075
+Moirai-2.0,TiRex-2,0.136,0.0,0.273,-0.209,-0.331,-0.112
 Moirai-2.0,TabPFN-TS-3,0.182,0.045,0.364,-0.192,-0.315,-0.092
 Moirai-2.0,Toto-2.0-22m,0.227,0.091,0.409,-0.092,-0.16,-0.038
 Moirai-2.0,TiRex,0.182,0.045,0.364,-0.043,-0.066,-0.019
@@ -227,6 +258,7 @@ Chronos-Bolt,Toto-2.0-2.5B,0.045,0.0,0.136,-0.138,-0.208,-0.089
 Chronos-Bolt,Toto-2.0-1B,0.0,0.0,0.0,-0.141,-0.211,-0.088
 Chronos-Bolt,Chronos-2,0.0,0.0,0.0,-0.238,-0.344,-0.145
 Chronos-Bolt,Toto-2.0-313m,0.091,0.0,0.227,-0.129,-0.203,-0.077
+Chronos-Bolt,TiRex-2,0.091,0.0,0.227,-0.197,-0.319,-0.103
 Chronos-Bolt,TabPFN-TS-3,0.182,0.045,0.364,-0.181,-0.302,-0.075
 Chronos-Bolt,Toto-2.0-22m,0.182,0.045,0.364,-0.081,-0.129,-0.045
 Chronos-Bolt,TiRex,0.227,0.091,0.409,-0.033,-0.064,0.001
@@ -243,6 +275,7 @@ Seasonal Naive,Toto-2.0-2.5B,0.0,0.0,0.0,-1.279,-1.944,-0.843
 Seasonal Naive,Toto-2.0-1B,0.0,0.0,0.0,-1.285,-1.951,-0.856
 Seasonal Naive,Chronos-2,0.0,0.0,0.0,-1.48,-2.023,-1.074
 Seasonal Naive,Toto-2.0-313m,0.0,0.0,0.0,-1.262,-1.938,-0.834
+Seasonal Naive,TiRex-2,0.0,0.0,0.0,-1.398,-1.933,-1.009
 Seasonal Naive,TabPFN-TS-3,0.0,0.0,0.0,-1.365,-1.815,-1.005
 Seasonal Naive,Toto-2.0-22m,0.0,0.0,0.0,-1.165,-1.745,-0.768
 Seasonal Naive,TiRex,0.0,0.0,0.0,-1.068,-1.516,-0.736
diff --git a/tables/frequency_monthly_plus/leaderboard_MASE.csv b/tables/frequency_monthly_plus/leaderboard_MASE.csv
index f362aaf4fcee9c46ad94de54c41667168e59b33e..a49fd15fa61d4cfa2b3aeecbd6ea84c4d6b67824 100644
--- a/tables/frequency_monthly_plus/leaderboard_MASE.csv
+++ b/tables/frequency_monthly_plus/leaderboard_MASE.csv
@@ -1,28 +1,29 @@
 model_name,win_rate,skill_score,median_training_time_s_per100,median_inference_time_s_per100,training_corpus_overlap,num_failures
-Stat. Ensemble,77.60180995475113,31.60414865708665,0.0,56.487774234313726,0.0,0.0
-Toto-2.0-22m,77.14932126696834,31.2993373778106,0.0,0.21001374185393257,0.0,0.0
-Toto-2.0-1B,76.24434389140274,31.16022690269088,0.0,2.381899266853933,0.0,0.0
-Chronos-2,75.33936651583713,30.53253625903064,0.0,0.1675622006451613,0.0,0.0
-Toto-2.0-313m,75.11312217194569,31.15599659767092,0.0,0.9843368122580645,0.0,0.0
-Toto-2.0-2.5B,74.66063348416291,31.400325953903085,0.0,5.415773931179775,0.0,0.0
-TiRex,68.77828054298641,29.90729981120045,0.0,0.1428734488764045,0.0,0.0
-FlowState,65.61085972850678,28.94758895718843,0.0,0.8030137029411765,0.11764705882352941,0.0
-AutoETS,63.57466063348417,29.300272925895733,0.0,0.9996816480645161,0.0,0.0
-LightGBM,56.334841628959275,27.443858197799376,0.10358782967741936,0.03398107580645161,0.0,0.0
-TimesFM-2.5,55.88235294117647,27.04334068544614,0.0,0.300447106741573,0.11764705882352941,0.0
-Toto-2.0-4m,54.977375565610856,27.9233382954572,0.0,0.15222966488764048,0.0,0.0
-CatBoost,54.29864253393666,27.034786805136346,2.6764738721212122,0.03868938677419355,0.0,0.0
-TabPFN-TS,53.84615384615385,27.938640079737077,0.0,53.464398235686275,0.0,0.0
-AutoARIMA,50.90497737556561,26.955049688404376,0.0,4.093532921161616,0.0,0.0
-TabPFN-TS-3,48.868778280543,23.824664874707867,0.0,192.7145151529112,0.0,0.0
-Toto-1.0,46.15384615384615,23.90713300847127,0.0,4.575649140757576,0.11764705882352941,0.0
-AutoTheta,45.24886877828054,24.96210622300068,0.0,0.7425851477450981,0.0,0.0
-Drift,39.366515837104075,14.172808114999302,0.0,0.414788997254902,0.0,0.0
-Chronos-Bolt,36.53846153846153,23.415963966234756,0.0,0.11144018651685393,0.0,0.0
-Moirai-2.0,35.85972850678733,21.20036359424431,0.0,0.2131613306839772,0.17647058823529413,0.0
-DeepAR,28.733031674208142,18.404781101049906,375.9662100911765,0.15036647323529412,0.0,0.0
-Sundial-Base,21.266968325791854,14.828732811403134,0.0,7.9919304493548395,0.0,0.0
-PatchTST,19.457013574660635,9.969491749924131,269.84668655656867,0.15002605903225805,0.0,0.0
-Naive,19.230769230769226,4.657015240443951,0.0,0.40925864460784306,0.0,0.0
-TFT,16.515837104072396,7.2631654434387904,331.95714435490197,0.16816778392156864,0.0,0.0
-Seasonal Naive,12.44343891402715,0.0,0.0,0.38861874,0.0,0.0
+TiRex-2,85.40305010893248,33.24685454531935,0.0,0.14946631215993433,0.0,0.0
+Stat. Ensemble,76.25272331154683,31.60414865708665,0.0,56.487774234313726,0.0,0.0
+Toto-2.0-22m,75.59912854030502,31.2993373778106,0.0,0.21001374185393257,0.0,0.0
+Toto-2.0-1B,74.72766884531592,31.16022690269088,0.0,2.381899266853933,0.0,0.0
+Chronos-2,73.63834422657953,30.53253625903064,0.0,0.1675622006451613,0.0,0.0
+Toto-2.0-313m,73.42047930283223,31.15599659767092,0.0,0.9843368122580645,0.0,0.0
+Toto-2.0-2.5B,73.20261437908498,31.400325953903085,0.0,5.415773931179775,0.0,0.0
+TiRex,66.44880174291937,29.90729981120045,0.0,0.1428734488764045,0.0,0.0
+FlowState,64.05228758169935,28.94758895718843,0.0,0.8030137029411765,0.11764705882352941,0.0
+AutoETS,61.8736383442266,29.300272925895733,0.0,0.9996816480645161,0.0,0.0
+TimesFM-2.5,54.68409586056645,27.04334068544614,0.0,0.300447106741573,0.11764705882352941,0.0
+LightGBM,54.46623093681917,27.443858197799376,0.10358782967741936,0.03398107580645161,0.0,0.0
+Toto-2.0-4m,53.1590413943355,27.9233382954572,0.0,0.15222966488764048,0.0,0.0
+CatBoost,52.72331154684097,27.034786805136346,2.6764738721212122,0.03868938677419355,0.0,0.0
+TabPFN-TS,52.505446623093675,27.938640079737077,0.0,53.464398235686275,0.0,0.0
+AutoARIMA,49.4553376906318,26.955049688404376,0.0,4.093532921161616,0.0,0.0
+TabPFN-TS-3,47.7124183006536,23.824664874707867,0.0,192.7145151529112,0.0,0.0
+Toto-1.0,44.880174291939,23.90713300847127,0.0,4.575649140757576,0.11764705882352941,0.0
+AutoTheta,43.79084967320261,24.96210622300068,0.0,0.7425851477450981,0.0,0.0
+Drift,38.12636165577341,14.172808114999302,0.0,0.414788997254902,0.0,0.0
+Chronos-Bolt,35.40305010893246,23.415963966234756,0.0,0.11144018651685393,0.0,0.0
+Moirai-2.0,34.531590413943356,21.20036359424431,0.0,0.2131613306839772,0.17647058823529413,0.0
+DeepAR,27.886710239651414,18.404781101049906,375.9662100911765,0.15036647323529412,0.0,0.0
+Sundial-Base,20.697167755991284,14.828732811403134,0.0,7.9919304493548395,0.0,0.0
+Naive,18.73638344226579,4.657015240443951,0.0,0.40925864460784306,0.0,0.0
+PatchTST,18.73638344226579,9.969491749924131,269.84668655656867,0.15002605903225805,0.0,0.0
+TFT,15.904139433551197,7.2631654434387904,331.95714435490197,0.16816778392156864,0.0,0.0
+Seasonal Naive,11.982570806100217,0.0,0.0,0.38861874,0.0,0.0
diff --git a/tables/frequency_monthly_plus/leaderboard_SQL.csv b/tables/frequency_monthly_plus/leaderboard_SQL.csv
index dae848d11010f6ccb1be5b041e5dddbd5123d16c..e57cd341b7cf43c7889cf7fd151d545b657159a9 100644
--- a/tables/frequency_monthly_plus/leaderboard_SQL.csv
+++ b/tables/frequency_monthly_plus/leaderboard_SQL.csv
@@ -1,28 +1,29 @@
 model_name,win_rate,skill_score,median_training_time_s_per100,median_inference_time_s_per100,training_corpus_overlap,num_failures
-Chronos-2,83.71040723981902,32.50619254796663,0.0,0.1675622006451613,0.0,0.0
-Toto-2.0-313m,80.54298642533938,32.051621507624176,0.0,0.9843368122580645,0.0,0.0
-Toto-2.0-2.5B,80.31674208144798,32.19243757821526,0.0,5.415773931179775,0.0,0.0
-TiRex,80.09049773755656,31.864956165412174,0.0,0.1428734488764045,0.0,0.0
-Toto-2.0-22m,79.41176470588235,31.959072391382303,0.0,0.21001374185393257,0.0,0.0
-Toto-2.0-1B,78.73303167420815,31.736118387059985,0.0,2.381899266853933,0.0,0.0
-FlowState,69.90950226244344,29.756158497560868,0.0,0.8030137029411765,0.11764705882352941,0.0
-Stat. Ensemble,69.00452488687782,30.6194130690149,0.0,56.487774234313726,0.0,0.0
-Toto-2.0-4m,63.57466063348416,29.28469175353858,0.0,0.15222966488764048,0.0,0.0
-TabPFN-TS,63.57466063348416,29.111909362943443,0.0,53.464398235686275,0.0,0.0
-TimesFM-2.5,59.72850678733032,27.453887143184406,0.0,0.300447106741573,0.11764705882352941,0.0
-AutoETS,57.01357466063348,23.93881415260619,0.0,0.9996816480645161,0.0,0.0
-Toto-1.0,53.619909502262445,25.340510079762048,0.0,4.575649140757576,0.11764705882352941,0.0
-TabPFN-TS-3,51.357466063348426,24.72712551313898,0.0,192.7145151529112,0.0,0.0
-Chronos-Bolt,49.886877828054295,25.546718735921615,0.0,0.11144018651685393,0.0,0.0
-AutoARIMA,48.86877828054298,25.353548156637395,0.0,4.093532921161616,0.0,0.0
-Moirai-2.0,42.873303167420815,22.311614601785536,0.0,0.2131613306839772,0.17647058823529413,0.0
-AutoTheta,40.95022624434389,22.773093515453148,0.0,0.7425851477450981,0.0,0.0
-DeepAR,35.74660633484162,18.95227595931224,375.9662100911765,0.15036647323529412,0.0,0.0
-Drift,29.63800904977375,7.532134770506794,0.0,0.414788997254902,0.0,0.0
-PatchTST,23.41628959276018,11.558604544866135,269.84668655656867,0.15002605903225805,0.0,0.0
-LightGBM,22.39819004524887,13.644306827349173,0.10358782967741936,0.03398107580645161,0.0,0.0
-TFT,20.248868778280542,6.970181833006062,331.95714435490197,0.16816778392156864,0.0,0.0
-CatBoost,19.230769230769234,13.157433589700718,2.6764738721212122,0.03868938677419355,0.0,0.0
-Sundial-Base,18.32579185520362,9.655963998764527,0.0,7.9919304493548395,0.0,0.0
-Seasonal Naive,14.027149321266966,0.0,0.0,0.38861874,0.0,0.0
-Naive,13.800904977375566,-2.4793582422915295,0.0,0.40925864460784306,0.0,0.0
+TiRex-2,90.41394335511983,34.61768806108048,0.0,0.14946631215993433,0.0,0.0
+Chronos-2,81.26361655773422,32.50619254796663,0.0,0.1675622006451613,0.0,0.0
+Toto-2.0-2.5B,78.43137254901961,32.19243757821526,0.0,5.415773931179775,0.0,0.0
+Toto-2.0-313m,78.43137254901961,32.051621507624176,0.0,0.9843368122580645,0.0,0.0
+TiRex,77.34204793028321,31.864956165412174,0.0,0.1428734488764045,0.0,0.0
+Toto-2.0-22m,77.34204793028321,31.959072391382303,0.0,0.21001374185393257,0.0,0.0
+Toto-2.0-1B,76.47058823529412,31.736118387059985,0.0,2.381899266853933,0.0,0.0
+FlowState,68.1917211328976,29.756158497560868,0.0,0.8030137029411765,0.11764705882352941,0.0
+Stat. Ensemble,67.1023965141612,30.6194130690149,0.0,56.487774234313726,0.0,0.0
+TabPFN-TS,61.87363834422656,29.111909362943443,0.0,53.464398235686275,0.0,0.0
+Toto-2.0-4m,61.43790849673202,29.28469175353858,0.0,0.15222966488764048,0.0,0.0
+TimesFM-2.5,58.16993464052287,27.453887143184406,0.0,0.300447106741573,0.11764705882352941,0.0
+AutoETS,55.119825708061,23.93881415260619,0.0,0.9996816480645161,0.0,0.0
+Toto-1.0,51.633986928104555,25.340510079762048,0.0,4.575649140757576,0.11764705882352941,0.0
+TabPFN-TS-3,50.108932461873636,24.72712551313898,0.0,192.7145151529112,0.0,0.0
+Chronos-Bolt,48.25708061002179,25.546718735921615,0.0,0.11144018651685393,0.0,0.0
+AutoARIMA,47.49455337690631,25.353548156637395,0.0,4.093532921161616,0.0,0.0
+Moirai-2.0,41.28540305010893,22.311614601785536,0.0,0.2131613306839772,0.17647058823529413,0.0
+AutoTheta,39.65141612200435,22.773093515453148,0.0,0.7425851477450981,0.0,0.0
+DeepAR,34.640522875816984,18.95227595931224,375.9662100911765,0.15036647323529412,0.0,0.0
+Drift,28.75816993464052,7.532134770506794,0.0,0.414788997254902,0.0,0.0
+PatchTST,22.549019607843135,11.558604544866135,269.84668655656867,0.15002605903225805,0.0,0.0
+LightGBM,21.568627450980387,13.644306827349173,0.10358782967741936,0.03398107580645161,0.0,0.0
+TFT,19.49891067538126,6.970181833006062,331.95714435490197,0.16816778392156864,0.0,0.0
+CatBoost,18.51851851851852,13.157433589700718,2.6764738721212122,0.03868938677419355,0.0,0.0
+Sundial-Base,17.647058823529413,9.655963998764527,0.0,7.9919304493548395,0.0,0.0
+Seasonal Naive,13.507625272331152,0.0,0.0,0.38861874,0.0,0.0
+Naive,13.28976034858388,-2.4793582422915295,0.0,0.40925864460784306,0.0,0.0
diff --git a/tables/frequency_monthly_plus/leaderboard_WAPE.csv b/tables/frequency_monthly_plus/leaderboard_WAPE.csv
index bfb221287d562da3ae284bae49e73fd6c8ed2a88..e93624c8275f44075b83b185a48e64d5d4c4442c 100644
--- a/tables/frequency_monthly_plus/leaderboard_WAPE.csv
+++ b/tables/frequency_monthly_plus/leaderboard_WAPE.csv
@@ -1,28 +1,29 @@
 model_name,win_rate,skill_score,median_training_time_s_per100,median_inference_time_s_per100,training_corpus_overlap,num_failures
-Toto-2.0-2.5B,79.63800904977377,32.54976390060501,0.0,5.415773931179775,0.0,0.0
-Toto-2.0-1B,79.41176470588236,32.33165859671511,0.0,2.381899266853933,0.0,0.0
-Toto-2.0-313m,77.60180995475115,31.93453427610564,0.0,0.9843368122580645,0.0,0.0
-Toto-2.0-22m,72.39819004524885,31.522233947421352,0.0,0.21001374185393257,0.0,0.0
-TiRex,69.23076923076921,30.081050457081993,0.0,0.1428734488764045,0.0,0.0
-Chronos-2,69.00452488687782,31.178074157120616,0.0,0.1675622006451613,0.0,0.0
-Stat. Ensemble,66.9683257918552,31.77302727530469,0.0,56.487774234313726,0.0,0.0
-TimesFM-2.5,64.70588235294117,28.807733540481053,0.0,0.300447106741573,0.11764705882352941,0.0
-TabPFN-TS,64.47963800904978,31.21110067813505,0.0,53.464398235686275,0.0,0.0
-FlowState,62.89592760180995,30.765940098594292,0.0,0.8030137029411765,0.11764705882352941,0.0
-TabPFN-TS-3,58.371040723981906,26.27778339285762,0.0,192.7145151529112,0.0,0.0
-AutoETS,57.01357466063348,28.748363429468192,0.0,0.9996816480645161,0.0,0.0
-Toto-2.0-4m,52.03619909502263,26.31180740104997,0.0,0.15222966488764048,0.0,0.0
-Toto-1.0,51.13122171945701,24.751569683371734,0.0,4.575649140757576,0.11764705882352941,0.0
-AutoARIMA,49.547511312217196,28.81554958594127,0.0,4.093532921161616,0.0,0.0
-CatBoost,46.380090497737555,24.472736703476706,2.6764738721212122,0.03868938677419355,0.0,0.0
-LightGBM,43.21266968325791,23.39157666623001,0.10358782967741936,0.03398107580645161,0.0,0.0
-Chronos-Bolt,42.64705882352941,21.777971337308443,0.0,0.11144018651685393,0.0,0.0
-Moirai-2.0,42.42081447963801,19.902281176879587,0.0,0.2131613306839772,0.17647058823529413,0.0
-AutoTheta,37.78280542986425,23.951462230472398,0.0,0.7425851477450981,0.0,0.0
-Drift,35.52036199095023,12.00859537363812,0.0,0.414788997254902,0.0,0.0
-Naive,24.886877828054292,4.816376316650361,0.0,0.40925864460784306,0.0,0.0
-DeepAR,23.076923076923077,14.69276032297161,375.9662100911765,0.15036647323529412,0.0,0.0
-TFT,22.39819004524887,5.59099536017399,331.95714435490197,0.16816778392156864,0.0,0.0
-Sundial-Base,21.493212669683253,11.581561029743536,0.0,7.9919304493548395,0.0,0.0
-PatchTST,19.457013574660635,8.6187097646932,269.84668655656867,0.15002605903225805,0.0,0.0
-Seasonal Naive,16.289592760180994,0.0,0.0,0.38861874,0.0,0.0
+TiRex-2,85.62091503267976,35.47709683274377,0.0,0.14946631215993433,0.0,0.0
+Toto-2.0-2.5B,78.21350762527234,32.54976390060501,0.0,5.415773931179775,0.0,0.0
+Toto-2.0-1B,77.99564270152507,32.33165859671511,0.0,2.381899266853933,0.0,0.0
+Toto-2.0-313m,75.8169934640523,31.93453427610564,0.0,0.9843368122580645,0.0,0.0
+Toto-2.0-22m,70.80610021786492,31.522233947421352,0.0,0.21001374185393257,0.0,0.0
+Chronos-2,67.53812636165577,31.178074157120616,0.0,0.1675622006451613,0.0,0.0
+TiRex,67.1023965141612,30.081050457081993,0.0,0.1428734488764045,0.0,0.0
+Stat. Ensemble,65.359477124183,31.77302727530469,0.0,56.487774234313726,0.0,0.0
+TabPFN-TS,63.18082788671023,31.21110067813505,0.0,53.464398235686275,0.0,0.0
+TimesFM-2.5,63.18082788671023,28.807733540481053,0.0,0.300447106741573,0.11764705882352941,0.0
+FlowState,61.43790849673203,30.765940098594292,0.0,0.8030137029411765,0.11764705882352941,0.0
+TabPFN-TS-3,57.080610021786505,26.27778339285762,0.0,192.7145151529112,0.0,0.0
+AutoETS,55.55555555555556,28.748363429468192,0.0,0.9996816480645161,0.0,0.0
+Toto-2.0-4m,50.326797385620914,26.31180740104997,0.0,0.15222966488764048,0.0,0.0
+Toto-1.0,49.4553376906318,24.751569683371734,0.0,4.575649140757576,0.11764705882352941,0.0
+AutoARIMA,48.148148148148145,28.81554958594127,0.0,4.093532921161616,0.0,0.0
+CatBoost,45.09803921568627,24.472736703476706,2.6764738721212122,0.03868938677419355,0.0,0.0
+LightGBM,41.83006535947712,23.39157666623001,0.10358782967741936,0.03398107580645161,0.0,0.0
+Chronos-Bolt,41.067538126361654,21.777971337308443,0.0,0.11144018651685393,0.0,0.0
+Moirai-2.0,40.849673202614376,19.902281176879587,0.0,0.2131613306839772,0.17647058823529413,0.0
+AutoTheta,36.60130718954248,23.951462230472398,0.0,0.7425851477450981,0.0,0.0
+Drift,34.42265795206972,12.00859537363812,0.0,0.414788997254902,0.0,0.0
+Naive,24.183006535947705,4.816376316650361,0.0,0.40925864460784306,0.0,0.0
+DeepAR,22.22222222222222,14.69276032297161,375.9662100911765,0.15036647323529412,0.0,0.0
+TFT,21.56862745098039,5.59099536017399,331.95714435490197,0.16816778392156864,0.0,0.0
+Sundial-Base,20.91503267973856,11.581561029743536,0.0,7.9919304493548395,0.0,0.0
+PatchTST,18.736383442265794,8.6187097646932,269.84668655656867,0.15002605903225805,0.0,0.0
+Seasonal Naive,15.68627450980392,0.0,0.0,0.38861874,0.0,0.0
diff --git a/tables/frequency_monthly_plus/leaderboard_WQL.csv b/tables/frequency_monthly_plus/leaderboard_WQL.csv
index cd3637c6d6aa3bdb1019a1b0b099964ffbc444ed..72915d842c21ab13e78ecffcfeb38b80779fd2d7 100644
--- a/tables/frequency_monthly_plus/leaderboard_WQL.csv
+++ b/tables/frequency_monthly_plus/leaderboard_WQL.csv
@@ -1,28 +1,29 @@
 model_name,win_rate,skill_score,median_training_time_s_per100,median_inference_time_s_per100,training_corpus_overlap,num_failures
-Toto-2.0-2.5B,79.86425339366518,36.07056206795182,0.0,5.415773931179775,0.0,0.0
-Toto-2.0-1B,78.95927601809956,35.540112055824814,0.0,2.381899266853933,0.0,0.0
-Toto-2.0-313m,78.50678733031674,35.622311533639696,0.0,0.9843368122580645,0.0,0.0
-Toto-2.0-22m,76.0180995475113,35.59416781126772,0.0,0.21001374185393257,0.0,0.0
-Chronos-2,75.33936651583709,35.31685152461066,0.0,0.1675622006451613,0.0,0.0
-TiRex,74.88687782805428,34.840937302524225,0.0,0.1428734488764045,0.0,0.0
-FlowState,69.90950226244344,34.78764265431883,0.0,0.8030137029411765,0.11764705882352941,0.0
-TabPFN-TS,69.23076923076921,35.14923905262079,0.0,53.464398235686275,0.0,0.0
-TimesFM-2.5,67.6470588235294,33.1611996370734,0.0,0.300447106741573,0.11764705882352941,0.0
-TabPFN-TS-3,62.66968325791855,30.905989094188435,0.0,192.7145151529112,0.0,0.0
-Stat. Ensemble,61.76470588235294,31.993182268159337,0.0,56.487774234313726,0.0,0.0
-Toto-2.0-4m,59.5022624434389,31.49502571678424,0.0,0.15222966488764048,0.0,0.0
-Toto-1.0,57.23981900452488,29.814447214956086,0.0,4.575649140757576,0.11764705882352941,0.0
-AutoETS,54.07239819004525,30.176887641206196,0.0,0.9996816480645161,0.0,0.0
-Chronos-Bolt,51.24434389140272,27.87011707717124,0.0,0.11144018651685393,0.0,0.0
-Moirai-2.0,48.98190045248869,25.330398382950904,0.0,0.2131613306839772,0.17647058823529413,0.0
-AutoARIMA,47.28506787330316,27.948988222402328,0.0,4.093532921161616,0.0,0.0
-AutoTheta,39.14027149321266,22.687211866018643,0.0,0.7425851477450981,0.0,0.0
-DeepAR,28.73303167420815,16.415472979310586,375.9662100911765,0.15036647323529412,0.0,0.0
-PatchTST,24.547511312217193,13.012464361157516,269.84668655656867,0.15002605903225805,0.0,0.0
-Drift,24.208144796380086,4.105439375083986,0.0,0.414788997254902,0.0,0.0
-TFT,23.190045248868778,7.687085486183776,331.95714435490197,0.16816778392156864,0.0,0.0
-CatBoost,22.171945701357462,13.410408922172534,2.6764738721212122,0.03868938677419355,0.0,0.0
-LightGBM,21.266968325791854,12.170893500780867,0.10358782967741936,0.03398107580645161,0.0,0.0
-Sundial-Base,20.814479638009047,11.214833669530645,0.0,7.9919304493548395,0.0,0.0
-Seasonal Naive,17.194570135746602,0.0,0.0,0.38861874,0.0,0.0
-Naive,15.610859728506787,-4.030261072578956,0.0,0.40925864460784306,0.0,0.0
+TiRex-2,88.45315904139434,39.37251974458233,0.0,0.14946631215993433,0.0,0.0
+Toto-2.0-2.5B,78.21350762527234,36.07056206795182,0.0,5.415773931179775,0.0,0.0
+Toto-2.0-1B,77.12418300653596,35.540112055824814,0.0,2.381899266853933,0.0,0.0
+Toto-2.0-313m,76.25272331154683,35.622311533639696,0.0,0.9843368122580645,0.0,0.0
+Toto-2.0-22m,74.07407407407406,35.59416781126772,0.0,0.21001374185393257,0.0,0.0
+Chronos-2,73.42047930283222,35.31685152461066,0.0,0.1675622006451613,0.0,0.0
+TiRex,72.33115468409585,34.840937302524225,0.0,0.1428734488764045,0.0,0.0
+FlowState,67.97385620915031,34.78764265431883,0.0,0.8030137029411765,0.11764705882352941,0.0
+TabPFN-TS,67.97385620915031,35.14923905262079,0.0,53.464398235686275,0.0,0.0
+TimesFM-2.5,66.01307189542483,33.1611996370734,0.0,0.300447106741573,0.11764705882352941,0.0
+TabPFN-TS-3,61.220043572984736,30.905989094188435,0.0,192.7145151529112,0.0,0.0
+Stat. Ensemble,60.130718954248366,31.993182268159337,0.0,56.487774234313726,0.0,0.0
+Toto-2.0-4m,57.51633986928104,31.49502571678424,0.0,0.15222966488764048,0.0,0.0
+Toto-1.0,55.33769063180828,29.814447214956086,0.0,4.575649140757576,0.11764705882352941,0.0
+AutoETS,52.505446623093675,30.176887641206196,0.0,0.9996816480645161,0.0,0.0
+Chronos-Bolt,49.346405228758165,27.87011707717124,0.0,0.11144018651685393,0.0,0.0
+Moirai-2.0,47.1677559912854,25.330398382950904,0.0,0.2131613306839772,0.17647058823529413,0.0
+AutoARIMA,45.96949891067538,27.948988222402328,0.0,4.093532921161616,0.0,0.0
+AutoTheta,37.90849673202614,22.687211866018643,0.0,0.7425851477450981,0.0,0.0
+DeepAR,27.668845315904143,16.415472979310586,375.9662100911765,0.15036647323529412,0.0,0.0
+PatchTST,23.638344226579516,13.012464361157516,269.84668655656867,0.15002605903225805,0.0,0.0
+Drift,23.529411764705877,4.105439375083986,0.0,0.414788997254902,0.0,0.0
+TFT,22.33115468409586,7.687085486183776,331.95714435490197,0.16816778392156864,0.0,0.0
+CatBoost,21.568627450980387,13.410408922172534,2.6764738721212122,0.03868938677419355,0.0,0.0
+LightGBM,20.697167755991284,12.170893500780867,0.10358782967741936,0.03398107580645161,0.0,0.0
+Sundial-Base,20.043572984749453,11.214833669530645,0.0,7.9919304493548395,0.0,0.0
+Seasonal Naive,16.557734204793025,0.0,0.0,0.38861874,0.0,0.0
+Naive,15.032679738562091,-4.030261072578956,0.0,0.40925864460784306,0.0,0.0
diff --git a/tables/frequency_monthly_plus/pairwise_MASE.csv b/tables/frequency_monthly_plus/pairwise_MASE.csv
index 1045789c6fdb65ff12d9d94b762cf196f7965c60..4529dce7bc88af48665242622928e7f95856241d 100644
--- a/tables/frequency_monthly_plus/pairwise_MASE.csv
+++ b/tables/frequency_monthly_plus/pairwise_MASE.csv
@@ -1,4 +1,22 @@
 model_1,model_2,win_rate,win_rate_lower,win_rate_upper,skill_score,skill_score_lower,skill_score_upper
+TiRex-2,TiRex-2,0.5,0.5,0.5,0.0,0.0,0.0
+TiRex-2,Toto-2.0-1B,0.647,0.412,0.882,0.03,0.005,0.054
+TiRex-2,Stat. Ensemble,0.588,0.353,0.824,0.024,-0.007,0.057
+TiRex-2,Toto-2.0-22m,0.647,0.412,0.882,0.028,0.007,0.05
+TiRex-2,Toto-2.0-2.5B,0.647,0.412,0.882,0.027,-0.003,0.055
+TiRex-2,Chronos-2,0.706,0.471,0.882,0.039,-0.002,0.087
+TiRex-2,Toto-2.0-313m,0.706,0.471,0.882,0.03,0.006,0.054
+TiRex-2,TiRex,0.941,0.824,1.0,0.048,0.026,0.075
+TiRex-2,FlowState,0.765,0.529,0.941,0.061,0.013,0.115
+TiRex-2,AutoETS,0.824,0.647,1.0,0.056,0.028,0.089
+TiRex-2,LightGBM,0.941,0.824,1.0,0.08,0.041,0.117
+TiRex-2,TimesFM-2.5,0.765,0.529,0.941,0.085,0.044,0.129
+TiRex-2,CatBoost,0.882,0.706,1.0,0.085,0.047,0.123
+TiRex-2,Toto-2.0-4m,0.941,0.824,1.0,0.074,0.047,0.1
+TiRex-2,TabPFN-TS,0.824,0.647,1.0,0.074,0.034,0.112
+TiRex-2,Chronos-Bolt,0.941,0.824,1.0,0.128,0.085,0.172
+TiRex-2,Seasonal Naive,1.0,1.0,1.0,0.332,0.233,0.438
+Toto-2.0-1B,TiRex-2,0.353,0.118,0.588,-0.031,-0.057,-0.005
 Toto-2.0-1B,Toto-2.0-1B,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-2.0-1B,Stat. Ensemble,0.588,0.353,0.824,-0.006,-0.051,0.032
 Toto-2.0-1B,Toto-2.0-22m,0.588,0.353,0.824,-0.002,-0.028,0.02
@@ -13,9 +31,9 @@ Toto-2.0-1B,TimesFM-2.5,0.765,0.529,0.941,0.056,0.027,0.085
 Toto-2.0-1B,CatBoost,0.765,0.529,0.941,0.057,0.003,0.101
 Toto-2.0-1B,Toto-2.0-4m,0.882,0.706,1.0,0.045,0.013,0.078
 Toto-2.0-1B,TabPFN-TS,0.706,0.471,0.882,0.045,0.001,0.087
-Toto-2.0-1B,AutoARIMA,0.882,0.706,1.0,0.058,0.006,0.11
 Toto-2.0-1B,Chronos-Bolt,0.882,0.706,1.0,0.101,0.063,0.141
 Toto-2.0-1B,Seasonal Naive,0.941,0.824,1.0,0.312,0.216,0.412
+Stat. Ensemble,TiRex-2,0.412,0.176,0.647,-0.025,-0.061,0.007
 Stat. Ensemble,Toto-2.0-1B,0.412,0.176,0.647,0.006,-0.033,0.049
 Stat. Ensemble,Stat. Ensemble,0.5,0.5,0.5,0.0,0.0,0.0
 Stat. Ensemble,Toto-2.0-22m,0.412,0.176,0.647,0.004,-0.028,0.037
@@ -30,9 +48,9 @@ Stat. Ensemble,TimesFM-2.5,0.765,0.529,0.941,0.063,0.02,0.109
 Stat. Ensemble,CatBoost,0.765,0.529,0.941,0.063,0.026,0.099
 Stat. Ensemble,Toto-2.0-4m,0.706,0.471,0.882,0.051,0.016,0.088
 Stat. Ensemble,TabPFN-TS,0.824,0.647,1.0,0.051,0.016,0.082
-Stat. Ensemble,AutoARIMA,0.882,0.706,1.0,0.064,0.031,0.113
 Stat. Ensemble,Chronos-Bolt,0.941,0.824,1.0,0.107,0.064,0.147
 Stat. Ensemble,Seasonal Naive,1.0,1.0,1.0,0.316,0.229,0.413
+Toto-2.0-22m,TiRex-2,0.353,0.118,0.588,-0.029,-0.052,-0.007
 Toto-2.0-22m,Toto-2.0-1B,0.412,0.176,0.647,0.002,-0.02,0.027
 Toto-2.0-22m,Stat. Ensemble,0.588,0.353,0.824,-0.004,-0.038,0.027
 Toto-2.0-22m,Toto-2.0-22m,0.5,0.5,0.5,0.0,0.0,0.0
@@ -47,9 +65,9 @@ Toto-2.0-22m,TimesFM-2.5,0.706,0.471,0.941,0.058,0.013,0.101
 Toto-2.0-22m,CatBoost,0.706,0.471,0.941,0.058,0.018,0.098
 Toto-2.0-22m,Toto-2.0-4m,1.0,1.0,1.0,0.047,0.031,0.062
 Toto-2.0-22m,TabPFN-TS,0.706,0.471,0.884,0.047,-0.001,0.09
-Toto-2.0-22m,AutoARIMA,0.765,0.529,0.941,0.059,0.008,0.12
 Toto-2.0-22m,Chronos-Bolt,1.0,1.0,1.0,0.103,0.064,0.144
 Toto-2.0-22m,Seasonal Naive,1.0,1.0,1.0,0.313,0.212,0.418
+Toto-2.0-2.5B,TiRex-2,0.353,0.118,0.588,-0.028,-0.058,0.003
 Toto-2.0-2.5B,Toto-2.0-1B,0.471,0.235,0.706,0.003,-0.008,0.014
 Toto-2.0-2.5B,Stat. Ensemble,0.471,0.235,0.706,-0.003,-0.044,0.036
 Toto-2.0-2.5B,Toto-2.0-22m,0.471,0.235,0.707,0.001,-0.023,0.025
@@ -64,9 +82,9 @@ Toto-2.0-2.5B,TimesFM-2.5,0.824,0.588,1.0,0.06,0.03,0.089
 Toto-2.0-2.5B,CatBoost,0.706,0.471,0.941,0.06,0.007,0.106
 Toto-2.0-2.5B,Toto-2.0-4m,0.765,0.529,0.941,0.048,0.015,0.084
 Toto-2.0-2.5B,TabPFN-TS,0.765,0.588,0.941,0.048,0.009,0.087
-Toto-2.0-2.5B,AutoARIMA,0.824,0.647,1.0,0.061,0.007,0.117
 Toto-2.0-2.5B,Chronos-Bolt,0.882,0.706,1.0,0.104,0.064,0.143
 Toto-2.0-2.5B,Seasonal Naive,0.941,0.824,1.0,0.314,0.218,0.412
+Chronos-2,TiRex-2,0.294,0.118,0.529,-0.041,-0.095,0.002
 Chronos-2,Toto-2.0-1B,0.529,0.294,0.765,-0.009,-0.051,0.026
 Chronos-2,Stat. Ensemble,0.471,0.235,0.706,-0.016,-0.062,0.023
 Chronos-2,Toto-2.0-22m,0.529,0.294,0.765,-0.011,-0.057,0.031
@@ -81,9 +99,9 @@ Chronos-2,TimesFM-2.5,0.706,0.471,0.882,0.048,0.01,0.084
 Chronos-2,CatBoost,0.706,0.471,0.882,0.048,-0.009,0.101
 Chronos-2,Toto-2.0-4m,0.706,0.471,0.882,0.036,-0.019,0.089
 Chronos-2,TabPFN-TS,0.765,0.529,0.941,0.036,0.002,0.066
-Chronos-2,AutoARIMA,0.765,0.529,0.941,0.049,-0.011,0.112
 Chronos-2,Chronos-Bolt,1.0,1.0,1.0,0.093,0.054,0.135
 Chronos-2,Seasonal Naive,1.0,1.0,1.0,0.305,0.224,0.397
+Toto-2.0-313m,TiRex-2,0.294,0.118,0.529,-0.031,-0.057,-0.006
 Toto-2.0-313m,Toto-2.0-1B,0.412,0.176,0.647,-0.0,-0.008,0.008
 Toto-2.0-313m,Stat. Ensemble,0.529,0.294,0.765,-0.007,-0.047,0.031
 Toto-2.0-313m,Toto-2.0-22m,0.471,0.235,0.706,-0.002,-0.023,0.016
@@ -98,9 +116,9 @@ Toto-2.0-313m,TimesFM-2.5,0.765,0.529,0.941,0.056,0.024,0.089
 Toto-2.0-313m,CatBoost,0.706,0.471,0.941,0.056,0.006,0.101
 Toto-2.0-313m,Toto-2.0-4m,0.765,0.529,0.941,0.045,0.016,0.075
 Toto-2.0-313m,TabPFN-TS,0.824,0.647,1.0,0.045,0.004,0.084
-Toto-2.0-313m,AutoARIMA,0.824,0.647,1.0,0.058,0.005,0.114
 Toto-2.0-313m,Chronos-Bolt,0.941,0.824,1.0,0.101,0.062,0.141
 Toto-2.0-313m,Seasonal Naive,1.0,1.0,1.0,0.312,0.214,0.412
+TiRex,TiRex-2,0.059,0.0,0.176,-0.05,-0.081,-0.027
 TiRex,Toto-2.0-1B,0.294,0.059,0.529,-0.018,-0.046,0.005
 TiRex,Stat. Ensemble,0.294,0.118,0.529,-0.025,-0.064,0.009
 TiRex,Toto-2.0-22m,0.412,0.176,0.647,-0.02,-0.049,0.005
@@ -115,9 +133,9 @@ TiRex,TimesFM-2.5,0.647,0.412,0.882,0.039,0.007,0.081
 TiRex,CatBoost,0.824,0.647,1.0,0.039,-0.005,0.082
 TiRex,Toto-2.0-4m,0.647,0.412,0.882,0.028,-0.011,0.063
 TiRex,TabPFN-TS,0.765,0.529,0.941,0.027,-0.008,0.062
-TiRex,AutoARIMA,0.647,0.412,0.882,0.04,-0.017,0.107
 TiRex,Chronos-Bolt,0.882,0.706,1.0,0.085,0.048,0.123
 TiRex,Seasonal Naive,1.0,1.0,1.0,0.299,0.202,0.402
+FlowState,TiRex-2,0.235,0.059,0.471,-0.064,-0.13,-0.013
 FlowState,Toto-2.0-1B,0.353,0.118,0.588,-0.032,-0.084,0.022
 FlowState,Stat. Ensemble,0.353,0.118,0.588,-0.039,-0.087,-0.002
 FlowState,Toto-2.0-22m,0.353,0.118,0.588,-0.034,-0.093,0.016
@@ -132,9 +150,9 @@ FlowState,TimesFM-2.5,0.588,0.353,0.794,0.026,-0.019,0.075
 FlowState,CatBoost,0.706,0.471,0.882,0.026,-0.024,0.069
 FlowState,Toto-2.0-4m,0.588,0.353,0.824,0.014,-0.048,0.064
 FlowState,TabPFN-TS,0.588,0.353,0.824,0.014,-0.033,0.054
-FlowState,AutoARIMA,0.706,0.471,0.941,0.027,-0.002,0.053
 FlowState,Chronos-Bolt,0.882,0.735,0.971,0.072,0.028,0.113
 FlowState,Seasonal Naive,1.0,1.0,1.0,0.289,0.21,0.371
+AutoETS,TiRex-2,0.176,0.0,0.353,-0.059,-0.097,-0.029
 AutoETS,Toto-2.0-1B,0.294,0.118,0.529,-0.027,-0.063,0.005
 AutoETS,Stat. Ensemble,0.235,0.059,0.471,-0.034,-0.057,-0.013
 AutoETS,Toto-2.0-22m,0.353,0.118,0.588,-0.029,-0.058,-0.001
@@ -149,9 +167,9 @@ AutoETS,TimesFM-2.5,0.647,0.412,0.882,0.031,-0.008,0.074
 AutoETS,CatBoost,0.529,0.294,0.765,0.031,-0.011,0.071
 AutoETS,Toto-2.0-4m,0.529,0.294,0.765,0.019,-0.016,0.055
 AutoETS,TabPFN-TS,0.588,0.353,0.824,0.019,-0.012,0.046
-AutoETS,AutoARIMA,0.706,0.471,0.884,0.032,-0.015,0.092
 AutoETS,Chronos-Bolt,0.765,0.529,0.941,0.077,0.039,0.114
 AutoETS,Seasonal Naive,1.0,1.0,1.0,0.293,0.204,0.392
+LightGBM,TiRex-2,0.059,0.0,0.176,-0.087,-0.132,-0.043
 LightGBM,Toto-2.0-1B,0.353,0.118,0.588,-0.054,-0.111,0.005
 LightGBM,Stat. Ensemble,0.235,0.059,0.471,-0.061,-0.102,-0.023
 LightGBM,Toto-2.0-22m,0.235,0.059,0.471,-0.056,-0.105,-0.011
@@ -166,9 +184,9 @@ LightGBM,TimesFM-2.5,0.529,0.294,0.765,0.005,-0.061,0.069
 LightGBM,CatBoost,0.588,0.353,0.824,0.006,-0.006,0.018
 LightGBM,Toto-2.0-4m,0.412,0.176,0.647,-0.007,-0.051,0.035
 LightGBM,TabPFN-TS,0.647,0.412,0.882,-0.007,-0.067,0.045
-LightGBM,AutoARIMA,0.412,0.176,0.647,0.007,-0.046,0.067
 LightGBM,Chronos-Bolt,0.765,0.529,0.941,0.053,-0.002,0.101
 LightGBM,Seasonal Naive,0.765,0.529,0.941,0.274,0.168,0.383
+TimesFM-2.5,TiRex-2,0.235,0.059,0.471,-0.093,-0.149,-0.046
 TimesFM-2.5,Toto-2.0-1B,0.235,0.059,0.471,-0.06,-0.093,-0.028
 TimesFM-2.5,Stat. Ensemble,0.235,0.059,0.471,-0.067,-0.122,-0.021
 TimesFM-2.5,Toto-2.0-22m,0.294,0.059,0.529,-0.062,-0.112,-0.013
@@ -183,9 +201,9 @@ TimesFM-2.5,TimesFM-2.5,0.5,0.5,0.5,0.0,0.0,0.0
 TimesFM-2.5,CatBoost,0.471,0.235,0.706,0.0,-0.063,0.061
 TimesFM-2.5,Toto-2.0-4m,0.471,0.235,0.706,-0.012,-0.068,0.045
 TimesFM-2.5,TabPFN-TS,0.529,0.294,0.765,-0.012,-0.056,0.029
-TimesFM-2.5,AutoARIMA,0.529,0.294,0.765,0.001,-0.051,0.043
 TimesFM-2.5,Chronos-Bolt,0.706,0.5,0.882,0.047,0.009,0.085
 TimesFM-2.5,Seasonal Naive,0.941,0.824,1.0,0.27,0.182,0.363
+CatBoost,TiRex-2,0.118,0.0,0.294,-0.093,-0.14,-0.05
 CatBoost,Toto-2.0-1B,0.235,0.059,0.471,-0.06,-0.113,-0.004
 CatBoost,Stat. Ensemble,0.235,0.059,0.471,-0.067,-0.11,-0.026
 CatBoost,Toto-2.0-22m,0.294,0.059,0.529,-0.062,-0.109,-0.018
@@ -200,9 +218,9 @@ CatBoost,TimesFM-2.5,0.529,0.294,0.765,-0.0,-0.064,0.059
 CatBoost,CatBoost,0.5,0.5,0.5,0.0,0.0,0.0
 CatBoost,Toto-2.0-4m,0.412,0.176,0.647,-0.012,-0.058,0.029
 CatBoost,TabPFN-TS,0.588,0.353,0.824,-0.013,-0.07,0.037
-CatBoost,AutoARIMA,0.471,0.235,0.706,0.001,-0.049,0.053
 CatBoost,Chronos-Bolt,0.824,0.588,1.0,0.047,-0.005,0.09
 CatBoost,Seasonal Naive,0.824,0.647,1.0,0.27,0.167,0.376
+Toto-2.0-4m,TiRex-2,0.059,0.0,0.176,-0.08,-0.112,-0.05
 Toto-2.0-4m,Toto-2.0-1B,0.118,0.0,0.294,-0.047,-0.084,-0.013
 Toto-2.0-4m,Stat. Ensemble,0.294,0.118,0.529,-0.054,-0.097,-0.016
 Toto-2.0-4m,Toto-2.0-22m,0.0,0.0,0.0,-0.049,-0.066,-0.032
@@ -217,9 +235,9 @@ Toto-2.0-4m,TimesFM-2.5,0.529,0.294,0.765,0.012,-0.047,0.064
 Toto-2.0-4m,CatBoost,0.588,0.353,0.824,0.012,-0.029,0.055
 Toto-2.0-4m,Toto-2.0-4m,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-2.0-4m,TabPFN-TS,0.471,0.235,0.706,-0.0,-0.058,0.054
-Toto-2.0-4m,AutoARIMA,0.529,0.294,0.765,0.013,-0.047,0.076
 Toto-2.0-4m,Chronos-Bolt,0.588,0.353,0.824,0.059,0.018,0.102
 Toto-2.0-4m,Seasonal Naive,0.882,0.706,1.0,0.279,0.167,0.395
+TabPFN-TS,TiRex-2,0.176,0.0,0.353,-0.08,-0.127,-0.035
 TabPFN-TS,Toto-2.0-1B,0.294,0.118,0.529,-0.047,-0.096,-0.001
 TabPFN-TS,Stat. Ensemble,0.176,0.0,0.353,-0.054,-0.09,-0.016
 TabPFN-TS,Toto-2.0-22m,0.294,0.116,0.529,-0.049,-0.099,0.001
@@ -234,26 +252,9 @@ TabPFN-TS,TimesFM-2.5,0.471,0.235,0.706,0.012,-0.03,0.053
 TabPFN-TS,CatBoost,0.412,0.176,0.647,0.012,-0.039,0.065
 TabPFN-TS,Toto-2.0-4m,0.529,0.294,0.765,0.0,-0.058,0.054
 TabPFN-TS,TabPFN-TS,0.5,0.5,0.5,0.0,0.0,0.0
-TabPFN-TS,AutoARIMA,0.529,0.294,0.765,0.013,-0.036,0.066
 TabPFN-TS,Chronos-Bolt,0.588,0.353,0.824,0.059,0.011,0.101
 TabPFN-TS,Seasonal Naive,1.0,1.0,1.0,0.279,0.194,0.368
-AutoARIMA,Toto-2.0-1B,0.118,0.0,0.294,-0.061,-0.124,-0.006
-AutoARIMA,Stat. Ensemble,0.118,0.0,0.294,-0.068,-0.128,-0.032
-AutoARIMA,Toto-2.0-22m,0.235,0.059,0.471,-0.063,-0.136,-0.008
-AutoARIMA,Toto-2.0-2.5B,0.176,0.0,0.353,-0.065,-0.133,-0.007
-AutoARIMA,Chronos-2,0.235,0.059,0.471,-0.051,-0.126,0.011
-AutoARIMA,Toto-2.0-313m,0.176,0.0,0.353,-0.061,-0.128,-0.005
-AutoARIMA,TiRex,0.353,0.118,0.588,-0.042,-0.12,0.016
-AutoARIMA,FlowState,0.294,0.059,0.529,-0.028,-0.057,0.002
-AutoARIMA,AutoETS,0.294,0.116,0.529,-0.033,-0.101,0.015
-AutoARIMA,LightGBM,0.588,0.353,0.824,-0.007,-0.071,0.044
-AutoARIMA,TimesFM-2.5,0.471,0.235,0.706,-0.001,-0.045,0.049
-AutoARIMA,CatBoost,0.529,0.294,0.765,-0.001,-0.056,0.047
-AutoARIMA,Toto-2.0-4m,0.471,0.235,0.706,-0.013,-0.083,0.045
-AutoARIMA,TabPFN-TS,0.471,0.235,0.706,-0.014,-0.071,0.035
-AutoARIMA,AutoARIMA,0.5,0.5,0.5,0.0,0.0,0.0
-AutoARIMA,Chronos-Bolt,0.588,0.353,0.765,0.046,-0.003,0.093
-AutoARIMA,Seasonal Naive,1.0,1.0,1.0,0.27,0.184,0.362
+Chronos-Bolt,TiRex-2,0.059,0.0,0.176,-0.147,-0.208,-0.093
 Chronos-Bolt,Toto-2.0-1B,0.118,0.0,0.294,-0.112,-0.164,-0.067
 Chronos-Bolt,Stat. Ensemble,0.059,0.0,0.176,-0.12,-0.172,-0.068
 Chronos-Bolt,Toto-2.0-22m,0.0,0.0,0.0,-0.115,-0.168,-0.068
@@ -268,9 +269,9 @@ Chronos-Bolt,TimesFM-2.5,0.294,0.118,0.5,-0.05,-0.093,-0.009
 Chronos-Bolt,CatBoost,0.176,0.0,0.412,-0.05,-0.099,0.005
 Chronos-Bolt,Toto-2.0-4m,0.412,0.176,0.647,-0.063,-0.113,-0.018
 Chronos-Bolt,TabPFN-TS,0.412,0.176,0.647,-0.063,-0.113,-0.012
-Chronos-Bolt,AutoARIMA,0.412,0.235,0.647,-0.048,-0.103,0.003
 Chronos-Bolt,Chronos-Bolt,0.5,0.5,0.5,0.0,0.0,0.0
 Chronos-Bolt,Seasonal Naive,0.765,0.588,0.941,0.234,0.137,0.333
+Seasonal Naive,TiRex-2,0.0,0.0,0.0,-0.498,-0.78,-0.304
 Seasonal Naive,Toto-2.0-1B,0.059,0.0,0.176,-0.453,-0.701,-0.275
 Seasonal Naive,Stat. Ensemble,0.0,0.0,0.0,-0.462,-0.703,-0.297
 Seasonal Naive,Toto-2.0-22m,0.0,0.0,0.0,-0.456,-0.719,-0.269
@@ -285,6 +286,5 @@ Seasonal Naive,TimesFM-2.5,0.059,0.0,0.176,-0.371,-0.571,-0.222
 Seasonal Naive,CatBoost,0.176,0.0,0.353,-0.371,-0.603,-0.2
 Seasonal Naive,Toto-2.0-4m,0.118,0.0,0.294,-0.387,-0.652,-0.2
 Seasonal Naive,TabPFN-TS,0.0,0.0,0.0,-0.388,-0.582,-0.241
-Seasonal Naive,AutoARIMA,0.0,0.0,0.0,-0.369,-0.566,-0.225
 Seasonal Naive,Chronos-Bolt,0.235,0.059,0.412,-0.306,-0.5,-0.158
 Seasonal Naive,Seasonal Naive,0.5,0.5,0.5,0.0,0.0,0.0
diff --git a/tables/frequency_monthly_plus/pairwise_SQL.csv b/tables/frequency_monthly_plus/pairwise_SQL.csv
index ba0131f0a11ccd09e873b578ed2133317c4d7092..c4404604d81927040005c5ce53b9179a687f937b 100644
--- a/tables/frequency_monthly_plus/pairwise_SQL.csv
+++ b/tables/frequency_monthly_plus/pairwise_SQL.csv
@@ -1,4 +1,22 @@
 model_1,model_2,win_rate,win_rate_lower,win_rate_upper,skill_score,skill_score_lower,skill_score_upper
+TiRex-2,TiRex-2,0.5,0.5,0.5,0.0,0.0,0.0
+TiRex-2,Chronos-2,0.824,0.647,1.0,0.031,-0.009,0.076
+TiRex-2,Toto-2.0-2.5B,0.706,0.471,0.882,0.036,0.006,0.062
+TiRex-2,Toto-2.0-313m,0.765,0.529,0.941,0.038,0.013,0.061
+TiRex-2,TiRex,0.941,0.824,1.0,0.04,0.021,0.067
+TiRex-2,Toto-2.0-1B,0.824,0.647,1.0,0.042,0.016,0.067
+TiRex-2,Toto-2.0-22m,0.765,0.529,0.941,0.039,0.018,0.06
+TiRex-2,FlowState,0.765,0.529,0.941,0.069,0.022,0.12
+TiRex-2,Stat. Ensemble,0.824,0.647,1.0,0.058,0.025,0.09
+TiRex-2,Toto-2.0-4m,0.941,0.824,1.0,0.075,0.049,0.104
+TiRex-2,TabPFN-TS,0.824,0.647,1.0,0.078,0.038,0.113
+TiRex-2,TimesFM-2.5,0.824,0.588,1.0,0.099,0.058,0.143
+TiRex-2,AutoETS,0.941,0.824,1.0,0.14,0.064,0.261
+TiRex-2,Toto-1.0,1.0,1.0,1.0,0.124,0.08,0.169
+TiRex-2,TabPFN-TS-3,0.824,0.588,1.0,0.131,0.069,0.192
+TiRex-2,Chronos-Bolt,0.941,0.824,1.0,0.122,0.08,0.165
+TiRex-2,Seasonal Naive,1.0,1.0,1.0,0.346,0.255,0.441
+Chronos-2,TiRex-2,0.176,0.0,0.353,-0.032,-0.082,0.009
 Chronos-2,Chronos-2,0.5,0.5,0.5,0.0,0.0,0.0
 Chronos-2,Toto-2.0-2.5B,0.588,0.294,0.824,0.005,-0.034,0.039
 Chronos-2,Toto-2.0-313m,0.529,0.294,0.765,0.007,-0.035,0.045
@@ -15,6 +33,7 @@ Chronos-2,Toto-1.0,0.765,0.529,0.941,0.096,0.026,0.159
 Chronos-2,TabPFN-TS-3,0.941,0.824,1.0,0.103,0.059,0.15
 Chronos-2,Chronos-Bolt,1.0,1.0,1.0,0.093,0.051,0.143
 Chronos-2,Seasonal Naive,1.0,1.0,1.0,0.325,0.249,0.408
+Toto-2.0-2.5B,TiRex-2,0.294,0.118,0.529,-0.037,-0.067,-0.006
 Toto-2.0-2.5B,Chronos-2,0.412,0.176,0.706,-0.005,-0.04,0.033
 Toto-2.0-2.5B,Toto-2.0-2.5B,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-2.0-2.5B,Toto-2.0-313m,0.588,0.353,0.824,0.002,-0.01,0.013
@@ -31,6 +50,7 @@ Toto-2.0-2.5B,Toto-1.0,0.765,0.529,0.941,0.092,0.036,0.149
 Toto-2.0-2.5B,TabPFN-TS-3,0.824,0.588,1.0,0.099,0.046,0.153
 Toto-2.0-2.5B,Chronos-Bolt,0.882,0.706,1.0,0.089,0.044,0.131
 Toto-2.0-2.5B,Seasonal Naive,1.0,1.0,1.0,0.322,0.236,0.412
+Toto-2.0-313m,TiRex-2,0.235,0.059,0.471,-0.039,-0.065,-0.013
 Toto-2.0-313m,Chronos-2,0.471,0.235,0.706,-0.007,-0.047,0.034
 Toto-2.0-313m,Toto-2.0-2.5B,0.412,0.176,0.647,-0.002,-0.013,0.01
 Toto-2.0-313m,Toto-2.0-313m,0.5,0.5,0.5,0.0,0.0,0.0
@@ -47,6 +67,7 @@ Toto-2.0-313m,Toto-1.0,0.765,0.529,0.941,0.09,0.036,0.143
 Toto-2.0-313m,TabPFN-TS-3,0.824,0.588,1.0,0.097,0.046,0.148
 Toto-2.0-313m,Chronos-Bolt,0.882,0.706,1.0,0.087,0.049,0.126
 Toto-2.0-313m,Seasonal Naive,1.0,1.0,1.0,0.321,0.233,0.411
+TiRex,TiRex-2,0.059,0.0,0.176,-0.042,-0.072,-0.021
 TiRex,Chronos-2,0.529,0.294,0.765,-0.01,-0.042,0.018
 TiRex,Toto-2.0-2.5B,0.471,0.235,0.706,-0.005,-0.031,0.018
 TiRex,Toto-2.0-313m,0.412,0.176,0.647,-0.003,-0.029,0.018
@@ -63,6 +84,7 @@ TiRex,Toto-1.0,0.765,0.529,0.941,0.087,0.03,0.14
 TiRex,TabPFN-TS-3,0.824,0.588,1.0,0.095,0.037,0.147
 TiRex,Chronos-Bolt,0.882,0.706,1.0,0.085,0.047,0.123
 TiRex,Seasonal Naive,1.0,1.0,1.0,0.319,0.231,0.411
+Toto-2.0-1B,TiRex-2,0.176,0.0,0.353,-0.044,-0.071,-0.016
 Toto-2.0-1B,Chronos-2,0.412,0.176,0.706,-0.011,-0.052,0.032
 Toto-2.0-1B,Toto-2.0-2.5B,0.353,0.118,0.588,-0.007,-0.017,0.005
 Toto-2.0-1B,Toto-2.0-313m,0.471,0.235,0.706,-0.005,-0.018,0.007
@@ -79,6 +101,7 @@ Toto-2.0-1B,Toto-1.0,0.765,0.529,0.941,0.086,0.036,0.137
 Toto-2.0-1B,TabPFN-TS-3,0.765,0.529,0.941,0.093,0.034,0.149
 Toto-2.0-1B,Chronos-Bolt,0.824,0.647,1.0,0.083,0.042,0.123
 Toto-2.0-1B,Seasonal Naive,0.941,0.824,1.0,0.317,0.226,0.41
+Toto-2.0-22m,TiRex-2,0.235,0.059,0.471,-0.041,-0.063,-0.018
 Toto-2.0-22m,Chronos-2,0.412,0.176,0.647,-0.008,-0.058,0.036
 Toto-2.0-22m,Toto-2.0-2.5B,0.412,0.176,0.647,-0.003,-0.029,0.02
 Toto-2.0-22m,Toto-2.0-313m,0.412,0.176,0.647,-0.001,-0.019,0.016
@@ -95,6 +118,7 @@ Toto-2.0-22m,Toto-1.0,0.765,0.529,0.941,0.089,0.045,0.132
 Toto-2.0-22m,TabPFN-TS-3,0.765,0.529,0.941,0.096,0.036,0.153
 Toto-2.0-22m,Chronos-Bolt,1.0,1.0,1.0,0.086,0.053,0.12
 Toto-2.0-22m,Seasonal Naive,1.0,1.0,1.0,0.32,0.228,0.412
+FlowState,TiRex-2,0.235,0.059,0.471,-0.074,-0.137,-0.023
 FlowState,Chronos-2,0.294,0.059,0.529,-0.041,-0.096,0.007
 FlowState,Toto-2.0-2.5B,0.353,0.118,0.588,-0.036,-0.09,0.013
 FlowState,Toto-2.0-313m,0.353,0.118,0.588,-0.034,-0.083,0.012
@@ -111,6 +135,7 @@ FlowState,Toto-1.0,0.706,0.5,0.912,0.059,-0.01,0.123
 FlowState,TabPFN-TS-3,0.824,0.588,1.0,0.067,0.011,0.11
 FlowState,Chronos-Bolt,0.765,0.559,0.912,0.057,0.011,0.098
 FlowState,Seasonal Naive,1.0,1.0,1.0,0.298,0.225,0.369
+Stat. Ensemble,TiRex-2,0.176,0.0,0.353,-0.061,-0.099,-0.026
 Stat. Ensemble,Chronos-2,0.118,0.0,0.294,-0.028,-0.07,0.014
 Stat. Ensemble,Toto-2.0-2.5B,0.353,0.118,0.588,-0.023,-0.063,0.017
 Stat. Ensemble,Toto-2.0-313m,0.235,0.059,0.471,-0.021,-0.058,0.014
@@ -127,6 +152,7 @@ Stat. Ensemble,Toto-1.0,0.765,0.529,0.941,0.071,0.017,0.123
 Stat. Ensemble,TabPFN-TS-3,0.647,0.412,0.824,0.078,0.026,0.126
 Stat. Ensemble,Chronos-Bolt,0.824,0.646,1.0,0.068,0.028,0.108
 Stat. Ensemble,Seasonal Naive,1.0,1.0,1.0,0.306,0.225,0.392
+Toto-2.0-4m,TiRex-2,0.059,0.0,0.176,-0.082,-0.117,-0.051
 Toto-2.0-4m,Chronos-2,0.235,0.059,0.471,-0.048,-0.108,0.007
 Toto-2.0-4m,Toto-2.0-2.5B,0.294,0.118,0.529,-0.043,-0.084,-0.006
 Toto-2.0-4m,Toto-2.0-313m,0.294,0.118,0.529,-0.041,-0.073,-0.011
@@ -143,6 +169,7 @@ Toto-2.0-4m,Toto-1.0,0.588,0.353,0.824,0.053,0.008,0.096
 Toto-2.0-4m,TabPFN-TS-3,0.647,0.412,0.824,0.061,-0.016,0.128
 Toto-2.0-4m,Chronos-Bolt,0.588,0.353,0.824,0.05,0.01,0.091
 Toto-2.0-4m,Seasonal Naive,0.941,0.824,1.0,0.293,0.193,0.395
+TabPFN-TS,TiRex-2,0.176,0.0,0.353,-0.084,-0.128,-0.04
 TabPFN-TS,Chronos-2,0.235,0.059,0.471,-0.05,-0.089,-0.015
 TabPFN-TS,Toto-2.0-2.5B,0.235,0.059,0.412,-0.045,-0.084,-0.007
 TabPFN-TS,Toto-2.0-313m,0.235,0.059,0.412,-0.043,-0.081,-0.008
@@ -159,6 +186,7 @@ TabPFN-TS,Toto-1.0,0.529,0.294,0.765,0.051,-0.019,0.114
 TabPFN-TS,TabPFN-TS-3,0.706,0.471,0.941,0.058,0.024,0.097
 TabPFN-TS,Chronos-Bolt,0.588,0.353,0.824,0.048,0.004,0.089
 TabPFN-TS,Seasonal Naive,1.0,1.0,1.0,0.291,0.214,0.373
+TimesFM-2.5,TiRex-2,0.176,0.0,0.412,-0.11,-0.167,-0.062
 TimesFM-2.5,Chronos-2,0.118,0.0,0.294,-0.075,-0.114,-0.038
 TimesFM-2.5,Toto-2.0-2.5B,0.176,0.0,0.412,-0.07,-0.108,-0.032
 TimesFM-2.5,Toto-2.0-313m,0.176,0.0,0.412,-0.068,-0.105,-0.028
@@ -175,6 +203,7 @@ TimesFM-2.5,Toto-1.0,0.471,0.235,0.676,0.028,-0.037,0.091
 TimesFM-2.5,TabPFN-TS-3,0.588,0.353,0.824,0.036,-0.002,0.073
 TimesFM-2.5,Chronos-Bolt,0.706,0.5,0.882,0.026,-0.013,0.066
 TimesFM-2.5,Seasonal Naive,0.941,0.824,1.0,0.275,0.193,0.356
+AutoETS,TiRex-2,0.059,0.0,0.176,-0.163,-0.354,-0.069
 AutoETS,Chronos-2,0.176,0.0,0.353,-0.127,-0.299,-0.038
 AutoETS,Toto-2.0-2.5B,0.118,0.0,0.294,-0.122,-0.3,-0.035
 AutoETS,Toto-2.0-313m,0.176,0.0,0.353,-0.119,-0.299,-0.033
@@ -191,6 +220,7 @@ AutoETS,Toto-1.0,0.588,0.353,0.824,-0.019,-0.215,0.088
 AutoETS,TabPFN-TS-3,0.588,0.353,0.824,-0.01,-0.192,0.09
 AutoETS,Chronos-Bolt,0.706,0.471,0.882,-0.022,-0.206,0.069
 AutoETS,Seasonal Naive,0.941,0.824,1.0,0.239,0.062,0.359
+Toto-1.0,TiRex-2,0.0,0.0,0.0,-0.142,-0.203,-0.087
 Toto-1.0,Chronos-2,0.235,0.059,0.471,-0.106,-0.188,-0.027
 Toto-1.0,Toto-2.0-2.5B,0.235,0.059,0.471,-0.101,-0.174,-0.037
 Toto-1.0,Toto-2.0-313m,0.235,0.059,0.471,-0.099,-0.167,-0.038
@@ -207,6 +237,7 @@ Toto-1.0,Toto-1.0,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-1.0,TabPFN-TS-3,0.529,0.294,0.765,0.008,-0.08,0.094
 Toto-1.0,Chronos-Bolt,0.529,0.294,0.735,-0.003,-0.058,0.055
 Toto-1.0,Seasonal Naive,0.824,0.647,1.0,0.253,0.145,0.365
+TabPFN-TS-3,TiRex-2,0.176,0.0,0.412,-0.151,-0.237,-0.074
 TabPFN-TS-3,Chronos-2,0.059,0.0,0.176,-0.115,-0.177,-0.062
 TabPFN-TS-3,Toto-2.0-2.5B,0.176,0.0,0.412,-0.11,-0.18,-0.049
 TabPFN-TS-3,Toto-2.0-313m,0.176,0.0,0.412,-0.108,-0.173,-0.048
@@ -223,6 +254,7 @@ TabPFN-TS-3,Toto-1.0,0.471,0.235,0.706,-0.008,-0.104,0.074
 TabPFN-TS-3,TabPFN-TS-3,0.5,0.5,0.5,0.0,0.0,0.0
 TabPFN-TS-3,Chronos-Bolt,0.529,0.294,0.765,-0.011,-0.075,0.045
 TabPFN-TS-3,Seasonal Naive,1.0,1.0,1.0,0.247,0.185,0.313
+Chronos-Bolt,TiRex-2,0.059,0.0,0.176,-0.139,-0.197,-0.086
 Chronos-Bolt,Chronos-2,0.0,0.0,0.0,-0.103,-0.166,-0.054
 Chronos-Bolt,Toto-2.0-2.5B,0.118,0.0,0.294,-0.098,-0.15,-0.046
 Chronos-Bolt,Toto-2.0-313m,0.118,0.0,0.294,-0.096,-0.144,-0.051
@@ -239,6 +271,7 @@ Chronos-Bolt,Toto-1.0,0.471,0.265,0.706,0.003,-0.058,0.055
 Chronos-Bolt,TabPFN-TS-3,0.471,0.235,0.706,0.011,-0.047,0.07
 Chronos-Bolt,Chronos-Bolt,0.5,0.5,0.5,0.0,0.0,0.0
 Chronos-Bolt,Seasonal Naive,0.882,0.706,1.0,0.255,0.166,0.347
+Seasonal Naive,TiRex-2,0.0,0.0,0.0,-0.529,-0.789,-0.341
 Seasonal Naive,Chronos-2,0.0,0.0,0.0,-0.482,-0.689,-0.331
 Seasonal Naive,Toto-2.0-2.5B,0.0,0.0,0.0,-0.475,-0.701,-0.308
 Seasonal Naive,Toto-2.0-313m,0.0,0.0,0.0,-0.472,-0.698,-0.304
diff --git a/tables/frequency_monthly_plus/pairwise_WAPE.csv b/tables/frequency_monthly_plus/pairwise_WAPE.csv
index cdcc2983b456754c839b1dc9e559d99a0119c1df..d81a721a35cf4f883be3ee6b5a2d3398cc5b9542 100644
--- a/tables/frequency_monthly_plus/pairwise_WAPE.csv
+++ b/tables/frequency_monthly_plus/pairwise_WAPE.csv
@@ -1,4 +1,22 @@
 model_1,model_2,win_rate,win_rate_lower,win_rate_upper,skill_score,skill_score_lower,skill_score_upper
+TiRex-2,TiRex-2,0.5,0.5,0.5,0.0,0.0,0.0
+TiRex-2,Toto-2.0-2.5B,0.588,0.353,0.824,0.043,-0.01,0.102
+TiRex-2,Toto-2.0-1B,0.588,0.353,0.824,0.046,-0.008,0.109
+TiRex-2,Toto-2.0-313m,0.706,0.471,0.882,0.052,-0.002,0.11
+TiRex-2,Toto-2.0-22m,0.706,0.471,0.882,0.058,0.018,0.101
+TiRex-2,Chronos-2,0.706,0.471,0.882,0.062,0.011,0.117
+TiRex-2,TiRex,0.882,0.706,1.0,0.077,0.029,0.134
+TiRex-2,Stat. Ensemble,0.765,0.529,0.941,0.054,0.0,0.104
+TiRex-2,TimesFM-2.5,0.765,0.529,0.941,0.094,0.032,0.159
+TiRex-2,TabPFN-TS,0.706,0.471,0.882,0.062,-0.006,0.124
+TiRex-2,FlowState,0.765,0.529,0.941,0.068,0.002,0.122
+TiRex-2,TabPFN-TS-3,0.765,0.529,0.941,0.125,0.037,0.213
+TiRex-2,AutoETS,0.824,0.647,1.0,0.094,0.042,0.153
+TiRex-2,Toto-1.0,0.941,0.824,1.0,0.143,0.077,0.206
+TiRex-2,Toto-2.0-4m,0.941,0.824,1.0,0.124,0.074,0.178
+TiRex-2,Chronos-Bolt,1.0,1.0,1.0,0.175,0.097,0.254
+TiRex-2,Seasonal Naive,1.0,1.0,1.0,0.355,0.245,0.452
+Toto-2.0-2.5B,TiRex-2,0.412,0.176,0.647,-0.045,-0.114,0.01
 Toto-2.0-2.5B,Toto-2.0-2.5B,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-2.0-2.5B,Toto-2.0-1B,0.529,0.294,0.765,0.003,-0.009,0.018
 Toto-2.0-2.5B,Toto-2.0-313m,0.588,0.353,0.824,0.009,-0.007,0.024
@@ -12,10 +30,10 @@ Toto-2.0-2.5B,FlowState,0.765,0.529,0.941,0.026,-0.083,0.097
 Toto-2.0-2.5B,TabPFN-TS-3,0.706,0.471,0.882,0.085,0.001,0.162
 Toto-2.0-2.5B,AutoETS,0.765,0.588,0.941,0.053,-0.004,0.103
 Toto-2.0-2.5B,Toto-1.0,0.765,0.529,0.941,0.104,0.035,0.166
-Toto-2.0-2.5B,AutoARIMA,0.706,0.471,0.941,0.052,-0.045,0.129
 Toto-2.0-2.5B,Toto-2.0-4m,0.941,0.824,1.0,0.085,0.033,0.136
 Toto-2.0-2.5B,Chronos-Bolt,0.882,0.706,1.0,0.138,0.072,0.205
 Toto-2.0-2.5B,Seasonal Naive,0.941,0.824,1.0,0.325,0.216,0.428
+Toto-2.0-1B,TiRex-2,0.412,0.176,0.647,-0.049,-0.122,0.008
 Toto-2.0-1B,Toto-2.0-2.5B,0.471,0.235,0.706,-0.003,-0.018,0.009
 Toto-2.0-1B,Toto-2.0-1B,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-2.0-1B,Toto-2.0-313m,0.588,0.353,0.824,0.006,-0.013,0.023
@@ -29,10 +47,10 @@ Toto-2.0-1B,FlowState,0.706,0.471,0.884,0.023,-0.097,0.1
 Toto-2.0-1B,TabPFN-TS-3,0.588,0.353,0.824,0.082,-0.008,0.164
 Toto-2.0-1B,AutoETS,0.706,0.471,0.941,0.05,-0.016,0.107
 Toto-2.0-1B,Toto-1.0,0.765,0.529,0.941,0.101,0.032,0.165
-Toto-2.0-1B,AutoARIMA,0.765,0.529,0.941,0.049,-0.056,0.129
 Toto-2.0-1B,Toto-2.0-4m,0.941,0.824,1.0,0.082,0.023,0.132
 Toto-2.0-1B,Chronos-Bolt,0.882,0.706,1.0,0.135,0.066,0.206
 Toto-2.0-1B,Seasonal Naive,0.941,0.824,1.0,0.323,0.207,0.431
+Toto-2.0-313m,TiRex-2,0.294,0.118,0.529,-0.055,-0.123,0.002
 Toto-2.0-313m,Toto-2.0-2.5B,0.412,0.176,0.647,-0.009,-0.024,0.007
 Toto-2.0-313m,Toto-2.0-1B,0.412,0.176,0.647,-0.006,-0.024,0.012
 Toto-2.0-313m,Toto-2.0-313m,0.5,0.5,0.5,0.0,0.0,0.0
@@ -46,10 +64,10 @@ Toto-2.0-313m,FlowState,0.765,0.529,0.941,0.017,-0.096,0.092
 Toto-2.0-313m,TabPFN-TS-3,0.588,0.353,0.824,0.077,-0.002,0.151
 Toto-2.0-313m,AutoETS,0.706,0.471,0.941,0.045,-0.01,0.094
 Toto-2.0-313m,Toto-1.0,0.765,0.588,0.941,0.095,0.03,0.161
-Toto-2.0-313m,AutoARIMA,0.765,0.529,0.941,0.044,-0.052,0.119
 Toto-2.0-313m,Toto-2.0-4m,0.882,0.706,1.0,0.076,0.027,0.125
 Toto-2.0-313m,Chronos-Bolt,0.882,0.706,1.0,0.13,0.069,0.197
 Toto-2.0-313m,Seasonal Naive,0.941,0.824,1.0,0.319,0.211,0.42
+Toto-2.0-22m,TiRex-2,0.294,0.118,0.529,-0.061,-0.113,-0.019
 Toto-2.0-22m,Toto-2.0-2.5B,0.235,0.059,0.412,-0.015,-0.062,0.039
 Toto-2.0-22m,Toto-2.0-1B,0.235,0.059,0.412,-0.012,-0.061,0.052
 Toto-2.0-22m,Toto-2.0-313m,0.353,0.118,0.588,-0.006,-0.047,0.041
@@ -63,10 +81,10 @@ Toto-2.0-22m,FlowState,0.588,0.353,0.824,0.011,-0.063,0.074
 Toto-2.0-22m,TabPFN-TS-3,0.647,0.412,0.882,0.071,-0.011,0.149
 Toto-2.0-22m,AutoETS,0.765,0.588,0.941,0.039,-0.01,0.077
 Toto-2.0-22m,Toto-1.0,0.824,0.588,1.0,0.09,0.035,0.144
-Toto-2.0-22m,AutoARIMA,0.647,0.412,0.882,0.038,-0.032,0.101
 Toto-2.0-22m,Toto-2.0-4m,1.0,1.0,1.0,0.071,0.051,0.09
 Toto-2.0-22m,Chronos-Bolt,0.941,0.824,1.0,0.125,0.067,0.185
 Toto-2.0-22m,Seasonal Naive,0.941,0.824,1.0,0.315,0.211,0.414
+Chronos-2,TiRex-2,0.294,0.118,0.529,-0.067,-0.132,-0.011
 Chronos-2,Toto-2.0-2.5B,0.412,0.176,0.647,-0.02,-0.056,0.014
 Chronos-2,Toto-2.0-1B,0.412,0.176,0.647,-0.017,-0.059,0.021
 Chronos-2,Toto-2.0-313m,0.471,0.235,0.706,-0.011,-0.048,0.023
@@ -80,10 +98,10 @@ Chronos-2,FlowState,0.588,0.353,0.824,0.006,-0.099,0.086
 Chronos-2,TabPFN-TS-3,0.647,0.412,0.824,0.066,-0.01,0.143
 Chronos-2,AutoETS,0.647,0.412,0.882,0.034,-0.011,0.074
 Chronos-2,Toto-1.0,0.588,0.353,0.824,0.085,0.003,0.159
-Chronos-2,AutoARIMA,0.706,0.471,0.882,0.033,-0.056,0.101
 Chronos-2,Toto-2.0-4m,0.647,0.412,0.824,0.066,0.006,0.131
 Chronos-2,Chronos-Bolt,0.765,0.529,0.941,0.12,0.04,0.2
 Chronos-2,Seasonal Naive,0.882,0.706,1.0,0.312,0.203,0.41
+TiRex,TiRex-2,0.118,0.0,0.294,-0.084,-0.155,-0.03
 TiRex,Toto-2.0-2.5B,0.294,0.059,0.529,-0.037,-0.075,-0.007
 TiRex,Toto-2.0-1B,0.235,0.059,0.412,-0.033,-0.076,0.005
 TiRex,Toto-2.0-313m,0.412,0.176,0.647,-0.027,-0.072,0.008
@@ -97,10 +115,10 @@ TiRex,FlowState,0.529,0.294,0.765,-0.01,-0.105,0.058
 TiRex,TabPFN-TS-3,0.647,0.412,0.882,0.052,-0.048,0.144
 TiRex,AutoETS,0.588,0.353,0.824,0.019,-0.038,0.072
 TiRex,Toto-1.0,0.647,0.412,0.882,0.071,0.017,0.119
-TiRex,AutoARIMA,0.588,0.353,0.824,0.018,-0.076,0.095
 TiRex,Toto-2.0-4m,0.765,0.588,0.941,0.051,0.003,0.097
 TiRex,Chronos-Bolt,0.882,0.706,1.0,0.106,0.053,0.159
 TiRex,Seasonal Naive,0.941,0.824,1.0,0.301,0.182,0.409
+Stat. Ensemble,TiRex-2,0.235,0.059,0.471,-0.057,-0.116,-0.0
 Stat. Ensemble,Toto-2.0-2.5B,0.294,0.059,0.529,-0.012,-0.082,0.078
 Stat. Ensemble,Toto-2.0-1B,0.235,0.059,0.412,-0.008,-0.086,0.093
 Stat. Ensemble,Toto-2.0-313m,0.235,0.059,0.412,-0.002,-0.074,0.085
@@ -114,10 +132,10 @@ Stat. Ensemble,FlowState,0.588,0.353,0.824,0.015,-0.031,0.062
 Stat. Ensemble,TabPFN-TS-3,0.529,0.294,0.765,0.075,-0.009,0.157
 Stat. Ensemble,AutoETS,0.765,0.529,0.941,0.042,0.01,0.084
 Stat. Ensemble,Toto-1.0,0.706,0.471,0.882,0.093,0.017,0.162
-Stat. Ensemble,AutoARIMA,0.824,0.647,1.0,0.042,0.002,0.075
 Stat. Ensemble,Toto-2.0-4m,0.706,0.471,0.941,0.074,0.013,0.139
 Stat. Ensemble,Chronos-Bolt,0.824,0.646,1.0,0.128,0.047,0.207
 Stat. Ensemble,Seasonal Naive,1.0,1.0,1.0,0.318,0.224,0.401
+TimesFM-2.5,TiRex-2,0.235,0.059,0.471,-0.103,-0.189,-0.033
 TimesFM-2.5,Toto-2.0-2.5B,0.353,0.118,0.588,-0.055,-0.11,-0.007
 TimesFM-2.5,Toto-2.0-1B,0.353,0.118,0.588,-0.052,-0.116,0.002
 TimesFM-2.5,Toto-2.0-313m,0.412,0.176,0.647,-0.046,-0.109,0.008
@@ -131,10 +149,10 @@ TimesFM-2.5,FlowState,0.471,0.265,0.706,-0.028,-0.132,0.042
 TimesFM-2.5,TabPFN-TS-3,0.529,0.294,0.765,0.034,-0.078,0.124
 TimesFM-2.5,AutoETS,0.588,0.353,0.824,0.001,-0.066,0.058
 TimesFM-2.5,Toto-1.0,0.529,0.294,0.765,0.054,-0.014,0.119
-TimesFM-2.5,AutoARIMA,0.706,0.471,0.941,-0.0,-0.106,0.079
 TimesFM-2.5,Toto-2.0-4m,0.647,0.412,0.882,0.034,-0.034,0.102
 TimesFM-2.5,Chronos-Bolt,0.765,0.588,0.941,0.09,0.032,0.151
 TimesFM-2.5,Seasonal Naive,0.882,0.706,1.0,0.288,0.174,0.389
+TabPFN-TS,TiRex-2,0.294,0.118,0.529,-0.066,-0.142,0.006
 TabPFN-TS,Toto-2.0-2.5B,0.235,0.059,0.471,-0.02,-0.103,0.077
 TabPFN-TS,Toto-2.0-1B,0.294,0.059,0.529,-0.017,-0.108,0.085
 TabPFN-TS,Toto-2.0-313m,0.294,0.059,0.529,-0.011,-0.097,0.078
@@ -148,10 +166,10 @@ TabPFN-TS,FlowState,0.353,0.118,0.588,0.006,-0.059,0.079
 TabPFN-TS,TabPFN-TS-3,0.706,0.471,0.941,0.067,0.006,0.132
 TabPFN-TS,AutoETS,0.647,0.412,0.882,0.035,-0.03,0.093
 TabPFN-TS,Toto-1.0,0.588,0.353,0.824,0.086,-0.017,0.172
-TabPFN-TS,AutoARIMA,0.706,0.528,0.882,0.034,-0.029,0.087
 TabPFN-TS,Toto-2.0-4m,0.706,0.471,0.882,0.066,-0.016,0.138
 TabPFN-TS,Chronos-Bolt,0.706,0.471,0.882,0.121,0.014,0.22
 TabPFN-TS,Seasonal Naive,1.0,1.0,1.0,0.312,0.224,0.392
+FlowState,TiRex-2,0.235,0.059,0.471,-0.073,-0.139,-0.002
 FlowState,Toto-2.0-2.5B,0.235,0.059,0.471,-0.026,-0.107,0.077
 FlowState,Toto-2.0-1B,0.294,0.116,0.529,-0.023,-0.111,0.088
 FlowState,Toto-2.0-313m,0.235,0.059,0.471,-0.017,-0.102,0.087
@@ -165,10 +183,10 @@ FlowState,FlowState,0.5,0.5,0.5,0.0,0.0,0.0
 FlowState,TabPFN-TS-3,0.647,0.412,0.824,0.061,-0.047,0.167
 FlowState,AutoETS,0.588,0.353,0.824,0.028,-0.036,0.103
 FlowState,Toto-1.0,0.647,0.412,0.853,0.08,-0.013,0.16
-FlowState,AutoARIMA,0.647,0.412,0.882,0.027,-0.026,0.076
 FlowState,Toto-2.0-4m,0.529,0.294,0.765,0.06,-0.006,0.13
 FlowState,Chronos-Bolt,0.706,0.471,0.912,0.115,0.028,0.205
 FlowState,Seasonal Naive,0.941,0.824,1.0,0.308,0.201,0.401
+TabPFN-TS-3,TiRex-2,0.235,0.059,0.471,-0.143,-0.27,-0.038
 TabPFN-TS-3,Toto-2.0-2.5B,0.294,0.118,0.529,-0.093,-0.194,-0.001
 TabPFN-TS-3,Toto-2.0-1B,0.412,0.176,0.647,-0.089,-0.196,0.008
 TabPFN-TS-3,Toto-2.0-313m,0.412,0.176,0.647,-0.083,-0.177,0.002
@@ -182,10 +200,10 @@ TabPFN-TS-3,FlowState,0.353,0.176,0.588,-0.065,-0.201,0.045
 TabPFN-TS-3,TabPFN-TS-3,0.5,0.5,0.5,0.0,0.0,0.0
 TabPFN-TS-3,AutoETS,0.529,0.294,0.765,-0.035,-0.114,0.036
 TabPFN-TS-3,Toto-1.0,0.529,0.294,0.765,0.02,-0.098,0.128
-TabPFN-TS-3,AutoARIMA,0.647,0.412,0.882,-0.036,-0.16,0.064
 TabPFN-TS-3,Toto-2.0-4m,0.529,0.294,0.765,-0.0,-0.097,0.089
 TabPFN-TS-3,Chronos-Bolt,0.529,0.294,0.765,0.058,-0.055,0.166
 TabPFN-TS-3,Seasonal Naive,1.0,1.0,1.0,0.263,0.195,0.331
+AutoETS,TiRex-2,0.176,0.0,0.353,-0.104,-0.181,-0.044
 AutoETS,Toto-2.0-2.5B,0.235,0.059,0.412,-0.056,-0.115,0.004
 AutoETS,Toto-2.0-1B,0.294,0.059,0.529,-0.053,-0.12,0.016
 AutoETS,Toto-2.0-313m,0.294,0.059,0.529,-0.047,-0.103,0.01
@@ -199,10 +217,10 @@ AutoETS,FlowState,0.412,0.176,0.647,-0.029,-0.114,0.035
 AutoETS,TabPFN-TS-3,0.471,0.235,0.706,0.034,-0.037,0.103
 AutoETS,AutoETS,0.5,0.5,0.5,0.0,0.0,0.0
 AutoETS,Toto-1.0,0.588,0.353,0.824,0.053,-0.019,0.117
-AutoETS,AutoARIMA,0.588,0.353,0.824,-0.001,-0.079,0.056
 AutoETS,Toto-2.0-4m,0.529,0.294,0.765,0.033,-0.013,0.091
 AutoETS,Chronos-Bolt,0.706,0.471,0.882,0.089,0.022,0.15
 AutoETS,Seasonal Naive,1.0,1.0,1.0,0.287,0.198,0.376
+Toto-1.0,TiRex-2,0.059,0.0,0.176,-0.166,-0.259,-0.083
 Toto-1.0,Toto-2.0-2.5B,0.235,0.059,0.471,-0.116,-0.199,-0.036
 Toto-1.0,Toto-2.0-1B,0.235,0.059,0.471,-0.112,-0.198,-0.033
 Toto-1.0,Toto-2.0-313m,0.235,0.059,0.412,-0.106,-0.192,-0.031
@@ -216,27 +234,10 @@ Toto-1.0,FlowState,0.353,0.147,0.588,-0.087,-0.19,0.013
 Toto-1.0,TabPFN-TS-3,0.471,0.235,0.706,-0.021,-0.146,0.089
 Toto-1.0,AutoETS,0.412,0.176,0.647,-0.056,-0.132,0.019
 Toto-1.0,Toto-1.0,0.5,0.5,0.5,0.0,0.0,0.0
-Toto-1.0,AutoARIMA,0.529,0.294,0.765,-0.057,-0.157,0.034
 Toto-1.0,Toto-2.0-4m,0.353,0.118,0.588,-0.021,-0.076,0.031
 Toto-1.0,Chronos-Bolt,0.647,0.412,0.824,0.038,-0.019,0.086
 Toto-1.0,Seasonal Naive,0.824,0.647,1.0,0.248,0.11,0.365
-AutoARIMA,Toto-2.0-2.5B,0.294,0.059,0.529,-0.055,-0.148,0.043
-AutoARIMA,Toto-2.0-1B,0.235,0.059,0.471,-0.052,-0.148,0.053
-AutoARIMA,Toto-2.0-313m,0.235,0.059,0.471,-0.046,-0.135,0.05
-AutoARIMA,Toto-2.0-22m,0.353,0.118,0.588,-0.04,-0.112,0.031
-AutoARIMA,Chronos-2,0.294,0.118,0.529,-0.034,-0.112,0.053
-AutoARIMA,TiRex,0.412,0.176,0.647,-0.018,-0.105,0.071
-AutoARIMA,Stat. Ensemble,0.176,0.0,0.353,-0.043,-0.081,-0.002
-AutoARIMA,TimesFM-2.5,0.294,0.059,0.529,0.0,-0.086,0.096
-AutoARIMA,TabPFN-TS,0.294,0.118,0.472,-0.035,-0.095,0.028
-AutoARIMA,FlowState,0.353,0.118,0.588,-0.028,-0.082,0.025
-AutoARIMA,TabPFN-TS-3,0.353,0.118,0.588,0.034,-0.069,0.138
-AutoARIMA,AutoETS,0.412,0.176,0.647,0.001,-0.059,0.073
-AutoARIMA,Toto-1.0,0.471,0.235,0.706,0.054,-0.036,0.136
-AutoARIMA,AutoARIMA,0.5,0.5,0.5,0.0,0.0,0.0
-AutoARIMA,Toto-2.0-4m,0.471,0.235,0.706,0.034,-0.048,0.112
-AutoARIMA,Chronos-Bolt,0.471,0.235,0.706,0.09,-0.01,0.191
-AutoARIMA,Seasonal Naive,0.941,0.824,1.0,0.288,0.178,0.39
+Toto-2.0-4m,TiRex-2,0.059,0.0,0.176,-0.142,-0.217,-0.08
 Toto-2.0-4m,Toto-2.0-2.5B,0.059,0.0,0.176,-0.092,-0.157,-0.034
 Toto-2.0-4m,Toto-2.0-1B,0.059,0.0,0.176,-0.089,-0.152,-0.024
 Toto-2.0-4m,Toto-2.0-313m,0.118,0.0,0.294,-0.083,-0.143,-0.028
@@ -250,10 +251,10 @@ Toto-2.0-4m,FlowState,0.471,0.235,0.706,-0.064,-0.149,0.006
 Toto-2.0-4m,TabPFN-TS-3,0.471,0.235,0.706,0.0,-0.097,0.089
 Toto-2.0-4m,AutoETS,0.471,0.235,0.706,-0.034,-0.1,0.012
 Toto-2.0-4m,Toto-1.0,0.647,0.412,0.882,0.021,-0.032,0.071
-Toto-2.0-4m,AutoARIMA,0.529,0.294,0.765,-0.035,-0.127,0.046
 Toto-2.0-4m,Toto-2.0-4m,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-2.0-4m,Chronos-Bolt,0.706,0.471,0.882,0.058,0.009,0.112
 Toto-2.0-4m,Seasonal Naive,0.882,0.706,1.0,0.263,0.149,0.373
+Chronos-Bolt,TiRex-2,0.0,0.0,0.0,-0.212,-0.341,-0.108
 Chronos-Bolt,Toto-2.0-2.5B,0.118,0.0,0.294,-0.16,-0.257,-0.077
 Chronos-Bolt,Toto-2.0-1B,0.118,0.0,0.294,-0.156,-0.26,-0.071
 Chronos-Bolt,Toto-2.0-313m,0.118,0.0,0.294,-0.149,-0.245,-0.074
@@ -267,10 +268,10 @@ Chronos-Bolt,FlowState,0.294,0.088,0.529,-0.13,-0.258,-0.028
 Chronos-Bolt,TabPFN-TS-3,0.471,0.235,0.706,-0.061,-0.199,0.052
 Chronos-Bolt,AutoETS,0.294,0.118,0.529,-0.098,-0.177,-0.022
 Chronos-Bolt,Toto-1.0,0.353,0.176,0.588,-0.04,-0.094,0.018
-Chronos-Bolt,AutoARIMA,0.529,0.294,0.765,-0.099,-0.236,0.01
 Chronos-Bolt,Toto-2.0-4m,0.294,0.118,0.529,-0.062,-0.126,-0.009
 Chronos-Bolt,Chronos-Bolt,0.5,0.5,0.5,0.0,0.0,0.0
 Chronos-Bolt,Seasonal Naive,0.765,0.588,0.941,0.218,0.087,0.337
+Seasonal Naive,TiRex-2,0.0,0.0,0.0,-0.55,-0.823,-0.325
 Seasonal Naive,Toto-2.0-2.5B,0.059,0.0,0.176,-0.483,-0.749,-0.275
 Seasonal Naive,Toto-2.0-1B,0.059,0.0,0.176,-0.478,-0.756,-0.261
 Seasonal Naive,Toto-2.0-313m,0.059,0.0,0.176,-0.469,-0.725,-0.268
@@ -284,7 +285,6 @@ Seasonal Naive,FlowState,0.059,0.0,0.176,-0.444,-0.67,-0.252
 Seasonal Naive,TabPFN-TS-3,0.0,0.0,0.0,-0.356,-0.494,-0.242
 Seasonal Naive,AutoETS,0.0,0.0,0.0,-0.403,-0.603,-0.246
 Seasonal Naive,Toto-1.0,0.176,0.0,0.353,-0.329,-0.575,-0.123
-Seasonal Naive,AutoARIMA,0.059,0.0,0.176,-0.405,-0.639,-0.217
 Seasonal Naive,Toto-2.0-4m,0.118,0.0,0.294,-0.357,-0.594,-0.175
 Seasonal Naive,Chronos-Bolt,0.235,0.059,0.412,-0.278,-0.508,-0.095
 Seasonal Naive,Seasonal Naive,0.5,0.5,0.5,0.0,0.0,0.0
diff --git a/tables/frequency_monthly_plus/pairwise_WQL.csv b/tables/frequency_monthly_plus/pairwise_WQL.csv
index 0f9d35a4a3fe6ee4fe7aab047d342153dc2afb37..cae3129fe521f0765d629d61dd8c416bcf2877a8 100644
--- a/tables/frequency_monthly_plus/pairwise_WQL.csv
+++ b/tables/frequency_monthly_plus/pairwise_WQL.csv
@@ -1,10 +1,28 @@
 model_1,model_2,win_rate,win_rate_lower,win_rate_upper,skill_score,skill_score_lower,skill_score_upper
+TiRex-2,TiRex-2,0.5,0.5,0.5,0.0,0.0,0.0
+TiRex-2,Toto-2.0-2.5B,0.647,0.412,0.824,0.052,-0.004,0.108
+TiRex-2,Toto-2.0-1B,0.706,0.471,0.882,0.059,0.002,0.122
+TiRex-2,Toto-2.0-313m,0.824,0.647,1.0,0.058,0.004,0.113
+TiRex-2,Toto-2.0-22m,0.765,0.529,0.941,0.059,0.013,0.107
+TiRex-2,Chronos-2,0.765,0.529,0.941,0.063,0.012,0.118
+TiRex-2,TiRex,0.941,0.824,1.0,0.07,0.03,0.116
+TiRex-2,TabPFN-TS,0.647,0.412,0.882,0.065,0.007,0.12
+TiRex-2,FlowState,0.824,0.647,1.0,0.07,0.008,0.121
+TiRex-2,TimesFM-2.5,0.765,0.529,0.941,0.093,0.04,0.149
+TiRex-2,TabPFN-TS-3,0.765,0.529,0.941,0.123,0.04,0.207
+TiRex-2,Stat. Ensemble,0.824,0.647,1.0,0.109,0.049,0.164
+TiRex-2,Toto-1.0,0.941,0.824,1.0,0.136,0.08,0.187
+TiRex-2,Toto-2.0-4m,0.941,0.824,1.0,0.115,0.064,0.169
+TiRex-2,AutoETS,0.882,0.706,1.0,0.132,0.077,0.184
+TiRex-2,Chronos-Bolt,1.0,1.0,1.0,0.159,0.089,0.228
+TiRex-2,Seasonal Naive,1.0,1.0,1.0,0.394,0.285,0.491
+Toto-2.0-2.5B,TiRex-2,0.353,0.176,0.588,-0.054,-0.121,0.004
 Toto-2.0-2.5B,Toto-2.0-2.5B,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-2.0-2.5B,Toto-2.0-1B,0.647,0.412,0.824,0.008,-0.009,0.029
 Toto-2.0-2.5B,Toto-2.0-313m,0.588,0.353,0.766,0.007,-0.007,0.02
 Toto-2.0-2.5B,Toto-2.0-22m,0.647,0.412,0.882,0.007,-0.045,0.051
-Toto-2.0-2.5B,TiRex,0.529,0.294,0.765,0.019,-0.011,0.052
 Toto-2.0-2.5B,Chronos-2,0.588,0.353,0.824,0.012,-0.023,0.044
+Toto-2.0-2.5B,TiRex,0.529,0.294,0.765,0.019,-0.011,0.052
 Toto-2.0-2.5B,TabPFN-TS,0.706,0.471,0.882,0.014,-0.073,0.08
 Toto-2.0-2.5B,FlowState,0.706,0.471,0.941,0.02,-0.08,0.089
 Toto-2.0-2.5B,TimesFM-2.5,0.647,0.412,0.882,0.044,0.003,0.08
@@ -15,12 +33,13 @@ Toto-2.0-2.5B,Toto-2.0-4m,0.824,0.647,1.0,0.067,0.006,0.123
 Toto-2.0-2.5B,AutoETS,0.824,0.647,1.0,0.084,0.026,0.132
 Toto-2.0-2.5B,Chronos-Bolt,0.824,0.647,1.0,0.114,0.058,0.168
 Toto-2.0-2.5B,Seasonal Naive,0.941,0.824,1.0,0.361,0.248,0.47
+Toto-2.0-1B,TiRex-2,0.294,0.118,0.529,-0.063,-0.139,-0.002
 Toto-2.0-1B,Toto-2.0-2.5B,0.353,0.176,0.588,-0.008,-0.03,0.009
 Toto-2.0-1B,Toto-2.0-1B,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-2.0-1B,Toto-2.0-313m,0.647,0.412,0.882,-0.001,-0.027,0.019
 Toto-2.0-1B,Toto-2.0-22m,0.706,0.471,0.882,-0.001,-0.07,0.047
-Toto-2.0-1B,TiRex,0.647,0.412,0.882,0.011,-0.028,0.047
 Toto-2.0-1B,Chronos-2,0.647,0.412,0.882,0.003,-0.04,0.044
+Toto-2.0-1B,TiRex,0.647,0.412,0.882,0.011,-0.028,0.047
 Toto-2.0-1B,TabPFN-TS,0.647,0.412,0.882,0.006,-0.094,0.083
 Toto-2.0-1B,FlowState,0.706,0.471,0.882,0.012,-0.111,0.091
 Toto-2.0-1B,TimesFM-2.5,0.647,0.412,0.882,0.036,-0.01,0.076
@@ -31,12 +50,13 @@ Toto-2.0-1B,Toto-2.0-4m,0.824,0.647,1.0,0.059,-0.015,0.118
 Toto-2.0-1B,AutoETS,0.706,0.471,0.941,0.077,0.001,0.135
 Toto-2.0-1B,Chronos-Bolt,0.882,0.706,1.0,0.106,0.045,0.165
 Toto-2.0-1B,Seasonal Naive,0.941,0.824,1.0,0.355,0.235,0.47
+Toto-2.0-313m,TiRex-2,0.176,0.0,0.353,-0.062,-0.128,-0.004
 Toto-2.0-313m,Toto-2.0-2.5B,0.412,0.234,0.647,-0.007,-0.02,0.007
 Toto-2.0-313m,Toto-2.0-1B,0.353,0.118,0.588,0.001,-0.02,0.026
 Toto-2.0-313m,Toto-2.0-313m,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-2.0-313m,Toto-2.0-22m,0.706,0.471,0.941,0.0,-0.045,0.036
-Toto-2.0-313m,TiRex,0.647,0.412,0.882,0.012,-0.019,0.044
 Toto-2.0-313m,Chronos-2,0.529,0.294,0.765,0.005,-0.032,0.04
+Toto-2.0-313m,TiRex,0.647,0.412,0.882,0.012,-0.019,0.044
 Toto-2.0-313m,TabPFN-TS,0.588,0.353,0.824,0.007,-0.075,0.075
 Toto-2.0-313m,FlowState,0.765,0.529,0.941,0.013,-0.083,0.082
 Toto-2.0-313m,TimesFM-2.5,0.647,0.412,0.882,0.037,-0.007,0.073
@@ -47,12 +67,13 @@ Toto-2.0-313m,Toto-2.0-4m,0.882,0.706,1.0,0.06,0.005,0.111
 Toto-2.0-313m,AutoETS,0.765,0.529,0.941,0.078,0.02,0.125
 Toto-2.0-313m,Chronos-Bolt,0.882,0.706,1.0,0.107,0.061,0.157
 Toto-2.0-313m,Seasonal Naive,0.941,0.824,1.0,0.356,0.246,0.463
+Toto-2.0-22m,TiRex-2,0.235,0.059,0.471,-0.062,-0.119,-0.013
 Toto-2.0-22m,Toto-2.0-2.5B,0.353,0.118,0.588,-0.007,-0.053,0.044
 Toto-2.0-22m,Toto-2.0-1B,0.294,0.118,0.529,0.001,-0.049,0.066
 Toto-2.0-22m,Toto-2.0-313m,0.294,0.059,0.529,-0.0,-0.037,0.043
 Toto-2.0-22m,Toto-2.0-22m,0.5,0.5,0.5,0.0,0.0,0.0
-Toto-2.0-22m,TiRex,0.588,0.353,0.824,0.012,-0.025,0.049
 Toto-2.0-22m,Chronos-2,0.588,0.353,0.824,0.004,-0.054,0.056
+Toto-2.0-22m,TiRex,0.588,0.353,0.824,0.012,-0.025,0.049
 Toto-2.0-22m,TabPFN-TS,0.529,0.294,0.765,0.007,-0.063,0.073
 Toto-2.0-22m,FlowState,0.588,0.353,0.824,0.012,-0.051,0.068
 Toto-2.0-22m,TimesFM-2.5,0.588,0.353,0.824,0.036,-0.024,0.093
@@ -63,28 +84,13 @@ Toto-2.0-22m,Toto-2.0-4m,1.0,1.0,1.0,0.06,0.042,0.079
 Toto-2.0-22m,AutoETS,0.882,0.706,1.0,0.078,0.027,0.117
 Toto-2.0-22m,Chronos-Bolt,0.941,0.824,1.0,0.107,0.066,0.149
 Toto-2.0-22m,Seasonal Naive,0.941,0.824,1.0,0.356,0.246,0.461
-TiRex,Toto-2.0-2.5B,0.471,0.235,0.706,-0.019,-0.055,0.011
-TiRex,Toto-2.0-1B,0.353,0.118,0.588,-0.011,-0.049,0.027
-TiRex,Toto-2.0-313m,0.353,0.118,0.588,-0.012,-0.046,0.019
-TiRex,Toto-2.0-22m,0.412,0.176,0.647,-0.012,-0.052,0.025
-TiRex,TiRex,0.5,0.5,0.5,0.0,0.0,0.0
-TiRex,Chronos-2,0.529,0.294,0.765,-0.007,-0.049,0.033
-TiRex,TabPFN-TS,0.706,0.471,0.882,-0.005,-0.092,0.065
-TiRex,FlowState,0.647,0.412,0.882,0.001,-0.089,0.064
-TiRex,TimesFM-2.5,0.647,0.412,0.824,0.025,-0.013,0.059
-TiRex,TabPFN-TS-3,0.588,0.353,0.824,0.057,-0.037,0.144
-TiRex,Stat. Ensemble,0.706,0.471,0.941,0.042,-0.043,0.121
-TiRex,Toto-1.0,0.706,0.471,0.941,0.072,0.024,0.113
-TiRex,Toto-2.0-4m,0.765,0.588,0.941,0.049,-0.003,0.095
-TiRex,AutoETS,0.765,0.529,0.941,0.067,0.006,0.121
-TiRex,Chronos-Bolt,0.882,0.706,1.0,0.097,0.05,0.145
-TiRex,Seasonal Naive,1.0,1.0,1.0,0.348,0.233,0.457
+Chronos-2,TiRex-2,0.235,0.059,0.471,-0.067,-0.134,-0.012
 Chronos-2,Toto-2.0-2.5B,0.412,0.176,0.647,-0.012,-0.045,0.022
 Chronos-2,Toto-2.0-1B,0.353,0.118,0.588,-0.003,-0.047,0.039
 Chronos-2,Toto-2.0-313m,0.471,0.235,0.706,-0.005,-0.041,0.031
 Chronos-2,Toto-2.0-22m,0.412,0.176,0.647,-0.004,-0.059,0.051
-Chronos-2,TiRex,0.471,0.235,0.706,0.007,-0.034,0.046
 Chronos-2,Chronos-2,0.5,0.5,0.5,0.0,0.0,0.0
+Chronos-2,TiRex,0.471,0.235,0.706,0.007,-0.034,0.046
 Chronos-2,TabPFN-TS,0.529,0.294,0.765,0.003,-0.08,0.066
 Chronos-2,FlowState,0.588,0.353,0.824,0.008,-0.084,0.073
 Chronos-2,TimesFM-2.5,0.647,0.412,0.882,0.032,-0.002,0.067
@@ -95,12 +101,30 @@ Chronos-2,Toto-2.0-4m,0.765,0.529,0.941,0.056,-0.009,0.12
 Chronos-2,AutoETS,0.882,0.706,1.0,0.074,0.025,0.113
 Chronos-2,Chronos-Bolt,0.765,0.529,0.941,0.103,0.039,0.168
 Chronos-2,Seasonal Naive,0.941,0.824,1.0,0.353,0.247,0.456
+TiRex,TiRex-2,0.059,0.0,0.176,-0.075,-0.132,-0.031
+TiRex,Toto-2.0-2.5B,0.471,0.235,0.706,-0.019,-0.055,0.011
+TiRex,Toto-2.0-1B,0.353,0.118,0.588,-0.011,-0.049,0.027
+TiRex,Toto-2.0-313m,0.353,0.118,0.588,-0.012,-0.046,0.019
+TiRex,Toto-2.0-22m,0.412,0.176,0.647,-0.012,-0.052,0.025
+TiRex,Chronos-2,0.529,0.294,0.765,-0.007,-0.049,0.033
+TiRex,TiRex,0.5,0.5,0.5,0.0,0.0,0.0
+TiRex,TabPFN-TS,0.706,0.471,0.882,-0.005,-0.092,0.065
+TiRex,FlowState,0.647,0.412,0.882,0.001,-0.089,0.064
+TiRex,TimesFM-2.5,0.647,0.412,0.824,0.025,-0.013,0.059
+TiRex,TabPFN-TS-3,0.588,0.353,0.824,0.057,-0.037,0.144
+TiRex,Stat. Ensemble,0.706,0.471,0.941,0.042,-0.043,0.121
+TiRex,Toto-1.0,0.706,0.471,0.941,0.072,0.024,0.113
+TiRex,Toto-2.0-4m,0.765,0.588,0.941,0.049,-0.003,0.095
+TiRex,AutoETS,0.765,0.529,0.941,0.067,0.006,0.121
+TiRex,Chronos-Bolt,0.882,0.706,1.0,0.097,0.05,0.145
+TiRex,Seasonal Naive,1.0,1.0,1.0,0.348,0.233,0.457
+TabPFN-TS,TiRex-2,0.353,0.118,0.588,-0.07,-0.136,-0.007
 TabPFN-TS,Toto-2.0-2.5B,0.294,0.118,0.529,-0.014,-0.087,0.068
 TabPFN-TS,Toto-2.0-1B,0.353,0.118,0.588,-0.006,-0.091,0.086
 TabPFN-TS,Toto-2.0-313m,0.412,0.176,0.647,-0.007,-0.081,0.07
 TabPFN-TS,Toto-2.0-22m,0.471,0.235,0.706,-0.007,-0.079,0.059
-TabPFN-TS,TiRex,0.294,0.118,0.529,0.005,-0.07,0.084
 TabPFN-TS,Chronos-2,0.471,0.235,0.706,-0.003,-0.07,0.074
+TabPFN-TS,TiRex,0.294,0.118,0.529,0.005,-0.07,0.084
 TabPFN-TS,TabPFN-TS,0.5,0.5,0.5,0.0,0.0,0.0
 TabPFN-TS,FlowState,0.353,0.118,0.588,0.006,-0.059,0.073
 TabPFN-TS,TimesFM-2.5,0.471,0.235,0.706,0.03,-0.048,0.117
@@ -111,12 +135,13 @@ TabPFN-TS,Toto-2.0-4m,0.706,0.471,0.882,0.053,-0.022,0.123
 TabPFN-TS,AutoETS,0.824,0.588,0.941,0.071,0.009,0.125
 TabPFN-TS,Chronos-Bolt,0.706,0.471,0.882,0.101,0.009,0.188
 TabPFN-TS,Seasonal Naive,1.0,1.0,1.0,0.351,0.26,0.438
+FlowState,TiRex-2,0.176,0.0,0.353,-0.076,-0.138,-0.008
 FlowState,Toto-2.0-2.5B,0.294,0.059,0.529,-0.02,-0.098,0.074
 FlowState,Toto-2.0-1B,0.294,0.118,0.529,-0.012,-0.1,0.1
 FlowState,Toto-2.0-313m,0.235,0.059,0.471,-0.013,-0.09,0.077
 FlowState,Toto-2.0-22m,0.412,0.176,0.647,-0.013,-0.073,0.049
-FlowState,TiRex,0.353,0.118,0.588,-0.001,-0.068,0.082
 FlowState,Chronos-2,0.412,0.176,0.647,-0.008,-0.079,0.078
+FlowState,TiRex,0.353,0.118,0.588,-0.001,-0.068,0.082
 FlowState,TabPFN-TS,0.647,0.412,0.882,-0.006,-0.079,0.056
 FlowState,FlowState,0.5,0.5,0.5,0.0,0.0,0.0
 FlowState,TimesFM-2.5,0.588,0.353,0.794,0.024,-0.05,0.115
@@ -127,12 +152,13 @@ FlowState,Toto-2.0-4m,0.647,0.412,0.882,0.048,-0.012,0.106
 FlowState,AutoETS,0.706,0.471,0.882,0.066,0.004,0.127
 FlowState,Chronos-Bolt,0.706,0.471,0.912,0.096,0.017,0.178
 FlowState,Seasonal Naive,0.941,0.824,1.0,0.348,0.238,0.44
+TimesFM-2.5,TiRex-2,0.235,0.059,0.471,-0.102,-0.175,-0.042
 TimesFM-2.5,Toto-2.0-2.5B,0.353,0.118,0.588,-0.046,-0.087,-0.003
 TimesFM-2.5,Toto-2.0-1B,0.353,0.118,0.588,-0.037,-0.083,0.01
 TimesFM-2.5,Toto-2.0-313m,0.353,0.118,0.588,-0.038,-0.079,0.007
 TimesFM-2.5,Toto-2.0-22m,0.412,0.176,0.647,-0.038,-0.103,0.024
-TimesFM-2.5,TiRex,0.353,0.176,0.588,-0.026,-0.063,0.013
 TimesFM-2.5,Chronos-2,0.353,0.118,0.588,-0.033,-0.072,0.002
+TimesFM-2.5,TiRex,0.353,0.176,0.588,-0.026,-0.063,0.013
 TimesFM-2.5,TabPFN-TS,0.529,0.294,0.765,-0.031,-0.133,0.046
 TimesFM-2.5,FlowState,0.412,0.206,0.647,-0.025,-0.13,0.048
 TimesFM-2.5,TimesFM-2.5,0.5,0.5,0.5,0.0,0.0,0.0
@@ -143,12 +169,13 @@ TimesFM-2.5,Toto-2.0-4m,0.588,0.353,0.824,0.024,-0.047,0.093
 TimesFM-2.5,AutoETS,0.706,0.471,0.882,0.043,-0.024,0.097
 TimesFM-2.5,Chronos-Bolt,0.706,0.5,0.912,0.073,0.017,0.133
 TimesFM-2.5,Seasonal Naive,0.941,0.824,1.0,0.332,0.221,0.436
+TabPFN-TS-3,TiRex-2,0.235,0.059,0.471,-0.14,-0.262,-0.042
 TabPFN-TS-3,Toto-2.0-2.5B,0.353,0.118,0.588,-0.081,-0.175,0.007
 TabPFN-TS-3,Toto-2.0-1B,0.353,0.118,0.588,-0.072,-0.175,0.025
 TabPFN-TS-3,Toto-2.0-313m,0.353,0.118,0.588,-0.073,-0.16,0.008
 TabPFN-TS-3,Toto-2.0-22m,0.353,0.118,0.588,-0.073,-0.173,0.014
-TabPFN-TS-3,TiRex,0.412,0.176,0.647,-0.06,-0.168,0.036
 TabPFN-TS-3,Chronos-2,0.353,0.176,0.588,-0.068,-0.151,0.011
+TabPFN-TS-3,TiRex,0.412,0.176,0.647,-0.06,-0.168,0.036
 TabPFN-TS-3,TabPFN-TS,0.235,0.059,0.471,-0.065,-0.143,-0.01
 TabPFN-TS-3,FlowState,0.353,0.176,0.588,-0.06,-0.183,0.041
 TabPFN-TS-3,TimesFM-2.5,0.412,0.176,0.647,-0.034,-0.132,0.06
@@ -159,12 +186,13 @@ TabPFN-TS-3,Toto-2.0-4m,0.471,0.235,0.706,-0.009,-0.105,0.084
 TabPFN-TS-3,AutoETS,0.706,0.471,0.882,0.01,-0.075,0.085
 TabPFN-TS-3,Chronos-Bolt,0.529,0.294,0.765,0.042,-0.06,0.142
 TabPFN-TS-3,Seasonal Naive,1.0,1.0,1.0,0.309,0.23,0.392
+Stat. Ensemble,TiRex-2,0.176,0.0,0.353,-0.122,-0.196,-0.051
 Stat. Ensemble,Toto-2.0-2.5B,0.235,0.059,0.471,-0.064,-0.172,0.035
 Stat. Ensemble,Toto-2.0-1B,0.294,0.118,0.529,-0.055,-0.171,0.06
 Stat. Ensemble,Toto-2.0-313m,0.235,0.059,0.412,-0.056,-0.162,0.04
 Stat. Ensemble,Toto-2.0-22m,0.412,0.176,0.647,-0.056,-0.146,0.02
-Stat. Ensemble,TiRex,0.294,0.059,0.529,-0.044,-0.138,0.041
 Stat. Ensemble,Chronos-2,0.118,0.0,0.294,-0.051,-0.141,0.037
+Stat. Ensemble,TiRex,0.294,0.059,0.529,-0.044,-0.138,0.041
 Stat. Ensemble,TabPFN-TS,0.412,0.176,0.647,-0.049,-0.122,0.015
 Stat. Ensemble,FlowState,0.353,0.118,0.588,-0.043,-0.098,0.014
 Stat. Ensemble,TimesFM-2.5,0.353,0.118,0.588,-0.017,-0.102,0.077
@@ -175,12 +203,13 @@ Stat. Ensemble,Toto-2.0-4m,0.471,0.235,0.706,0.007,-0.078,0.086
 Stat. Ensemble,AutoETS,0.529,0.294,0.765,0.026,-0.041,0.082
 Stat. Ensemble,Chronos-Bolt,0.529,0.294,0.765,0.057,-0.038,0.142
 Stat. Ensemble,Seasonal Naive,1.0,1.0,1.0,0.32,0.228,0.405
+Toto-1.0,TiRex-2,0.059,0.0,0.176,-0.158,-0.23,-0.087
 Toto-1.0,Toto-2.0-2.5B,0.235,0.059,0.471,-0.098,-0.17,-0.034
 Toto-1.0,Toto-2.0-1B,0.235,0.059,0.413,-0.089,-0.162,-0.021
 Toto-1.0,Toto-2.0-313m,0.176,0.0,0.353,-0.09,-0.157,-0.033
 Toto-1.0,Toto-2.0-22m,0.118,0.0,0.294,-0.09,-0.142,-0.039
-Toto-1.0,TiRex,0.294,0.059,0.529,-0.077,-0.128,-0.025
 Toto-1.0,Chronos-2,0.353,0.118,0.588,-0.085,-0.165,-0.012
+Toto-1.0,TiRex,0.294,0.059,0.529,-0.077,-0.128,-0.025
 Toto-1.0,TabPFN-TS,0.412,0.176,0.647,-0.082,-0.181,0.012
 Toto-1.0,FlowState,0.294,0.088,0.529,-0.076,-0.182,0.018
 Toto-1.0,TimesFM-2.5,0.471,0.235,0.706,-0.05,-0.125,0.013
@@ -191,12 +220,13 @@ Toto-1.0,Toto-2.0-4m,0.412,0.176,0.647,-0.025,-0.076,0.021
 Toto-1.0,AutoETS,0.529,0.294,0.765,-0.005,-0.092,0.066
 Toto-1.0,Chronos-Bolt,0.706,0.5,0.882,0.027,-0.031,0.074
 Toto-1.0,Seasonal Naive,0.824,0.647,1.0,0.298,0.157,0.419
+Toto-2.0-4m,TiRex-2,0.059,0.0,0.176,-0.13,-0.204,-0.069
 Toto-2.0-4m,Toto-2.0-2.5B,0.176,0.0,0.353,-0.072,-0.141,-0.006
 Toto-2.0-4m,Toto-2.0-1B,0.176,0.0,0.353,-0.063,-0.134,0.015
 Toto-2.0-4m,Toto-2.0-313m,0.118,0.0,0.294,-0.064,-0.125,-0.005
 Toto-2.0-4m,Toto-2.0-22m,0.0,0.0,0.0,-0.064,-0.086,-0.044
-Toto-2.0-4m,TiRex,0.235,0.059,0.412,-0.051,-0.105,0.003
 Toto-2.0-4m,Chronos-2,0.235,0.059,0.471,-0.059,-0.136,0.009
+Toto-2.0-4m,TiRex,0.235,0.059,0.412,-0.051,-0.105,0.003
 Toto-2.0-4m,TabPFN-TS,0.294,0.118,0.529,-0.056,-0.14,0.022
 Toto-2.0-4m,FlowState,0.353,0.118,0.588,-0.05,-0.119,0.012
 Toto-2.0-4m,TimesFM-2.5,0.412,0.176,0.647,-0.025,-0.103,0.045
@@ -207,12 +237,13 @@ Toto-2.0-4m,Toto-2.0-4m,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-2.0-4m,AutoETS,0.647,0.412,0.882,0.019,-0.053,0.071
 Toto-2.0-4m,Chronos-Bolt,0.706,0.471,0.882,0.05,0.008,0.096
 Toto-2.0-4m,Seasonal Naive,0.941,0.824,1.0,0.315,0.192,0.425
+AutoETS,TiRex-2,0.118,0.0,0.294,-0.152,-0.225,-0.084
 AutoETS,Toto-2.0-2.5B,0.176,0.0,0.353,-0.092,-0.152,-0.027
 AutoETS,Toto-2.0-1B,0.294,0.059,0.529,-0.083,-0.156,-0.001
 AutoETS,Toto-2.0-313m,0.235,0.059,0.471,-0.085,-0.142,-0.02
 AutoETS,Toto-2.0-22m,0.118,0.0,0.294,-0.084,-0.133,-0.027
-AutoETS,TiRex,0.235,0.059,0.471,-0.072,-0.137,-0.007
 AutoETS,Chronos-2,0.118,0.0,0.294,-0.079,-0.127,-0.026
+AutoETS,TiRex,0.235,0.059,0.471,-0.072,-0.137,-0.007
 AutoETS,TabPFN-TS,0.176,0.059,0.412,-0.077,-0.143,-0.009
 AutoETS,FlowState,0.294,0.118,0.529,-0.071,-0.145,-0.004
 AutoETS,TimesFM-2.5,0.294,0.118,0.529,-0.045,-0.107,0.024
@@ -223,12 +254,13 @@ AutoETS,Toto-2.0-4m,0.353,0.118,0.588,-0.019,-0.077,0.05
 AutoETS,AutoETS,0.5,0.5,0.5,0.0,0.0,0.0
 AutoETS,Chronos-Bolt,0.471,0.235,0.706,0.032,-0.045,0.099
 AutoETS,Seasonal Naive,0.882,0.706,1.0,0.302,0.195,0.407
+Chronos-Bolt,TiRex-2,0.0,0.0,0.0,-0.19,-0.295,-0.098
 Chronos-Bolt,Toto-2.0-2.5B,0.176,0.0,0.353,-0.128,-0.202,-0.062
 Chronos-Bolt,Toto-2.0-1B,0.118,0.0,0.294,-0.119,-0.198,-0.047
 Chronos-Bolt,Toto-2.0-313m,0.118,0.0,0.294,-0.12,-0.186,-0.065
 Chronos-Bolt,Toto-2.0-22m,0.059,0.0,0.176,-0.12,-0.175,-0.071
-Chronos-Bolt,TiRex,0.118,0.0,0.294,-0.107,-0.17,-0.053
 Chronos-Bolt,Chronos-2,0.235,0.059,0.471,-0.115,-0.201,-0.04
+Chronos-Bolt,TiRex,0.118,0.0,0.294,-0.107,-0.17,-0.053
 Chronos-Bolt,TabPFN-TS,0.294,0.118,0.529,-0.112,-0.232,-0.009
 Chronos-Bolt,FlowState,0.294,0.088,0.529,-0.106,-0.216,-0.017
 Chronos-Bolt,TimesFM-2.5,0.294,0.088,0.5,-0.079,-0.154,-0.017
@@ -239,12 +271,13 @@ Chronos-Bolt,Toto-2.0-4m,0.294,0.118,0.529,-0.053,-0.106,-0.008
 Chronos-Bolt,AutoETS,0.529,0.294,0.765,-0.033,-0.11,0.043
 Chronos-Bolt,Chronos-Bolt,0.5,0.5,0.5,0.0,0.0,0.0
 Chronos-Bolt,Seasonal Naive,0.824,0.647,1.0,0.279,0.156,0.396
+Seasonal Naive,TiRex-2,0.0,0.0,0.0,-0.649,-0.965,-0.399
 Seasonal Naive,Toto-2.0-2.5B,0.059,0.0,0.176,-0.564,-0.886,-0.331
 Seasonal Naive,Toto-2.0-1B,0.059,0.0,0.176,-0.551,-0.887,-0.308
 Seasonal Naive,Toto-2.0-313m,0.059,0.0,0.176,-0.553,-0.862,-0.326
 Seasonal Naive,Toto-2.0-22m,0.059,0.0,0.176,-0.553,-0.857,-0.327
-Seasonal Naive,TiRex,0.0,0.0,0.0,-0.535,-0.842,-0.303
 Seasonal Naive,Chronos-2,0.059,0.0,0.176,-0.546,-0.839,-0.328
+Seasonal Naive,TiRex,0.0,0.0,0.0,-0.535,-0.842,-0.303
 Seasonal Naive,TabPFN-TS,0.0,0.0,0.0,-0.542,-0.779,-0.351
 Seasonal Naive,FlowState,0.059,0.0,0.176,-0.533,-0.786,-0.313
 Seasonal Naive,TimesFM-2.5,0.059,0.0,0.176,-0.496,-0.772,-0.283
diff --git a/tables/frequency_sub_hourly/leaderboard_MASE.csv b/tables/frequency_sub_hourly/leaderboard_MASE.csv
index 63f2b7bcc3beaa1837e860278ec64f98e6eb164a..8ce289ab5b88f5cdf14222bc5a66f54e049df8e3 100644
--- a/tables/frequency_sub_hourly/leaderboard_MASE.csv
+++ b/tables/frequency_sub_hourly/leaderboard_MASE.csv
@@ -1,28 +1,29 @@
 model_name,win_rate,skill_score,median_training_time_s_per100,median_inference_time_s_per100,training_corpus_overlap,num_failures
-Toto-2.0-1B,93.58974358974356,39.183559063188014,0.0,2.466042572241336,0.0,0.0
-Toto-2.0-2.5B,92.1474358974359,38.8114540766655,0.0,5.2229363491817695,0.0,0.0
-Toto-2.0-313m,88.78205128205128,38.16300748820032,0.0,1.0287665867857143,0.0,0.0
-Chronos-2,81.57051282051283,36.60567701819309,0.0,1.219865412061035,0.0,0.0
-Toto-2.0-22m,80.60897435897438,36.266061350746384,0.0,0.20119827167874393,0.0,0.0
-Toto-1.0,75.16025641025641,34.33193126564797,0.0,53.08930704428572,0.041666666666666664,0.0
-Toto-2.0-4m,71.31410256410257,33.551460846942774,0.0,0.16318737995341615,0.0,0.0
-TimesFM-2.5,67.78846153846155,33.08143140787951,0.0,8.086343701896517,0.041666666666666664,0.0
-TiRex,66.50641025641025,32.091914021126556,0.0,0.534368017900975,0.041666666666666664,0.0
-FlowState,57.53205128205129,25.746635712407915,0.0,10.897278185476189,0.041666666666666664,0.0
-Moirai-2.0,57.45192307692307,30.491645543587975,0.0,1.7491858470238095,0.25,0.0
-TabPFN-TS-3,54.647435897435905,28.78402737487018,0.0,469.67140080949105,0.0,0.0
-Chronos-Bolt,51.04166666666667,26.492402046161224,0.0,0.5042001652436238,0.0,0.0
-Sundial-Base,48.55769230769231,27.748907584948345,0.0,7.915062387440475,0.041666666666666664,0.0
-TFT,48.07692307692308,27.53144334233102,1154.7495615716732,1.2445208104761905,0.0,0.0
-PatchTST,47.67628205128205,26.772635713296424,1257.4287658338405,2.5367794131867605,0.0,0.0
-TabPFN-TS,47.43589743589744,25.556775293313972,0.0,300.46992049143205,0.0,0.0
-DeepAR,39.66346153846153,22.20671232134833,1872.6321609074305,2.1365429885578084,0.0,8.333333333333332
-CatBoost,39.583333333333336,21.287573524478255,151.65138058258532,0.779223560829291,0.0,0.0
-LightGBM,30.448717948717952,15.414025929198116,8.723202911800314,0.5941772642042911,0.0,0.0
-Stat. Ensemble,24.519230769230766,7.513921637274034,0.0,107.0230329237857,0.0,16.666666666666664
-AutoARIMA,21.474358974358974,7.687751653596642,0.0,16.966581296927224,0.0,16.666666666666664
-AutoTheta,20.192307692307697,5.8706991513412525,0.0,4.489498287272854,0.0,0.0
-AutoETS,14.823717948717949,-9.418472917749977,0.0,3.5860189728571426,0.0,12.5
-Seasonal Naive,14.342948717948717,0.0,0.0,0.5226379387028302,0.0,0.0
-Naive,11.538461538461538,-29.011796894601318,0.0,0.5319220605854591,0.0,0.0
-Drift,3.5256410256410255,-38.472959211654675,0.0,0.5097226914596436,0.0,0.0
+Toto-2.0-1B,93.67283950617285,39.183559063188014,0.0,2.466042572241336,0.0,0.0
+Toto-2.0-2.5B,91.66666666666666,38.8114540766655,0.0,5.2229363491817695,0.0,0.0
+Toto-2.0-313m,88.73456790123457,38.16300748820032,0.0,1.0287665867857143,0.0,0.0
+Chronos-2,81.32716049382717,36.60567701819309,0.0,1.219865412061035,0.0,0.0
+Toto-2.0-22m,80.40123456790124,36.266061350746384,0.0,0.20119827167874393,0.0,0.0
+Toto-1.0,75.15432098765432,34.33193126564797,0.0,53.08930704428572,0.041666666666666664,0.0
+Toto-2.0-4m,71.45061728395062,33.551460846942774,0.0,0.16318737995341615,0.0,0.0
+TiRex-2,70.83333333333334,33.448620260897975,0.0,0.25031342818069136,0.0,0.0
+TimesFM-2.5,66.35802469135803,33.08143140787951,0.0,8.086343701896517,0.041666666666666664,0.0
+TiRex,65.12345679012344,32.091914021126556,0.0,0.534368017900975,0.041666666666666664,0.0
+FlowState,56.48148148148149,25.746635712407915,0.0,10.897278185476189,0.041666666666666664,0.0
+Moirai-2.0,55.941358024691354,30.491645543587975,0.0,1.7491858470238095,0.25,0.0
+TabPFN-TS-3,53.086419753086425,28.78402737487018,0.0,469.67140080949105,0.0,0.0
+Chronos-Bolt,49.45987654320987,26.492402046161224,0.0,0.5042001652436238,0.0,0.0
+TFT,46.913580246913575,27.53144334233102,1154.7495615716732,1.2445208104761905,0.0,0.0
+Sundial-Base,46.913580246913575,27.748907584948345,0.0,7.915062387440475,0.041666666666666664,0.0
+TabPFN-TS,46.29629629629629,25.556775293313972,0.0,300.46992049143205,0.0,0.0
+PatchTST,46.21913580246913,26.772635713296424,1257.4287658338405,2.5367794131867605,0.0,0.0
+DeepAR,38.657407407407405,22.20671232134833,1872.6321609074305,2.1365429885578084,0.0,8.333333333333332
+CatBoost,38.580246913580254,21.287573524478255,151.65138058258532,0.779223560829291,0.0,0.0
+LightGBM,29.629629629629633,15.414025929198116,8.723202911800314,0.5941772642042911,0.0,0.0
+Stat. Ensemble,23.765432098765434,7.513921637274034,0.0,107.0230329237857,0.0,16.666666666666664
+AutoARIMA,20.833333333333336,7.687751653596642,0.0,16.966581296927224,0.0,16.666666666666664
+AutoTheta,19.444444444444446,5.8706991513412525,0.0,4.489498287272854,0.0,0.0
+AutoETS,14.429012345679013,-9.418472917749977,0.0,3.5860189728571426,0.0,12.5
+Seasonal Naive,13.966049382716047,0.0,0.0,0.5226379387028302,0.0,0.0
+Naive,11.265432098765434,-29.011796894601318,0.0,0.5319220605854591,0.0,0.0
+Drift,3.395061728395062,-38.472959211654675,0.0,0.5097226914596436,0.0,0.0
diff --git a/tables/frequency_sub_hourly/leaderboard_SQL.csv b/tables/frequency_sub_hourly/leaderboard_SQL.csv
index 438aeb402bd0f7d95222b8340729b46805f33502..bb86b95ca90e727f59eed59583c58df7fc3194c1 100644
--- a/tables/frequency_sub_hourly/leaderboard_SQL.csv
+++ b/tables/frequency_sub_hourly/leaderboard_SQL.csv
@@ -1,28 +1,29 @@
 model_name,win_rate,skill_score,median_training_time_s_per100,median_inference_time_s_per100,training_corpus_overlap,num_failures
-Toto-2.0-1B,93.42948717948718,58.26022624502954,0.0,2.466042572241336,0.0,0.0
-Toto-2.0-2.5B,93.26923076923076,58.05945381980986,0.0,5.2229363491817695,0.0,0.0
-Toto-2.0-313m,89.90384615384616,57.694692238950076,0.0,1.0287665867857143,0.0,0.0
+Toto-2.0-1B,93.3641975308642,58.26022624502954,0.0,2.466042572241336,0.0,0.0
+Toto-2.0-2.5B,93.05555555555554,58.05945381980986,0.0,5.2229363491817695,0.0,0.0
+Toto-2.0-313m,89.96913580246914,57.694692238950076,0.0,1.0287665867857143,0.0,0.0
 Toto-2.0-22m,83.33333333333334,56.07677943690712,0.0,0.20119827167874393,0.0,0.0
-Chronos-2,82.69230769230771,56.381305085766286,0.0,1.219865412061035,0.0,0.0
-Toto-1.0,75.00000000000001,54.0349203442283,0.0,53.08930704428572,0.041666666666666664,0.0
-Toto-2.0-4m,73.87820512820512,53.83602437369355,0.0,0.16318737995341615,0.0,0.0
-TiRex,69.07051282051282,52.710892944466025,0.0,0.534368017900975,0.041666666666666664,0.0
-TimesFM-2.5,69.07051282051282,53.090548120238765,0.0,8.086343701896517,0.041666666666666664,0.0
-TabPFN-TS-3,61.057692307692314,51.42887909288382,0.0,469.67140080949105,0.0,0.0
-FlowState,58.493589743589745,47.894556376520924,0.0,10.897278185476189,0.041666666666666664,0.0
-Moirai-2.0,57.932692307692314,50.17769220777839,0.0,1.7491858470238095,0.25,0.0
-TFT,52.24358974358974,48.04926998698471,1154.7495615716732,1.2445208104761905,0.0,0.0
-PatchTST,51.041666666666664,47.5861909531335,1257.4287658338405,2.5367794131867605,0.0,0.0
-TabPFN-TS,48.717948717948715,47.148822968097335,0.0,300.46992049143205,0.0,0.0
-Chronos-Bolt,47.83653846153847,46.3687172213469,0.0,0.5042001652436238,0.0,0.0
-Sundial-Base,45.67307692307692,46.75728672813329,0.0,7.915062387440475,0.041666666666666664,0.0
-DeepAR,42.54807692307692,42.297561992708474,1872.6321609074305,2.1365429885578084,0.0,8.333333333333332
-CatBoost,29.006410256410252,33.304508592545844,151.65138058258532,0.779223560829291,0.0,0.0
-AutoARIMA,25.641025641025646,25.693557606338423,0.0,16.966581296927224,0.0,16.666666666666664
-Stat. Ensemble,22.916666666666664,13.462321560207968,0.0,107.0230329237857,0.0,16.666666666666664
-LightGBM,22.596153846153847,28.327668712071517,8.723202911800314,0.5941772642042911,0.0,0.0
-Seasonal Naive,15.625,0.0,0.0,0.5226379387028302,0.0,0.0
-AutoTheta,14.743589743589741,-8.679221746369192,0.0,4.489498287272854,0.0,0.0
-AutoETS,14.022435897435898,-57.991659118752125,0.0,3.5860189728571426,0.0,12.5
-Naive,8.333333333333334,-93.34435531340436,0.0,0.5319220605854591,0.0,0.0
-Drift,1.9230769230769231,-103.16658810164463,0.0,0.5097226914596436,0.0,0.0
+Chronos-2,82.09876543209879,56.381305085766286,0.0,1.219865412061035,0.0,0.0
+Toto-1.0,75.0,54.0349203442283,0.0,53.08930704428572,0.041666666666666664,0.0
+Toto-2.0-4m,73.76543209876544,53.83602437369355,0.0,0.16318737995341615,0.0,0.0
+TiRex-2,73.30246913580247,53.642114861828674,0.0,0.25031342818069136,0.0,0.0
+TimesFM-2.5,67.74691358024691,53.090548120238765,0.0,8.086343701896517,0.041666666666666664,0.0
+TiRex,67.5925925925926,52.710892944466025,0.0,0.534368017900975,0.041666666666666664,0.0
+TabPFN-TS-3,59.25925925925925,51.42887909288382,0.0,469.67140080949105,0.0,0.0
+FlowState,57.40740740740742,47.894556376520924,0.0,10.897278185476189,0.041666666666666664,0.0
+Moirai-2.0,56.09567901234568,50.17769220777839,0.0,1.7491858470238095,0.25,0.0
+TFT,50.77160493827161,48.04926998698471,1154.7495615716732,1.2445208104761905,0.0,0.0
+PatchTST,49.30555555555555,47.5861909531335,1257.4287658338405,2.5367794131867605,0.0,0.0
+TabPFN-TS,47.376543209876544,47.148822968097335,0.0,300.46992049143205,0.0,0.0
+Chronos-Bolt,46.06481481481482,46.3687172213469,0.0,0.5042001652436238,0.0,0.0
+Sundial-Base,44.13580246913579,46.75728672813329,0.0,7.915062387440475,0.041666666666666664,0.0
+DeepAR,41.28086419753086,42.297561992708474,1872.6321609074305,2.1365429885578084,0.0,8.333333333333332
+CatBoost,27.932098765432094,33.304508592545844,151.65138058258532,0.779223560829291,0.0,0.0
+AutoARIMA,24.69135802469136,25.693557606338423,0.0,16.966581296927224,0.0,16.666666666666664
+Stat. Ensemble,22.0679012345679,13.462321560207968,0.0,107.0230329237857,0.0,16.666666666666664
+LightGBM,21.75925925925926,28.327668712071517,8.723202911800314,0.5941772642042911,0.0,0.0
+Seasonal Naive,15.046296296296296,0.0,0.0,0.5226379387028302,0.0,0.0
+AutoTheta,14.19753086419753,-8.679221746369192,0.0,4.489498287272854,0.0,0.0
+AutoETS,13.503086419753085,-57.991659118752125,0.0,3.5860189728571426,0.0,12.5
+Naive,8.024691358024691,-93.34435531340436,0.0,0.5319220605854591,0.0,0.0
+Drift,1.8518518518518516,-103.16658810164463,0.0,0.5097226914596436,0.0,0.0
diff --git a/tables/frequency_sub_hourly/leaderboard_WAPE.csv b/tables/frequency_sub_hourly/leaderboard_WAPE.csv
index f63043b69944fea9b8263acb758481c45a2fcdc6..756de31c514f94157229f0d4e227971933638bf3 100644
--- a/tables/frequency_sub_hourly/leaderboard_WAPE.csv
+++ b/tables/frequency_sub_hourly/leaderboard_WAPE.csv
@@ -1,28 +1,29 @@
 model_name,win_rate,skill_score,median_training_time_s_per100,median_inference_time_s_per100,training_corpus_overlap,num_failures
-Toto-2.0-1B,93.10897435897438,45.65995688364923,0.0,2.466042572241336,0.0,0.0
-Toto-2.0-313m,90.86538461538461,45.06460970149967,0.0,1.0287665867857143,0.0,0.0
-Toto-2.0-2.5B,90.5448717948718,45.55974656679499,0.0,5.2229363491817695,0.0,0.0
-Toto-2.0-22m,81.89102564102562,42.97216097736414,0.0,0.20119827167874393,0.0,0.0
-Chronos-2,80.60897435897438,43.79122178581662,0.0,1.219865412061035,0.0,0.0
-Toto-1.0,75.32051282051283,40.85224967676806,0.0,53.08930704428572,0.041666666666666664,0.0
-Toto-2.0-4m,70.1923076923077,39.68225936476553,0.0,0.16318737995341615,0.0,0.0
-TimesFM-2.5,67.46794871794872,39.029589747603886,0.0,8.086343701896517,0.041666666666666664,0.0
-TiRex,65.06410256410257,38.49953279056998,0.0,0.534368017900975,0.041666666666666664,0.0
-FlowState,60.897435897435905,38.66602272763363,0.0,10.897278185476189,0.041666666666666664,0.0
-Moirai-2.0,56.490384615384606,37.40214888898979,0.0,1.7491858470238095,0.25,0.0
-TabPFN-TS-3,56.250000000000014,38.50913493451501,0.0,469.67140080949105,0.0,0.0
-TabPFN-TS,49.19871794871795,33.84989334671079,0.0,300.46992049143205,0.0,0.0
-Chronos-Bolt,48.958333333333336,32.82212486071341,0.0,0.5042001652436238,0.0,0.0
-PatchTST,48.63782051282052,33.69441154871544,1257.4287658338405,2.5367794131867605,0.0,0.0
-TFT,47.59615384615385,33.527958313386776,1154.7495615716732,1.2445208104761905,0.0,0.0
-Sundial-Base,47.27564102564102,34.275371767381245,0.0,7.915062387440475,0.041666666666666664,0.0
-CatBoost,38.46153846153845,26.34923331647584,151.65138058258532,0.779223560829291,0.0,0.0
-DeepAR,37.580128205128204,26.36531412454334,1872.6321609074305,2.1365429885578084,0.0,8.333333333333332
-LightGBM,31.41025641025641,17.747983840024006,8.723202911800314,0.5941772642042911,0.0,0.0
-Stat. Ensemble,23.878205128205128,15.889952173949517,0.0,107.0230329237857,0.0,16.666666666666664
-AutoTheta,18.910256410256412,14.492192597027309,0.0,4.489498287272854,0.0,0.0
-AutoARIMA,18.75,10.502318217695771,0.0,16.966581296927224,0.0,16.666666666666664
-Naive,16.34615384615385,0.5343175629566765,0.0,0.5319220605854591,0.0,0.0
-AutoETS,15.625,0.5636978963068806,0.0,3.5860189728571426,0.0,12.5
-Seasonal Naive,11.778846153846153,0.0,0.0,0.5226379387028302,0.0,0.0
-Drift,6.8910256410256405,-9.202826024430877,0.0,0.5097226914596436,0.0,0.0
+Toto-2.0-1B,93.20987654320987,45.65995688364923,0.0,2.466042572241336,0.0,0.0
+Toto-2.0-313m,91.04938271604938,45.06460970149967,0.0,1.0287665867857143,0.0,0.0
+Toto-2.0-2.5B,90.58641975308643,45.55974656679499,0.0,5.2229363491817695,0.0,0.0
+Toto-2.0-22m,81.79012345679013,42.97216097736414,0.0,0.20119827167874393,0.0,0.0
+Chronos-2,80.55555555555557,43.79122178581662,0.0,1.219865412061035,0.0,0.0
+Toto-1.0,75.46296296296298,40.85224967676806,0.0,53.08930704428572,0.041666666666666664,0.0
+Toto-2.0-4m,70.37037037037038,39.68225936476553,0.0,0.16318737995341615,0.0,0.0
+TiRex-2,66.9753086419753,39.40840456902303,0.0,0.25031342818069136,0.0,0.0
+TimesFM-2.5,66.35802469135803,39.029589747603886,0.0,8.086343701896517,0.041666666666666664,0.0
+TiRex,64.04320987654322,38.49953279056998,0.0,0.534368017900975,0.041666666666666664,0.0
+FlowState,60.030864197530875,38.66602272763363,0.0,10.897278185476189,0.041666666666666664,0.0
+Moirai-2.0,55.32407407407407,37.40214888898979,0.0,1.7491858470238095,0.25,0.0
+TabPFN-TS-3,54.93827160493828,38.50913493451501,0.0,469.67140080949105,0.0,0.0
+TabPFN-TS,48.30246913580247,33.84989334671079,0.0,300.46992049143205,0.0,0.0
+Chronos-Bolt,47.76234567901235,32.82212486071341,0.0,0.5042001652436238,0.0,0.0
+PatchTST,47.14506172839506,33.69441154871544,1257.4287658338405,2.5367794131867605,0.0,0.0
+TFT,46.60493827160494,33.527958313386776,1154.7495615716732,1.2445208104761905,0.0,0.0
+Sundial-Base,45.83333333333333,34.275371767381245,0.0,7.915062387440475,0.041666666666666664,0.0
+CatBoost,37.49999999999999,26.34923331647584,151.65138058258532,0.779223560829291,0.0,0.0
+DeepAR,36.49691358024691,26.36531412454334,1872.6321609074305,2.1365429885578084,0.0,8.333333333333332
+LightGBM,30.70987654320987,17.747983840024006,8.723202911800314,0.5941772642042911,0.0,0.0
+Stat. Ensemble,23.30246913580247,15.889952173949517,0.0,107.0230329237857,0.0,16.666666666666664
+AutoTheta,18.209876543209877,14.492192597027309,0.0,4.489498287272854,0.0,0.0
+AutoARIMA,18.055555555555554,10.502318217695771,0.0,16.966581296927224,0.0,16.666666666666664
+Naive,16.049382716049386,0.5343175629566765,0.0,0.5319220605854591,0.0,0.0
+AutoETS,15.200617283950615,0.5636978963068806,0.0,3.5860189728571426,0.0,12.5
+Seasonal Naive,11.342592592592593,0.0,0.0,0.5226379387028302,0.0,0.0
+Drift,6.790123456790123,-9.202826024430877,0.0,0.5097226914596436,0.0,0.0
diff --git a/tables/frequency_sub_hourly/leaderboard_WQL.csv b/tables/frequency_sub_hourly/leaderboard_WQL.csv
index cfc119085c12bb3d72ac38aaf7241d32665a9daf..0743ddb7884bcbf8c249abdaf1b063f1985301bc 100644
--- a/tables/frequency_sub_hourly/leaderboard_WQL.csv
+++ b/tables/frequency_sub_hourly/leaderboard_WQL.csv
@@ -1,28 +1,29 @@
 model_name,win_rate,skill_score,median_training_time_s_per100,median_inference_time_s_per100,training_corpus_overlap,num_failures
-Toto-2.0-1B,94.23076923076923,62.35366377965899,0.0,2.466042572241336,0.0,0.0
-Toto-2.0-2.5B,92.78846153846155,62.207924215015574,0.0,5.2229363491817695,0.0,0.0
-Toto-2.0-313m,92.1474358974359,61.98715528742673,0.0,1.0287665867857143,0.0,0.0
-Toto-2.0-22m,84.29487179487178,60.505612486857196,0.0,0.20119827167874393,0.0,0.0
-Chronos-2,81.25000000000001,60.60556777464069,0.0,1.219865412061035,0.0,0.0
-Toto-1.0,74.19871794871796,58.16102029426382,0.0,53.08930704428572,0.041666666666666664,0.0
-Toto-2.0-4m,72.59615384615385,57.61998947703675,0.0,0.16318737995341615,0.0,0.0
-TimesFM-2.5,68.10897435897438,56.946495507781194,0.0,8.086343701896517,0.041666666666666664,0.0
-TiRex,67.62820512820514,56.54552025188988,0.0,0.534368017900975,0.041666666666666664,0.0
-FlowState,63.14102564102565,56.961361441445455,0.0,10.897278185476189,0.041666666666666664,0.0
-TabPFN-TS-3,61.21794871794872,56.97075952369879,0.0,469.67140080949105,0.0,0.0
-Moirai-2.0,58.41346153846154,55.077070569034035,0.0,1.7491858470238095,0.25,0.0
-TFT,51.762820512820504,52.21806546035845,1154.7495615716732,1.2445208104761905,0.0,0.0
-PatchTST,51.682692307692314,52.787031601443545,1257.4287658338405,2.5367794131867605,0.0,0.0
-TabPFN-TS,48.557692307692314,51.42017852560466,0.0,300.46992049143205,0.0,0.0
-Chronos-Bolt,46.23397435897436,50.660333860069414,0.0,0.5042001652436238,0.0,0.0
-Sundial-Base,43.91025641025641,51.22975425878349,0.0,7.915062387440475,0.041666666666666664,0.0
-DeepAR,41.907051282051285,45.60839564429823,1872.6321609074305,2.1365429885578084,0.0,8.333333333333332
-CatBoost,31.570512820512825,37.05382262022947,151.65138058258532,0.779223560829291,0.0,0.0
-LightGBM,28.044871794871796,29.7027005718165,8.723202911800314,0.5941772642042911,0.0,0.0
-AutoARIMA,24.839743589743595,27.710478818867024,0.0,16.966581296927224,0.0,16.666666666666664
-Stat. Ensemble,21.314102564102562,14.65088802933251,0.0,107.0230329237857,0.0,16.666666666666664
-AutoTheta,14.743589743589741,-2.544644522411743,0.0,4.489498287272854,0.0,0.0
-Seasonal Naive,14.0224358974359,0.0,0.0,0.5226379387028302,0.0,0.0
-AutoETS,11.618589743589745,-58.59006093370929,0.0,3.5860189728571426,0.0,12.5
-Naive,7.371794871794872,-70.46841685766732,0.0,0.5319220605854591,0.0,0.0
-Drift,2.403846153846154,-79.144175508834,0.0,0.5097226914596436,0.0,0.0
+Toto-2.0-1B,94.29012345679013,62.35366377965899,0.0,2.466042572241336,0.0,0.0
+Toto-2.0-2.5B,92.43827160493828,62.207924215015574,0.0,5.2229363491817695,0.0,0.0
+Toto-2.0-313m,92.28395061728395,61.98715528742673,0.0,1.0287665867857143,0.0,0.0
+Toto-2.0-22m,84.41358024691358,60.505612486857196,0.0,0.20119827167874393,0.0,0.0
+Chronos-2,81.17283950617283,60.60556777464069,0.0,1.219865412061035,0.0,0.0
+Toto-1.0,74.07407407407408,58.16102029426382,0.0,53.08930704428572,0.041666666666666664,0.0
+Toto-2.0-4m,72.37654320987654,57.61998947703675,0.0,0.16318737995341615,0.0,0.0
+TiRex-2,71.45061728395062,57.57281921937886,0.0,0.25031342818069136,0.0,0.0
+TimesFM-2.5,66.820987654321,56.946495507781194,0.0,8.086343701896517,0.041666666666666664,0.0
+TiRex,66.35802469135803,56.54552025188988,0.0,0.534368017900975,0.041666666666666664,0.0
+FlowState,62.037037037037045,56.961361441445455,0.0,10.897278185476189,0.041666666666666664,0.0
+TabPFN-TS-3,59.876543209876544,56.97075952369879,0.0,469.67140080949105,0.0,0.0
+Moirai-2.0,56.558641975308646,55.077070569034035,0.0,1.7491858470238095,0.25,0.0
+TFT,50.30864197530863,52.21806546035845,1154.7495615716732,1.2445208104761905,0.0,0.0
+PatchTST,50.07716049382716,52.787031601443545,1257.4287658338405,2.5367794131867605,0.0,0.0
+TabPFN-TS,47.53086419753087,51.42017852560466,0.0,300.46992049143205,0.0,0.0
+Chronos-Bolt,44.675925925925924,50.660333860069414,0.0,0.5042001652436238,0.0,0.0
+Sundial-Base,42.43827160493826,51.22975425878349,0.0,7.915062387440475,0.041666666666666664,0.0
+DeepAR,40.663580246913575,45.60839564429823,1872.6321609074305,2.1365429885578084,0.0,8.333333333333332
+CatBoost,30.401234567901238,37.05382262022947,151.65138058258532,0.779223560829291,0.0,0.0
+LightGBM,27.006172839506178,29.7027005718165,8.723202911800314,0.5941772642042911,0.0,0.0
+AutoARIMA,23.919753086419757,27.710478818867024,0.0,16.966581296927224,0.0,16.666666666666664
+Stat. Ensemble,20.52469135802469,14.65088802933251,0.0,107.0230329237857,0.0,16.666666666666664
+AutoTheta,14.19753086419753,-2.544644522411743,0.0,4.489498287272854,0.0,0.0
+Seasonal Naive,13.503086419753089,0.0,0.0,0.5226379387028302,0.0,0.0
+AutoETS,11.188271604938272,-58.59006093370929,0.0,3.5860189728571426,0.0,12.5
+Naive,7.098765432098765,-70.46841685766732,0.0,0.5319220605854591,0.0,0.0
+Drift,2.314814814814815,-79.144175508834,0.0,0.5097226914596436,0.0,0.0
diff --git a/tables/frequency_sub_hourly/pairwise_MASE.csv b/tables/frequency_sub_hourly/pairwise_MASE.csv
index 37128a612e2e3a4bf262b899411e284e2b2b19d3..64817f623765974cea90fdd7551ef2eec733d10d 100644
--- a/tables/frequency_sub_hourly/pairwise_MASE.csv
+++ b/tables/frequency_sub_hourly/pairwise_MASE.csv
@@ -6,6 +6,7 @@ Toto-2.0-1B,Chronos-2,0.792,0.625,0.958,0.041,0.014,0.067
 Toto-2.0-1B,Toto-2.0-22m,0.958,0.875,1.0,0.046,0.026,0.068
 Toto-2.0-1B,Toto-1.0,0.917,0.792,1.0,0.074,0.045,0.106
 Toto-2.0-1B,Toto-2.0-4m,0.958,0.875,1.0,0.085,0.052,0.123
+Toto-2.0-1B,TiRex-2,0.958,0.875,1.0,0.086,0.054,0.122
 Toto-2.0-1B,TimesFM-2.5,0.917,0.792,1.0,0.091,0.064,0.122
 Toto-2.0-1B,TiRex,0.958,0.875,1.0,0.104,0.071,0.14
 Toto-2.0-1B,FlowState,0.917,0.792,1.0,0.181,0.084,0.285
@@ -13,7 +14,6 @@ Toto-2.0-1B,Moirai-2.0,0.958,0.875,1.0,0.125,0.088,0.164
 Toto-2.0-1B,TabPFN-TS-3,0.917,0.792,1.0,0.146,0.078,0.216
 Toto-2.0-1B,Chronos-Bolt,1.0,1.0,1.0,0.173,0.121,0.23
 Toto-2.0-1B,TFT,0.958,0.875,1.0,0.161,0.117,0.204
-Toto-2.0-1B,Sundial-Base,0.958,0.875,1.0,0.158,0.102,0.213
 Toto-2.0-1B,Seasonal Naive,1.0,1.0,1.0,0.392,0.332,0.463
 Toto-2.0-2.5B,Toto-2.0-1B,0.583,0.375,0.792,-0.006,-0.016,0.004
 Toto-2.0-2.5B,Toto-2.0-2.5B,0.5,0.5,0.5,0.0,0.0,0.0
@@ -22,6 +22,7 @@ Toto-2.0-2.5B,Chronos-2,0.75,0.583,0.917,0.035,0.01,0.059
 Toto-2.0-2.5B,Toto-2.0-22m,0.875,0.708,1.0,0.04,0.02,0.062
 Toto-2.0-2.5B,Toto-1.0,0.875,0.708,1.0,0.068,0.04,0.099
 Toto-2.0-2.5B,Toto-2.0-4m,0.875,0.708,1.0,0.079,0.047,0.115
+Toto-2.0-2.5B,TiRex-2,0.792,0.625,0.958,0.081,0.048,0.118
 Toto-2.0-2.5B,TimesFM-2.5,0.958,0.875,1.0,0.086,0.06,0.116
 Toto-2.0-2.5B,TiRex,0.917,0.792,1.0,0.099,0.064,0.137
 Toto-2.0-2.5B,FlowState,0.917,0.792,1.0,0.176,0.083,0.277
@@ -29,7 +30,6 @@ Toto-2.0-2.5B,Moirai-2.0,0.958,0.875,1.0,0.12,0.081,0.161
 Toto-2.0-2.5B,TabPFN-TS-3,0.875,0.708,1.0,0.141,0.079,0.208
 Toto-2.0-2.5B,Chronos-Bolt,1.0,1.0,1.0,0.168,0.117,0.222
 Toto-2.0-2.5B,TFT,0.917,0.792,1.0,0.156,0.11,0.199
-Toto-2.0-2.5B,Sundial-Base,0.958,0.875,1.0,0.153,0.103,0.204
 Toto-2.0-2.5B,Seasonal Naive,1.0,1.0,1.0,0.388,0.329,0.461
 Toto-2.0-313m,Toto-2.0-1B,0.125,0.0,0.25,-0.017,-0.029,-0.006
 Toto-2.0-313m,Toto-2.0-2.5B,0.292,0.125,0.5,-0.011,-0.026,0.001
@@ -38,6 +38,7 @@ Toto-2.0-313m,Chronos-2,0.708,0.5,0.875,0.025,-0.007,0.051
 Toto-2.0-313m,Toto-2.0-22m,0.875,0.708,1.0,0.03,0.017,0.045
 Toto-2.0-313m,Toto-1.0,0.917,0.792,1.0,0.058,0.031,0.087
 Toto-2.0-313m,Toto-2.0-4m,0.875,0.708,1.0,0.069,0.042,0.101
+Toto-2.0-313m,TiRex-2,0.875,0.75,1.0,0.071,0.042,0.101
 Toto-2.0-313m,TimesFM-2.5,0.958,0.875,1.0,0.076,0.052,0.104
 Toto-2.0-313m,TiRex,0.917,0.792,1.0,0.089,0.061,0.119
 Toto-2.0-313m,FlowState,0.875,0.75,1.0,0.167,0.07,0.27
@@ -45,7 +46,6 @@ Toto-2.0-313m,Moirai-2.0,0.958,0.875,1.0,0.11,0.075,0.147
 Toto-2.0-313m,TabPFN-TS-3,0.917,0.792,1.0,0.132,0.063,0.202
 Toto-2.0-313m,Chronos-Bolt,0.958,0.875,1.0,0.159,0.107,0.214
 Toto-2.0-313m,TFT,0.958,0.875,1.0,0.147,0.101,0.187
-Toto-2.0-313m,Sundial-Base,0.958,0.875,1.0,0.144,0.091,0.196
 Toto-2.0-313m,Seasonal Naive,1.0,1.0,1.0,0.382,0.319,0.455
 Chronos-2,Toto-2.0-1B,0.208,0.042,0.375,-0.042,-0.072,-0.014
 Chronos-2,Toto-2.0-2.5B,0.25,0.083,0.417,-0.036,-0.062,-0.01
@@ -54,6 +54,7 @@ Chronos-2,Chronos-2,0.5,0.5,0.5,0.0,0.0,0.0
 Chronos-2,Toto-2.0-22m,0.458,0.25,0.667,0.005,-0.024,0.039
 Chronos-2,Toto-1.0,0.542,0.333,0.75,0.035,0.0,0.072
 Chronos-2,Toto-2.0-4m,0.667,0.458,0.833,0.046,0.011,0.086
+Chronos-2,TiRex-2,0.75,0.542,0.917,0.047,0.015,0.085
 Chronos-2,TimesFM-2.5,0.792,0.625,0.958,0.053,0.021,0.086
 Chronos-2,TiRex,0.875,0.75,1.0,0.066,0.033,0.106
 Chronos-2,FlowState,0.792,0.625,0.917,0.146,0.06,0.245
@@ -61,7 +62,6 @@ Chronos-2,Moirai-2.0,0.958,0.875,1.0,0.088,0.052,0.13
 Chronos-2,TabPFN-TS-3,0.833,0.667,0.958,0.11,0.055,0.172
 Chronos-2,Chronos-Bolt,0.958,0.875,1.0,0.138,0.089,0.187
 Chronos-2,TFT,0.875,0.708,1.0,0.125,0.081,0.166
-Chronos-2,Sundial-Base,0.917,0.792,1.0,0.123,0.078,0.166
 Chronos-2,Seasonal Naive,1.0,1.0,1.0,0.366,0.309,0.438
 Toto-2.0-22m,Toto-2.0-1B,0.042,0.0,0.125,-0.048,-0.073,-0.027
 Toto-2.0-22m,Toto-2.0-2.5B,0.125,0.0,0.292,-0.042,-0.067,-0.021
@@ -70,6 +70,7 @@ Toto-2.0-22m,Chronos-2,0.542,0.333,0.75,-0.005,-0.041,0.023
 Toto-2.0-22m,Toto-2.0-22m,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-2.0-22m,Toto-1.0,0.75,0.542,0.917,0.029,0.006,0.051
 Toto-2.0-22m,Toto-2.0-4m,0.875,0.708,1.0,0.041,0.018,0.066
+Toto-2.0-22m,TiRex-2,0.75,0.583,0.917,0.042,0.017,0.066
 Toto-2.0-22m,TimesFM-2.5,0.792,0.625,0.917,0.048,0.016,0.081
 Toto-2.0-22m,TiRex,0.75,0.583,0.917,0.061,0.035,0.09
 Toto-2.0-22m,FlowState,0.792,0.625,0.917,0.142,0.048,0.239
@@ -77,7 +78,6 @@ Toto-2.0-22m,Moirai-2.0,0.875,0.708,1.0,0.083,0.052,0.115
 Toto-2.0-22m,TabPFN-TS-3,0.917,0.792,1.0,0.105,0.035,0.169
 Toto-2.0-22m,Chronos-Bolt,0.875,0.708,1.0,0.133,0.083,0.183
 Toto-2.0-22m,TFT,0.958,0.875,1.0,0.121,0.075,0.163
-Toto-2.0-22m,Sundial-Base,0.958,0.875,1.0,0.118,0.065,0.17
 Toto-2.0-22m,Seasonal Naive,0.958,0.875,1.0,0.363,0.297,0.439
 Toto-1.0,Toto-2.0-1B,0.083,0.0,0.208,-0.08,-0.118,-0.047
 Toto-1.0,Toto-2.0-2.5B,0.125,0.0,0.292,-0.073,-0.11,-0.042
@@ -86,6 +86,7 @@ Toto-1.0,Chronos-2,0.458,0.25,0.667,-0.036,-0.077,-0.0
 Toto-1.0,Toto-2.0-22m,0.25,0.083,0.458,-0.03,-0.054,-0.006
 Toto-1.0,Toto-1.0,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-1.0,Toto-2.0-4m,0.667,0.5,0.875,0.012,-0.003,0.026
+Toto-1.0,TiRex-2,0.75,0.583,0.917,0.013,-0.019,0.041
 Toto-1.0,TimesFM-2.5,0.604,0.417,0.792,0.019,-0.021,0.056
 Toto-1.0,TiRex,0.771,0.583,0.917,0.033,0.004,0.058
 Toto-1.0,FlowState,0.688,0.5,0.854,0.116,0.018,0.22
@@ -93,7 +94,6 @@ Toto-1.0,Moirai-2.0,0.771,0.583,0.917,0.055,0.017,0.09
 Toto-1.0,TabPFN-TS-3,0.833,0.667,0.958,0.078,0.011,0.146
 Toto-1.0,Chronos-Bolt,0.854,0.708,0.979,0.107,0.053,0.155
 Toto-1.0,TFT,0.917,0.792,1.0,0.094,0.055,0.134
-Toto-1.0,Sundial-Base,0.896,0.771,1.0,0.091,0.038,0.138
 Toto-1.0,Seasonal Naive,1.0,1.0,1.0,0.343,0.284,0.416
 Toto-2.0-4m,Toto-2.0-1B,0.042,0.0,0.125,-0.093,-0.14,-0.055
 Toto-2.0-4m,Toto-2.0-2.5B,0.125,0.0,0.292,-0.086,-0.13,-0.05
@@ -102,6 +102,7 @@ Toto-2.0-4m,Chronos-2,0.333,0.167,0.542,-0.048,-0.094,-0.011
 Toto-2.0-4m,Toto-2.0-22m,0.125,0.0,0.292,-0.043,-0.071,-0.019
 Toto-2.0-4m,Toto-1.0,0.333,0.125,0.5,-0.012,-0.027,0.003
 Toto-2.0-4m,Toto-2.0-4m,0.5,0.5,0.5,0.0,0.0,0.0
+Toto-2.0-4m,TiRex-2,0.75,0.542,0.917,0.002,-0.031,0.023
 Toto-2.0-4m,TimesFM-2.5,0.667,0.458,0.833,0.007,-0.035,0.045
 Toto-2.0-4m,TiRex,0.625,0.417,0.833,0.021,-0.008,0.045
 Toto-2.0-4m,FlowState,0.667,0.458,0.833,0.105,0.01,0.206
@@ -109,8 +110,23 @@ Toto-2.0-4m,Moirai-2.0,0.833,0.667,0.958,0.044,0.006,0.077
 Toto-2.0-4m,TabPFN-TS-3,0.875,0.75,1.0,0.067,0.003,0.131
 Toto-2.0-4m,Chronos-Bolt,0.875,0.708,1.0,0.096,0.048,0.141
 Toto-2.0-4m,TFT,0.875,0.708,1.0,0.083,0.044,0.123
-Toto-2.0-4m,Sundial-Base,0.917,0.792,1.0,0.08,0.03,0.125
 Toto-2.0-4m,Seasonal Naive,0.958,0.875,1.0,0.336,0.275,0.407
+TiRex-2,Toto-2.0-1B,0.042,0.0,0.125,-0.094,-0.139,-0.057
+TiRex-2,Toto-2.0-2.5B,0.208,0.042,0.375,-0.088,-0.134,-0.05
+TiRex-2,Toto-2.0-313m,0.125,0.0,0.25,-0.076,-0.113,-0.044
+TiRex-2,Chronos-2,0.25,0.083,0.458,-0.05,-0.093,-0.015
+TiRex-2,Toto-2.0-22m,0.25,0.083,0.417,-0.044,-0.071,-0.018
+TiRex-2,Toto-1.0,0.25,0.083,0.417,-0.013,-0.042,0.019
+TiRex-2,Toto-2.0-4m,0.25,0.083,0.458,-0.002,-0.024,0.03
+TiRex-2,TiRex-2,0.5,0.5,0.5,0.0,0.0,0.0
+TiRex-2,TimesFM-2.5,0.708,0.5,0.875,0.005,-0.036,0.042
+TiRex-2,TiRex,0.708,0.5,0.875,0.02,0.005,0.034
+TiRex-2,FlowState,0.708,0.541,0.875,0.104,0.011,0.198
+TiRex-2,Moirai-2.0,0.833,0.667,0.958,0.043,0.022,0.062
+TiRex-2,TabPFN-TS-3,0.875,0.708,1.0,0.065,-0.005,0.132
+TiRex-2,Chronos-Bolt,0.917,0.792,1.0,0.095,0.054,0.134
+TiRex-2,TFT,0.833,0.667,0.958,0.082,0.044,0.122
+TiRex-2,Seasonal Naive,0.958,0.875,1.0,0.334,0.274,0.41
 TimesFM-2.5,Toto-2.0-1B,0.083,0.0,0.208,-0.1,-0.139,-0.068
 TimesFM-2.5,Toto-2.0-2.5B,0.042,0.0,0.125,-0.094,-0.131,-0.064
 TimesFM-2.5,Toto-2.0-313m,0.042,0.0,0.125,-0.082,-0.116,-0.054
@@ -118,6 +134,7 @@ TimesFM-2.5,Chronos-2,0.208,0.042,0.375,-0.056,-0.094,-0.021
 TimesFM-2.5,Toto-2.0-22m,0.208,0.083,0.375,-0.05,-0.089,-0.016
 TimesFM-2.5,Toto-1.0,0.396,0.208,0.583,-0.019,-0.059,0.021
 TimesFM-2.5,Toto-2.0-4m,0.333,0.167,0.542,-0.007,-0.047,0.034
+TimesFM-2.5,TiRex-2,0.292,0.125,0.5,-0.006,-0.044,0.035
 TimesFM-2.5,TimesFM-2.5,0.5,0.5,0.5,0.0,0.0,0.0
 TimesFM-2.5,TiRex,0.562,0.354,0.751,0.015,-0.02,0.051
 TimesFM-2.5,FlowState,0.646,0.458,0.833,0.099,0.001,0.213
@@ -125,7 +142,6 @@ TimesFM-2.5,Moirai-2.0,0.771,0.583,0.917,0.037,-0.005,0.079
 TimesFM-2.5,TabPFN-TS-3,0.667,0.458,0.875,0.06,-0.012,0.136
 TimesFM-2.5,Chronos-Bolt,0.812,0.646,0.958,0.09,0.038,0.144
 TimesFM-2.5,TFT,0.833,0.667,0.958,0.077,0.032,0.116
-TimesFM-2.5,Sundial-Base,0.771,0.604,0.917,0.074,0.031,0.119
 TimesFM-2.5,Seasonal Naive,0.958,0.875,1.0,0.331,0.27,0.404
 TiRex,Toto-2.0-1B,0.042,0.0,0.125,-0.117,-0.162,-0.076
 TiRex,Toto-2.0-2.5B,0.083,0.0,0.208,-0.11,-0.159,-0.069
@@ -134,6 +150,7 @@ TiRex,Chronos-2,0.125,0.0,0.25,-0.071,-0.119,-0.034
 TiRex,Toto-2.0-22m,0.25,0.083,0.417,-0.065,-0.098,-0.036
 TiRex,Toto-1.0,0.229,0.083,0.417,-0.034,-0.062,-0.004
 TiRex,Toto-2.0-4m,0.375,0.167,0.583,-0.022,-0.047,0.008
+TiRex,TiRex-2,0.292,0.125,0.5,-0.02,-0.035,-0.005
 TiRex,TimesFM-2.5,0.438,0.249,0.646,-0.015,-0.053,0.019
 TiRex,TiRex,0.5,0.5,0.5,0.0,0.0,0.0
 TiRex,FlowState,0.521,0.333,0.708,0.085,-0.012,0.19
@@ -141,7 +158,6 @@ TiRex,Moirai-2.0,0.688,0.5,0.855,0.023,0.001,0.046
 TiRex,TabPFN-TS-3,0.792,0.625,0.958,0.046,-0.032,0.121
 TiRex,Chronos-Bolt,0.729,0.542,0.896,0.076,0.031,0.122
 TiRex,TFT,0.833,0.667,0.958,0.063,0.022,0.105
-TiRex,Sundial-Base,0.854,0.688,0.958,0.06,0.002,0.106
 TiRex,Seasonal Naive,1.0,1.0,1.0,0.321,0.261,0.394
 FlowState,Toto-2.0-1B,0.083,0.0,0.208,-0.221,-0.399,-0.092
 FlowState,Toto-2.0-2.5B,0.083,0.0,0.208,-0.214,-0.383,-0.091
@@ -150,6 +166,7 @@ FlowState,Chronos-2,0.208,0.083,0.375,-0.171,-0.324,-0.064
 FlowState,Toto-2.0-22m,0.208,0.083,0.375,-0.165,-0.314,-0.05
 FlowState,Toto-1.0,0.312,0.146,0.5,-0.131,-0.283,-0.018
 FlowState,Toto-2.0-4m,0.333,0.167,0.542,-0.117,-0.26,-0.01
+FlowState,TiRex-2,0.292,0.125,0.459,-0.116,-0.247,-0.011
 FlowState,TimesFM-2.5,0.354,0.167,0.542,-0.11,-0.271,-0.001
 FlowState,TiRex,0.479,0.292,0.667,-0.093,-0.235,0.012
 FlowState,FlowState,0.5,0.5,0.5,0.0,0.0,0.0
@@ -157,7 +174,6 @@ FlowState,Moirai-2.0,0.438,0.25,0.626,-0.068,-0.198,0.028
 FlowState,TabPFN-TS-3,0.542,0.333,0.75,-0.043,-0.132,0.028
 FlowState,Chronos-Bolt,0.604,0.417,0.792,-0.01,-0.104,0.066
 FlowState,TFT,0.583,0.375,0.792,-0.025,-0.163,0.084
-FlowState,Sundial-Base,0.604,0.396,0.792,-0.028,-0.141,0.051
 FlowState,Seasonal Naive,0.917,0.792,1.0,0.257,0.136,0.352
 Moirai-2.0,Toto-2.0-1B,0.042,0.0,0.125,-0.143,-0.197,-0.097
 Moirai-2.0,Toto-2.0-2.5B,0.042,0.0,0.125,-0.136,-0.192,-0.088
@@ -166,6 +182,7 @@ Moirai-2.0,Chronos-2,0.042,0.0,0.125,-0.096,-0.149,-0.055
 Moirai-2.0,Toto-2.0-22m,0.125,0.0,0.292,-0.091,-0.13,-0.055
 Moirai-2.0,Toto-1.0,0.229,0.083,0.417,-0.058,-0.098,-0.017
 Moirai-2.0,Toto-2.0-4m,0.167,0.042,0.333,-0.046,-0.083,-0.006
+Moirai-2.0,TiRex-2,0.167,0.042,0.333,-0.044,-0.066,-0.023
 Moirai-2.0,TimesFM-2.5,0.229,0.083,0.417,-0.039,-0.085,0.005
 Moirai-2.0,TiRex,0.312,0.145,0.5,-0.024,-0.048,-0.001
 Moirai-2.0,FlowState,0.562,0.374,0.75,0.064,-0.028,0.165
@@ -173,7 +190,6 @@ Moirai-2.0,Moirai-2.0,0.5,0.5,0.5,0.0,0.0,0.0
 Moirai-2.0,TabPFN-TS-3,0.625,0.417,0.833,0.024,-0.053,0.092
 Moirai-2.0,Chronos-Bolt,0.667,0.499,0.833,0.054,0.016,0.096
 Moirai-2.0,TFT,0.583,0.375,0.792,0.041,-0.01,0.09
-Moirai-2.0,Sundial-Base,0.812,0.667,0.958,0.038,-0.019,0.084
 Moirai-2.0,Seasonal Naive,0.917,0.792,1.0,0.305,0.241,0.381
 TabPFN-TS-3,Toto-2.0-1B,0.083,0.0,0.208,-0.171,-0.276,-0.085
 TabPFN-TS-3,Toto-2.0-2.5B,0.125,0.0,0.292,-0.164,-0.262,-0.085
@@ -182,6 +198,7 @@ TabPFN-TS-3,Chronos-2,0.167,0.042,0.333,-0.123,-0.208,-0.058
 TabPFN-TS-3,Toto-2.0-22m,0.083,0.0,0.208,-0.117,-0.204,-0.036
 TabPFN-TS-3,Toto-1.0,0.167,0.042,0.333,-0.084,-0.171,-0.011
 TabPFN-TS-3,Toto-2.0-4m,0.125,0.0,0.25,-0.072,-0.151,-0.003
+TabPFN-TS-3,TiRex-2,0.125,0.0,0.292,-0.07,-0.153,0.005
 TabPFN-TS-3,TimesFM-2.5,0.333,0.125,0.542,-0.064,-0.157,0.012
 TabPFN-TS-3,TiRex,0.208,0.042,0.375,-0.049,-0.137,0.031
 TabPFN-TS-3,FlowState,0.458,0.25,0.667,0.041,-0.028,0.116
@@ -189,7 +206,6 @@ TabPFN-TS-3,Moirai-2.0,0.375,0.167,0.583,-0.025,-0.102,0.05
 TabPFN-TS-3,TabPFN-TS-3,0.5,0.5,0.5,0.0,0.0,0.0
 TabPFN-TS-3,Chronos-Bolt,0.5,0.292,0.708,0.031,-0.036,0.103
 TabPFN-TS-3,TFT,0.708,0.5,0.875,0.017,-0.066,0.085
-TabPFN-TS-3,Sundial-Base,0.625,0.417,0.833,0.014,-0.039,0.064
 TabPFN-TS-3,Seasonal Naive,0.917,0.792,1.0,0.288,0.196,0.377
 Chronos-Bolt,Toto-2.0-1B,0.0,0.0,0.0,-0.209,-0.299,-0.137
 Chronos-Bolt,Toto-2.0-2.5B,0.0,0.0,0.0,-0.201,-0.286,-0.132
@@ -198,6 +214,7 @@ Chronos-Bolt,Chronos-2,0.042,0.0,0.125,-0.16,-0.229,-0.098
 Chronos-Bolt,Toto-2.0-22m,0.125,0.0,0.292,-0.153,-0.224,-0.09
 Chronos-Bolt,Toto-1.0,0.146,0.021,0.292,-0.119,-0.184,-0.056
 Chronos-Bolt,Toto-2.0-4m,0.125,0.0,0.292,-0.106,-0.164,-0.05
+Chronos-Bolt,TiRex-2,0.083,0.0,0.208,-0.105,-0.154,-0.057
 Chronos-Bolt,TimesFM-2.5,0.188,0.042,0.354,-0.098,-0.168,-0.04
 Chronos-Bolt,TiRex,0.271,0.104,0.458,-0.082,-0.138,-0.032
 Chronos-Bolt,FlowState,0.396,0.208,0.583,0.01,-0.07,0.094
@@ -205,7 +222,6 @@ Chronos-Bolt,Moirai-2.0,0.333,0.167,0.501,-0.058,-0.107,-0.016
 Chronos-Bolt,TabPFN-TS-3,0.5,0.292,0.708,-0.032,-0.115,0.035
 Chronos-Bolt,Chronos-Bolt,0.5,0.5,0.5,0.0,0.0,0.0
 Chronos-Bolt,TFT,0.583,0.375,0.792,-0.014,-0.075,0.035
-Chronos-Bolt,Sundial-Base,0.521,0.312,0.708,-0.017,-0.085,0.037
 Chronos-Bolt,Seasonal Naive,0.917,0.792,1.0,0.265,0.197,0.334
 TFT,Toto-2.0-1B,0.042,0.0,0.125,-0.192,-0.256,-0.132
 TFT,Toto-2.0-2.5B,0.083,0.0,0.208,-0.184,-0.249,-0.124
@@ -214,6 +230,7 @@ TFT,Chronos-2,0.125,0.0,0.292,-0.143,-0.199,-0.088
 TFT,Toto-2.0-22m,0.042,0.0,0.125,-0.137,-0.195,-0.081
 TFT,Toto-1.0,0.083,0.0,0.208,-0.104,-0.155,-0.058
 TFT,Toto-2.0-4m,0.125,0.0,0.292,-0.091,-0.141,-0.046
+TFT,TiRex-2,0.167,0.042,0.333,-0.089,-0.139,-0.046
 TFT,TimesFM-2.5,0.167,0.042,0.333,-0.083,-0.131,-0.033
 TFT,TiRex,0.167,0.042,0.333,-0.067,-0.117,-0.022
 TFT,FlowState,0.417,0.208,0.625,0.024,-0.091,0.14
@@ -221,24 +238,7 @@ TFT,Moirai-2.0,0.417,0.208,0.625,-0.043,-0.098,0.01
 TFT,TabPFN-TS-3,0.292,0.125,0.5,-0.018,-0.093,0.062
 TFT,Chronos-Bolt,0.417,0.208,0.625,0.014,-0.036,0.069
 TFT,TFT,0.5,0.5,0.5,0.0,0.0,0.0
-TFT,Sundial-Base,0.458,0.25,0.667,-0.003,-0.064,0.052
 TFT,Seasonal Naive,0.958,0.875,1.0,0.275,0.214,0.354
-Sundial-Base,Toto-2.0-1B,0.042,0.0,0.125,-0.188,-0.271,-0.113
-Sundial-Base,Toto-2.0-2.5B,0.042,0.0,0.125,-0.181,-0.257,-0.115
-Sundial-Base,Toto-2.0-313m,0.042,0.0,0.125,-0.168,-0.244,-0.101
-Sundial-Base,Chronos-2,0.083,0.0,0.208,-0.14,-0.199,-0.085
-Sundial-Base,Toto-2.0-22m,0.042,0.0,0.125,-0.134,-0.204,-0.07
-Sundial-Base,Toto-1.0,0.104,0.0,0.229,-0.1,-0.16,-0.04
-Sundial-Base,Toto-2.0-4m,0.083,0.0,0.208,-0.087,-0.143,-0.031
-Sundial-Base,TimesFM-2.5,0.229,0.083,0.396,-0.08,-0.134,-0.032
-Sundial-Base,TiRex,0.146,0.042,0.312,-0.064,-0.119,-0.002
-Sundial-Base,FlowState,0.396,0.208,0.604,0.027,-0.054,0.124
-Sundial-Base,Moirai-2.0,0.188,0.042,0.333,-0.039,-0.092,0.019
-Sundial-Base,TabPFN-TS-3,0.375,0.167,0.583,-0.015,-0.069,0.037
-Sundial-Base,Chronos-Bolt,0.479,0.292,0.688,0.017,-0.038,0.078
-Sundial-Base,TFT,0.542,0.333,0.75,0.003,-0.054,0.06
-Sundial-Base,Sundial-Base,0.5,0.5,0.5,0.0,0.0,0.0
-Sundial-Base,Seasonal Naive,0.917,0.792,1.0,0.277,0.209,0.353
 Seasonal Naive,Toto-2.0-1B,0.0,0.0,0.0,-0.644,-0.862,-0.498
 Seasonal Naive,Toto-2.0-2.5B,0.0,0.0,0.0,-0.634,-0.856,-0.49
 Seasonal Naive,Toto-2.0-313m,0.0,0.0,0.0,-0.617,-0.835,-0.469
@@ -246,6 +246,7 @@ Seasonal Naive,Chronos-2,0.0,0.0,0.0,-0.577,-0.781,-0.448
 Seasonal Naive,Toto-2.0-22m,0.042,0.0,0.125,-0.569,-0.782,-0.422
 Seasonal Naive,Toto-1.0,0.0,0.0,0.0,-0.523,-0.713,-0.396
 Seasonal Naive,Toto-2.0-4m,0.042,0.0,0.125,-0.505,-0.688,-0.38
+Seasonal Naive,TiRex-2,0.042,0.0,0.125,-0.503,-0.695,-0.378
 Seasonal Naive,TimesFM-2.5,0.042,0.0,0.125,-0.494,-0.677,-0.37
 Seasonal Naive,TiRex,0.0,0.0,0.0,-0.473,-0.65,-0.354
 Seasonal Naive,FlowState,0.083,0.0,0.208,-0.347,-0.544,-0.157
@@ -253,5 +254,4 @@ Seasonal Naive,Moirai-2.0,0.083,0.0,0.208,-0.439,-0.616,-0.317
 Seasonal Naive,TabPFN-TS-3,0.083,0.0,0.208,-0.404,-0.606,-0.243
 Seasonal Naive,Chronos-Bolt,0.083,0.0,0.208,-0.36,-0.502,-0.245
 Seasonal Naive,TFT,0.042,0.0,0.125,-0.38,-0.547,-0.272
-Seasonal Naive,Sundial-Base,0.083,0.0,0.208,-0.384,-0.547,-0.264
 Seasonal Naive,Seasonal Naive,0.5,0.5,0.5,0.0,0.0,0.0
diff --git a/tables/frequency_sub_hourly/pairwise_SQL.csv b/tables/frequency_sub_hourly/pairwise_SQL.csv
index ab9b3b3dd1058fd5d6a508d1ce426a78dfedac9d..cf15e193cf57adf70532e5d15ee3436be5a47d0d 100644
--- a/tables/frequency_sub_hourly/pairwise_SQL.csv
+++ b/tables/frequency_sub_hourly/pairwise_SQL.csv
@@ -6,13 +6,13 @@ Toto-2.0-1B,Toto-2.0-22m,0.917,0.792,1.0,0.05,0.028,0.075
 Toto-2.0-1B,Chronos-2,0.75,0.583,0.917,0.043,0.018,0.068
 Toto-2.0-1B,Toto-1.0,0.958,0.875,1.0,0.092,0.057,0.125
 Toto-2.0-1B,Toto-2.0-4m,0.958,0.875,1.0,0.096,0.059,0.137
+Toto-2.0-1B,TiRex-2,0.917,0.792,1.0,0.1,0.062,0.142
 Toto-2.0-1B,TiRex,0.958,0.875,1.0,0.117,0.08,0.157
 Toto-2.0-1B,TimesFM-2.5,1.0,1.0,1.0,0.11,0.077,0.148
 Toto-2.0-1B,TabPFN-TS-3,0.917,0.792,1.0,0.141,0.085,0.194
 Toto-2.0-1B,FlowState,0.917,0.792,1.0,0.199,0.104,0.301
 Toto-2.0-1B,Moirai-2.0,0.958,0.875,1.0,0.162,0.114,0.212
 Toto-2.0-1B,TFT,0.958,0.875,1.0,0.197,0.139,0.252
-Toto-2.0-1B,TabPFN-TS,0.958,0.875,1.0,0.21,0.157,0.266
 Toto-2.0-1B,PatchTST,0.958,0.875,1.0,0.204,0.139,0.261
 Toto-2.0-1B,Chronos-Bolt,1.0,1.0,1.0,0.222,0.17,0.279
 Toto-2.0-1B,Seasonal Naive,1.0,1.0,1.0,0.583,0.479,0.687
@@ -23,13 +23,13 @@ Toto-2.0-2.5B,Toto-2.0-22m,0.875,0.708,1.0,0.045,0.024,0.07
 Toto-2.0-2.5B,Chronos-2,0.75,0.583,0.917,0.038,0.015,0.06
 Toto-2.0-2.5B,Toto-1.0,0.917,0.792,1.0,0.088,0.055,0.121
 Toto-2.0-2.5B,Toto-2.0-4m,0.875,0.708,1.0,0.091,0.056,0.132
+Toto-2.0-2.5B,TiRex-2,0.875,0.708,1.0,0.095,0.058,0.139
 Toto-2.0-2.5B,TiRex,0.917,0.792,1.0,0.113,0.074,0.156
 Toto-2.0-2.5B,TimesFM-2.5,1.0,1.0,1.0,0.106,0.073,0.144
 Toto-2.0-2.5B,TabPFN-TS-3,0.917,0.792,1.0,0.137,0.087,0.184
 Toto-2.0-2.5B,FlowState,0.917,0.792,1.0,0.195,0.103,0.295
 Toto-2.0-2.5B,Moirai-2.0,0.958,0.875,1.0,0.158,0.11,0.209
 Toto-2.0-2.5B,TFT,0.917,0.792,1.0,0.193,0.137,0.246
-Toto-2.0-2.5B,TabPFN-TS,0.958,0.875,1.0,0.206,0.154,0.26
 Toto-2.0-2.5B,PatchTST,0.958,0.875,1.0,0.2,0.138,0.255
 Toto-2.0-2.5B,Chronos-Bolt,1.0,1.0,1.0,0.218,0.166,0.273
 Toto-2.0-2.5B,Seasonal Naive,1.0,1.0,1.0,0.581,0.475,0.686
@@ -40,13 +40,13 @@ Toto-2.0-313m,Toto-2.0-22m,0.875,0.708,1.0,0.037,0.02,0.056
 Toto-2.0-313m,Chronos-2,0.708,0.5,0.875,0.03,0.003,0.054
 Toto-2.0-313m,Toto-1.0,0.958,0.875,1.0,0.08,0.049,0.109
 Toto-2.0-313m,Toto-2.0-4m,0.875,0.708,1.0,0.084,0.052,0.119
+Toto-2.0-313m,TiRex-2,0.917,0.792,1.0,0.087,0.055,0.124
 Toto-2.0-313m,TiRex,0.917,0.792,1.0,0.105,0.072,0.142
 Toto-2.0-313m,TimesFM-2.5,0.958,0.875,1.0,0.098,0.066,0.135
 Toto-2.0-313m,TabPFN-TS-3,0.917,0.792,1.0,0.129,0.076,0.179
 Toto-2.0-313m,FlowState,0.917,0.792,1.0,0.188,0.094,0.29
 Toto-2.0-313m,Moirai-2.0,0.958,0.875,1.0,0.151,0.106,0.198
 Toto-2.0-313m,TFT,0.958,0.875,1.0,0.186,0.131,0.238
-Toto-2.0-313m,TabPFN-TS,0.958,0.875,1.0,0.2,0.145,0.255
 Toto-2.0-313m,PatchTST,0.958,0.875,1.0,0.193,0.128,0.25
 Toto-2.0-313m,Chronos-Bolt,1.0,1.0,1.0,0.211,0.16,0.265
 Toto-2.0-313m,Seasonal Naive,1.0,1.0,1.0,0.577,0.472,0.684
@@ -57,13 +57,13 @@ Toto-2.0-22m,Toto-2.0-22m,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-2.0-22m,Chronos-2,0.583,0.416,0.792,-0.007,-0.04,0.021
 Toto-2.0-22m,Toto-1.0,0.833,0.667,0.958,0.044,0.022,0.066
 Toto-2.0-22m,Toto-2.0-4m,0.917,0.792,1.0,0.049,0.027,0.073
+Toto-2.0-22m,TiRex-2,0.833,0.667,0.958,0.053,0.024,0.081
 Toto-2.0-22m,TiRex,0.833,0.667,0.958,0.071,0.043,0.101
 Toto-2.0-22m,TimesFM-2.5,0.792,0.625,0.917,0.064,0.025,0.106
 Toto-2.0-22m,TabPFN-TS-3,0.917,0.792,1.0,0.096,0.038,0.145
 Toto-2.0-22m,FlowState,0.833,0.667,0.958,0.157,0.065,0.256
 Toto-2.0-22m,Moirai-2.0,0.917,0.792,1.0,0.118,0.08,0.16
 Toto-2.0-22m,TFT,0.958,0.875,1.0,0.155,0.103,0.202
-Toto-2.0-22m,TabPFN-TS,0.875,0.75,1.0,0.169,0.113,0.227
 Toto-2.0-22m,PatchTST,0.958,0.875,1.0,0.162,0.098,0.221
 Toto-2.0-22m,Chronos-Bolt,0.958,0.875,1.0,0.181,0.131,0.23
 Toto-2.0-22m,Seasonal Naive,1.0,1.0,1.0,0.561,0.448,0.671
@@ -74,13 +74,13 @@ Chronos-2,Toto-2.0-22m,0.417,0.208,0.584,0.007,-0.022,0.039
 Chronos-2,Chronos-2,0.5,0.5,0.5,0.0,0.0,0.0
 Chronos-2,Toto-1.0,0.583,0.375,0.75,0.051,0.013,0.092
 Chronos-2,Toto-2.0-4m,0.667,0.458,0.833,0.055,0.017,0.1
+Chronos-2,TiRex-2,0.667,0.458,0.833,0.059,0.023,0.102
 Chronos-2,TiRex,0.875,0.708,1.0,0.078,0.039,0.126
 Chronos-2,TimesFM-2.5,0.792,0.625,0.958,0.07,0.031,0.113
 Chronos-2,TabPFN-TS-3,0.875,0.708,1.0,0.102,0.06,0.144
 Chronos-2,FlowState,0.875,0.75,1.0,0.163,0.076,0.256
 Chronos-2,Moirai-2.0,0.958,0.875,1.0,0.125,0.077,0.179
 Chronos-2,TFT,0.958,0.875,1.0,0.16,0.106,0.21
-Chronos-2,TabPFN-TS,0.958,0.875,1.0,0.175,0.127,0.223
 Chronos-2,PatchTST,0.875,0.708,1.0,0.168,0.106,0.225
 Chronos-2,Chronos-Bolt,1.0,1.0,1.0,0.187,0.137,0.239
 Chronos-2,Seasonal Naive,1.0,1.0,1.0,0.564,0.457,0.67
@@ -91,13 +91,13 @@ Toto-1.0,Toto-2.0-22m,0.167,0.042,0.333,-0.046,-0.071,-0.023
 Toto-1.0,Chronos-2,0.417,0.25,0.625,-0.054,-0.101,-0.013
 Toto-1.0,Toto-1.0,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-1.0,Toto-2.0-4m,0.583,0.375,0.792,0.004,-0.019,0.024
+Toto-1.0,TiRex-2,0.75,0.583,0.917,0.008,-0.028,0.039
 Toto-1.0,TiRex,0.771,0.604,0.917,0.028,-0.001,0.052
 Toto-1.0,TimesFM-2.5,0.646,0.458,0.833,0.02,-0.022,0.06
 Toto-1.0,TabPFN-TS-3,0.833,0.667,0.958,0.054,-0.009,0.105
 Toto-1.0,FlowState,0.771,0.604,0.917,0.118,0.021,0.219
 Toto-1.0,Moirai-2.0,0.812,0.646,0.958,0.077,0.038,0.115
 Toto-1.0,TFT,0.833,0.667,0.958,0.115,0.063,0.163
-Toto-1.0,TabPFN-TS,0.875,0.75,1.0,0.13,0.062,0.194
 Toto-1.0,PatchTST,0.875,0.708,1.0,0.123,0.054,0.188
 Toto-1.0,Chronos-Bolt,0.896,0.77,1.0,0.143,0.096,0.189
 Toto-1.0,Seasonal Naive,1.0,1.0,1.0,0.54,0.422,0.655
@@ -108,16 +108,33 @@ Toto-2.0-4m,Toto-2.0-22m,0.083,0.0,0.208,-0.051,-0.078,-0.028
 Toto-2.0-4m,Chronos-2,0.333,0.167,0.542,-0.058,-0.111,-0.017
 Toto-2.0-4m,Toto-1.0,0.417,0.208,0.625,-0.004,-0.025,0.019
 Toto-2.0-4m,Toto-2.0-4m,0.5,0.5,0.5,0.0,0.0,0.0
+Toto-2.0-4m,TiRex-2,0.708,0.5,0.875,0.004,-0.028,0.027
 Toto-2.0-4m,TiRex,0.667,0.458,0.875,0.024,-0.009,0.052
 Toto-2.0-4m,TimesFM-2.5,0.667,0.458,0.833,0.016,-0.033,0.06
 Toto-2.0-4m,TabPFN-TS-3,0.833,0.667,0.958,0.05,-0.012,0.097
 Toto-2.0-4m,FlowState,0.75,0.583,0.917,0.114,0.015,0.214
 Toto-2.0-4m,Moirai-2.0,0.875,0.708,1.0,0.073,0.031,0.111
 Toto-2.0-4m,TFT,0.875,0.708,1.0,0.111,0.068,0.154
-Toto-2.0-4m,TabPFN-TS,0.833,0.667,0.958,0.127,0.061,0.187
 Toto-2.0-4m,PatchTST,0.875,0.75,1.0,0.119,0.045,0.187
 Toto-2.0-4m,Chronos-Bolt,0.917,0.792,1.0,0.139,0.091,0.183
 Toto-2.0-4m,Seasonal Naive,1.0,1.0,1.0,0.538,0.421,0.652
+TiRex-2,Toto-2.0-1B,0.083,0.0,0.208,-0.111,-0.166,-0.067
+TiRex-2,Toto-2.0-2.5B,0.125,0.0,0.292,-0.105,-0.161,-0.061
+TiRex-2,Toto-2.0-313m,0.083,0.0,0.208,-0.096,-0.142,-0.058
+TiRex-2,Toto-2.0-22m,0.167,0.042,0.333,-0.055,-0.089,-0.024
+TiRex-2,Chronos-2,0.333,0.167,0.542,-0.063,-0.114,-0.023
+TiRex-2,Toto-1.0,0.25,0.083,0.417,-0.009,-0.04,0.028
+TiRex-2,Toto-2.0-4m,0.292,0.125,0.5,-0.004,-0.027,0.028
+TiRex-2,TiRex-2,0.5,0.5,0.5,0.0,0.0,0.0
+TiRex-2,TiRex,0.708,0.5,0.875,0.02,-0.001,0.038
+TiRex-2,TimesFM-2.5,0.667,0.458,0.833,0.012,-0.037,0.053
+TiRex-2,TabPFN-TS-3,0.875,0.708,1.0,0.046,-0.024,0.103
+TiRex-2,FlowState,0.708,0.542,0.875,0.11,0.018,0.203
+TiRex-2,Moirai-2.0,0.917,0.792,1.0,0.07,0.046,0.094
+TiRex-2,TFT,0.875,0.708,1.0,0.108,0.064,0.149
+TiRex-2,PatchTST,0.958,0.875,1.0,0.116,0.045,0.176
+TiRex-2,Chronos-Bolt,1.0,1.0,1.0,0.136,0.1,0.17
+TiRex-2,Seasonal Naive,1.0,1.0,1.0,0.536,0.421,0.648
 TiRex,Toto-2.0-1B,0.042,0.0,0.125,-0.133,-0.186,-0.087
 TiRex,Toto-2.0-2.5B,0.083,0.0,0.208,-0.128,-0.185,-0.08
 TiRex,Toto-2.0-313m,0.083,0.0,0.208,-0.118,-0.165,-0.078
@@ -125,13 +142,13 @@ TiRex,Toto-2.0-22m,0.167,0.042,0.333,-0.077,-0.113,-0.044
 TiRex,Chronos-2,0.125,0.0,0.292,-0.084,-0.144,-0.04
 TiRex,Toto-1.0,0.229,0.083,0.396,-0.029,-0.055,0.001
 TiRex,Toto-2.0-4m,0.333,0.125,0.542,-0.024,-0.055,0.009
+TiRex,TiRex-2,0.292,0.125,0.5,-0.02,-0.04,0.001
 TiRex,TiRex,0.5,0.5,0.5,0.0,0.0,0.0
 TiRex,TimesFM-2.5,0.521,0.333,0.708,-0.008,-0.052,0.03
 TiRex,TabPFN-TS-3,0.75,0.583,0.917,0.026,-0.048,0.091
 TiRex,FlowState,0.604,0.416,0.792,0.092,-0.007,0.199
 TiRex,Moirai-2.0,0.771,0.583,0.917,0.051,0.022,0.082
 TiRex,TFT,0.792,0.625,0.958,0.09,0.035,0.139
-TiRex,TabPFN-TS,0.792,0.625,0.917,0.105,0.042,0.167
 TiRex,PatchTST,0.917,0.792,1.0,0.098,0.026,0.159
 TiRex,Chronos-Bolt,0.938,0.833,1.0,0.118,0.077,0.158
 TiRex,Seasonal Naive,1.0,1.0,1.0,0.527,0.41,0.643
@@ -142,13 +159,13 @@ TimesFM-2.5,Toto-2.0-22m,0.208,0.083,0.375,-0.068,-0.119,-0.026
 TimesFM-2.5,Chronos-2,0.208,0.042,0.375,-0.075,-0.127,-0.032
 TimesFM-2.5,Toto-1.0,0.354,0.167,0.542,-0.021,-0.064,0.022
 TimesFM-2.5,Toto-2.0-4m,0.333,0.167,0.542,-0.016,-0.064,0.032
+TimesFM-2.5,TiRex-2,0.333,0.167,0.542,-0.012,-0.056,0.036
 TimesFM-2.5,TiRex,0.479,0.292,0.667,0.008,-0.031,0.05
 TimesFM-2.5,TimesFM-2.5,0.5,0.5,0.5,0.0,0.0,0.0
 TimesFM-2.5,TabPFN-TS-3,0.708,0.5,0.875,0.034,-0.029,0.092
 TimesFM-2.5,FlowState,0.771,0.604,0.917,0.1,0.007,0.211
 TimesFM-2.5,Moirai-2.0,0.771,0.583,0.917,0.058,0.01,0.11
 TimesFM-2.5,TFT,0.792,0.625,0.958,0.097,0.038,0.155
-TimesFM-2.5,TabPFN-TS,0.833,0.667,0.958,0.112,0.043,0.176
 TimesFM-2.5,PatchTST,0.792,0.625,0.917,0.105,0.05,0.156
 TimesFM-2.5,Chronos-Bolt,0.854,0.708,0.958,0.125,0.072,0.178
 TimesFM-2.5,Seasonal Naive,1.0,1.0,1.0,0.531,0.422,0.639
@@ -159,13 +176,13 @@ TabPFN-TS-3,Toto-2.0-22m,0.083,0.0,0.208,-0.106,-0.17,-0.04
 TabPFN-TS-3,Chronos-2,0.125,0.0,0.292,-0.114,-0.168,-0.064
 TabPFN-TS-3,Toto-1.0,0.167,0.042,0.333,-0.057,-0.117,0.009
 TabPFN-TS-3,Toto-2.0-4m,0.167,0.042,0.333,-0.052,-0.108,0.011
+TabPFN-TS-3,TiRex-2,0.125,0.0,0.292,-0.048,-0.115,0.024
 TabPFN-TS-3,TiRex,0.25,0.083,0.417,-0.027,-0.1,0.046
 TabPFN-TS-3,TimesFM-2.5,0.292,0.125,0.5,-0.035,-0.101,0.028
 TabPFN-TS-3,TabPFN-TS-3,0.5,0.5,0.5,0.0,0.0,0.0
 TabPFN-TS-3,FlowState,0.5,0.292,0.708,0.068,-0.014,0.162
 TabPFN-TS-3,Moirai-2.0,0.542,0.333,0.75,0.025,-0.042,0.098
 TabPFN-TS-3,TFT,0.792,0.583,0.917,0.065,0.01,0.126
-TabPFN-TS-3,TabPFN-TS,0.75,0.583,0.917,0.081,0.016,0.143
 TabPFN-TS-3,PatchTST,0.667,0.5,0.833,0.073,0.005,0.139
 TabPFN-TS-3,Chronos-Bolt,0.75,0.583,0.917,0.094,0.03,0.162
 TabPFN-TS-3,Seasonal Naive,1.0,1.0,1.0,0.514,0.391,0.638
@@ -176,13 +193,13 @@ FlowState,Toto-2.0-22m,0.167,0.042,0.333,-0.186,-0.343,-0.07
 FlowState,Chronos-2,0.125,0.0,0.25,-0.195,-0.344,-0.083
 FlowState,Toto-1.0,0.229,0.083,0.396,-0.134,-0.281,-0.021
 FlowState,Toto-2.0-4m,0.25,0.083,0.417,-0.129,-0.272,-0.016
+FlowState,TiRex-2,0.292,0.125,0.458,-0.124,-0.254,-0.019
 FlowState,TiRex,0.396,0.208,0.584,-0.102,-0.249,0.007
 FlowState,TimesFM-2.5,0.229,0.083,0.396,-0.111,-0.267,-0.007
 FlowState,TabPFN-TS-3,0.5,0.292,0.708,-0.073,-0.193,0.014
 FlowState,FlowState,0.5,0.5,0.5,0.0,0.0,0.0
 FlowState,Moirai-2.0,0.479,0.292,0.667,-0.046,-0.171,0.056
 FlowState,TFT,0.542,0.333,0.75,-0.003,-0.118,0.092
-FlowState,TabPFN-TS,0.625,0.417,0.833,0.014,-0.112,0.118
 FlowState,PatchTST,0.583,0.375,0.792,0.006,-0.116,0.093
 FlowState,Chronos-Bolt,0.688,0.5,0.854,0.028,-0.069,0.11
 FlowState,Seasonal Naive,0.958,0.875,1.0,0.479,0.348,0.605
@@ -193,13 +210,13 @@ Moirai-2.0,Toto-2.0-22m,0.083,0.0,0.208,-0.134,-0.191,-0.087
 Moirai-2.0,Chronos-2,0.042,0.0,0.125,-0.142,-0.219,-0.084
 Moirai-2.0,Toto-1.0,0.188,0.042,0.354,-0.084,-0.131,-0.04
 Moirai-2.0,Toto-2.0-4m,0.125,0.0,0.292,-0.079,-0.125,-0.032
+Moirai-2.0,TiRex-2,0.083,0.0,0.208,-0.075,-0.104,-0.048
 Moirai-2.0,TiRex,0.229,0.083,0.417,-0.054,-0.09,-0.023
 Moirai-2.0,TimesFM-2.5,0.229,0.083,0.417,-0.062,-0.123,-0.01
 Moirai-2.0,TabPFN-TS-3,0.458,0.25,0.667,-0.026,-0.108,0.04
 Moirai-2.0,FlowState,0.521,0.333,0.708,0.044,-0.059,0.146
 Moirai-2.0,Moirai-2.0,0.5,0.5,0.5,0.0,0.0,0.0
 Moirai-2.0,TFT,0.625,0.417,0.833,0.041,-0.014,0.091
-Moirai-2.0,TabPFN-TS,0.583,0.375,0.75,0.057,-0.01,0.122
 Moirai-2.0,PatchTST,0.667,0.458,0.833,0.049,-0.037,0.118
 Moirai-2.0,Chronos-Bolt,0.792,0.667,0.917,0.071,0.037,0.111
 Moirai-2.0,Seasonal Naive,1.0,1.0,1.0,0.502,0.382,0.622
@@ -210,33 +227,16 @@ TFT,Toto-2.0-22m,0.042,0.0,0.125,-0.183,-0.253,-0.115
 TFT,Chronos-2,0.042,0.0,0.125,-0.191,-0.266,-0.118
 TFT,Toto-1.0,0.167,0.042,0.333,-0.13,-0.195,-0.067
 TFT,Toto-2.0-4m,0.125,0.0,0.292,-0.125,-0.182,-0.073
+TFT,TiRex-2,0.125,0.0,0.292,-0.121,-0.176,-0.069
 TFT,TiRex,0.208,0.042,0.375,-0.099,-0.162,-0.037
 TFT,TimesFM-2.5,0.208,0.042,0.375,-0.107,-0.184,-0.04
 TFT,TabPFN-TS-3,0.208,0.083,0.417,-0.07,-0.145,-0.01
 TFT,FlowState,0.458,0.25,0.667,0.003,-0.101,0.106
 TFT,Moirai-2.0,0.375,0.167,0.583,-0.043,-0.1,0.014
 TFT,TFT,0.5,0.5,0.5,0.0,0.0,0.0
-TFT,TabPFN-TS,0.542,0.333,0.75,0.017,-0.051,0.083
 TFT,PatchTST,0.5,0.292,0.708,0.009,-0.067,0.076
 TFT,Chronos-Bolt,0.542,0.333,0.75,0.031,-0.018,0.084
 TFT,Seasonal Naive,0.958,0.875,1.0,0.48,0.353,0.605
-TabPFN-TS,Toto-2.0-1B,0.042,0.0,0.125,-0.266,-0.363,-0.186
-TabPFN-TS,Toto-2.0-2.5B,0.042,0.0,0.125,-0.26,-0.351,-0.183
-TabPFN-TS,Toto-2.0-313m,0.042,0.0,0.125,-0.249,-0.342,-0.17
-TabPFN-TS,Toto-2.0-22m,0.125,0.0,0.25,-0.203,-0.293,-0.127
-TabPFN-TS,Chronos-2,0.042,0.0,0.125,-0.212,-0.286,-0.145
-TabPFN-TS,Toto-1.0,0.125,0.0,0.25,-0.15,-0.241,-0.067
-TabPFN-TS,Toto-2.0-4m,0.167,0.042,0.333,-0.145,-0.231,-0.065
-TabPFN-TS,TiRex,0.208,0.083,0.375,-0.118,-0.201,-0.044
-TabPFN-TS,TimesFM-2.5,0.167,0.042,0.333,-0.127,-0.214,-0.044
-TabPFN-TS,TabPFN-TS-3,0.25,0.083,0.417,-0.088,-0.166,-0.016
-TabPFN-TS,FlowState,0.375,0.167,0.583,-0.014,-0.134,0.101
-TabPFN-TS,Moirai-2.0,0.417,0.25,0.625,-0.061,-0.138,0.01
-TabPFN-TS,TFT,0.458,0.25,0.667,-0.017,-0.09,0.048
-TabPFN-TS,TabPFN-TS,0.5,0.5,0.5,0.0,0.0,0.0
-TabPFN-TS,PatchTST,0.417,0.208,0.583,-0.008,-0.09,0.068
-TabPFN-TS,Chronos-Bolt,0.542,0.333,0.75,0.015,-0.069,0.087
-TabPFN-TS,Seasonal Naive,0.958,0.875,1.0,0.471,0.329,0.607
 PatchTST,Toto-2.0-1B,0.042,0.0,0.125,-0.256,-0.354,-0.161
 PatchTST,Toto-2.0-2.5B,0.042,0.0,0.125,-0.25,-0.342,-0.16
 PatchTST,Toto-2.0-313m,0.042,0.0,0.125,-0.239,-0.333,-0.147
@@ -244,13 +244,13 @@ PatchTST,Toto-2.0-22m,0.042,0.0,0.125,-0.193,-0.284,-0.108
 PatchTST,Chronos-2,0.125,0.0,0.292,-0.202,-0.291,-0.119
 PatchTST,Toto-1.0,0.125,0.0,0.292,-0.14,-0.232,-0.057
 PatchTST,Toto-2.0-4m,0.125,0.0,0.25,-0.135,-0.23,-0.047
+PatchTST,TiRex-2,0.042,0.0,0.125,-0.131,-0.214,-0.047
 PatchTST,TiRex,0.083,0.0,0.208,-0.108,-0.19,-0.027
 PatchTST,TimesFM-2.5,0.208,0.083,0.375,-0.117,-0.185,-0.053
 PatchTST,TabPFN-TS-3,0.333,0.167,0.5,-0.079,-0.161,-0.005
 PatchTST,FlowState,0.417,0.208,0.625,-0.006,-0.102,0.104
 PatchTST,Moirai-2.0,0.333,0.167,0.542,-0.052,-0.133,0.036
 PatchTST,TFT,0.5,0.292,0.708,-0.009,-0.083,0.063
-PatchTST,TabPFN-TS,0.583,0.417,0.792,0.008,-0.073,0.083
 PatchTST,PatchTST,0.5,0.5,0.5,0.0,0.0,0.0
 PatchTST,Chronos-Bolt,0.375,0.208,0.583,0.023,-0.048,0.107
 PatchTST,Seasonal Naive,0.958,0.875,1.0,0.476,0.335,0.609
@@ -261,13 +261,13 @@ Chronos-Bolt,Toto-2.0-22m,0.042,0.0,0.125,-0.221,-0.298,-0.15
 Chronos-Bolt,Chronos-2,0.0,0.0,0.0,-0.23,-0.314,-0.158
 Chronos-Bolt,Toto-1.0,0.104,0.0,0.23,-0.167,-0.233,-0.106
 Chronos-Bolt,Toto-2.0-4m,0.083,0.0,0.208,-0.162,-0.223,-0.1
+Chronos-Bolt,TiRex-2,0.0,0.0,0.0,-0.157,-0.205,-0.111
 Chronos-Bolt,TiRex,0.062,0.0,0.167,-0.134,-0.188,-0.083
 Chronos-Bolt,TimesFM-2.5,0.146,0.042,0.292,-0.143,-0.217,-0.078
 Chronos-Bolt,TabPFN-TS-3,0.25,0.083,0.417,-0.104,-0.193,-0.031
 Chronos-Bolt,FlowState,0.312,0.146,0.5,-0.029,-0.124,0.065
 Chronos-Bolt,Moirai-2.0,0.208,0.083,0.333,-0.076,-0.125,-0.038
 Chronos-Bolt,TFT,0.458,0.25,0.667,-0.032,-0.091,0.017
-Chronos-Bolt,TabPFN-TS,0.458,0.25,0.667,-0.015,-0.095,0.065
 Chronos-Bolt,PatchTST,0.625,0.417,0.792,-0.023,-0.12,0.046
 Chronos-Bolt,Chronos-Bolt,0.5,0.5,0.5,0.0,0.0,0.0
 Chronos-Bolt,Seasonal Naive,0.958,0.875,1.0,0.464,0.336,0.589
@@ -278,13 +278,13 @@ Seasonal Naive,Toto-2.0-22m,0.0,0.0,0.0,-1.277,-2.039,-0.811
 Seasonal Naive,Chronos-2,0.0,0.0,0.0,-1.293,-2.033,-0.842
 Seasonal Naive,Toto-1.0,0.0,0.0,0.0,-1.176,-1.896,-0.731
 Seasonal Naive,Toto-2.0-4m,0.0,0.0,0.0,-1.166,-1.877,-0.727
+Seasonal Naive,TiRex-2,0.0,0.0,0.0,-1.157,-1.844,-0.728
 Seasonal Naive,TiRex,0.0,0.0,0.0,-1.115,-1.799,-0.695
 Seasonal Naive,TimesFM-2.5,0.0,0.0,0.0,-1.132,-1.771,-0.729
 Seasonal Naive,TabPFN-TS-3,0.0,0.0,0.0,-1.059,-1.762,-0.641
 Seasonal Naive,FlowState,0.042,0.0,0.125,-0.919,-1.533,-0.535
 Seasonal Naive,Moirai-2.0,0.0,0.0,0.0,-1.007,-1.647,-0.618
 Seasonal Naive,TFT,0.042,0.0,0.125,-0.925,-1.533,-0.546
-Seasonal Naive,TabPFN-TS,0.042,0.0,0.125,-0.892,-1.544,-0.491
 Seasonal Naive,PatchTST,0.042,0.0,0.125,-0.908,-1.558,-0.504
 Seasonal Naive,Chronos-Bolt,0.042,0.0,0.125,-0.865,-1.431,-0.507
 Seasonal Naive,Seasonal Naive,0.5,0.5,0.5,0.0,0.0,0.0
diff --git a/tables/frequency_sub_hourly/pairwise_WAPE.csv b/tables/frequency_sub_hourly/pairwise_WAPE.csv
index f3a7e227d9cf3da81a9f85ca03d16d7066ea3783..e1f505dd4c93b19ffa7bf15bd5daa6cb2890024c 100644
--- a/tables/frequency_sub_hourly/pairwise_WAPE.csv
+++ b/tables/frequency_sub_hourly/pairwise_WAPE.csv
@@ -6,13 +6,13 @@ Toto-2.0-1B,Toto-2.0-22m,0.917,0.792,1.0,0.047,0.016,0.081
 Toto-2.0-1B,Chronos-2,0.75,0.583,0.917,0.033,-0.011,0.072
 Toto-2.0-1B,Toto-1.0,0.958,0.875,1.0,0.081,0.041,0.13
 Toto-2.0-1B,Toto-2.0-4m,0.958,0.875,1.0,0.099,0.055,0.152
+Toto-2.0-1B,TiRex-2,0.958,0.875,1.0,0.103,0.058,0.162
 Toto-2.0-1B,TimesFM-2.5,1.0,1.0,1.0,0.109,0.071,0.157
 Toto-2.0-1B,TiRex,1.0,1.0,1.0,0.116,0.072,0.172
 Toto-2.0-1B,FlowState,0.917,0.792,1.0,0.114,0.035,0.194
 Toto-2.0-1B,Moirai-2.0,0.958,0.875,1.0,0.132,0.089,0.184
 Toto-2.0-1B,TabPFN-TS-3,0.917,0.792,1.0,0.116,0.028,0.19
 Toto-2.0-1B,TabPFN-TS,0.958,0.875,1.0,0.179,0.118,0.242
-Toto-2.0-1B,PatchTST,0.958,0.875,1.0,0.18,0.078,0.275
 Toto-2.0-1B,Chronos-Bolt,1.0,1.0,1.0,0.191,0.134,0.256
 Toto-2.0-1B,Seasonal Naive,1.0,1.0,1.0,0.457,0.379,0.536
 Toto-2.0-2.5B,Toto-2.0-1B,0.542,0.333,0.75,-0.002,-0.018,0.016
@@ -22,13 +22,13 @@ Toto-2.0-2.5B,Toto-2.0-22m,0.917,0.792,1.0,0.045,0.013,0.091
 Toto-2.0-2.5B,Chronos-2,0.708,0.5,0.875,0.031,-0.002,0.066
 Toto-2.0-2.5B,Toto-1.0,0.875,0.708,1.0,0.08,0.035,0.14
 Toto-2.0-2.5B,Toto-2.0-4m,0.833,0.667,0.958,0.097,0.049,0.158
+Toto-2.0-2.5B,TiRex-2,0.917,0.792,1.0,0.102,0.048,0.17
 Toto-2.0-2.5B,TimesFM-2.5,0.917,0.792,1.0,0.107,0.066,0.154
 Toto-2.0-2.5B,TiRex,0.875,0.708,1.0,0.115,0.062,0.183
 Toto-2.0-2.5B,FlowState,0.833,0.667,0.958,0.112,0.045,0.192
 Toto-2.0-2.5B,Moirai-2.0,0.917,0.792,1.0,0.13,0.076,0.194
 Toto-2.0-2.5B,TabPFN-TS-3,0.917,0.792,1.0,0.115,0.038,0.177
 Toto-2.0-2.5B,TabPFN-TS,0.958,0.875,1.0,0.177,0.117,0.236
-Toto-2.0-2.5B,PatchTST,0.958,0.875,1.0,0.179,0.086,0.266
 Toto-2.0-2.5B,Chronos-Bolt,0.958,0.875,1.0,0.19,0.128,0.259
 Toto-2.0-2.5B,Seasonal Naive,1.0,1.0,1.0,0.456,0.374,0.538
 Toto-2.0-313m,Toto-2.0-1B,0.25,0.083,0.417,-0.011,-0.027,0.003
@@ -38,13 +38,13 @@ Toto-2.0-313m,Toto-2.0-22m,0.917,0.792,1.0,0.037,0.016,0.061
 Toto-2.0-313m,Chronos-2,0.708,0.5,0.875,0.023,-0.029,0.061
 Toto-2.0-313m,Toto-1.0,0.958,0.875,1.0,0.071,0.04,0.108
 Toto-2.0-313m,Toto-2.0-4m,0.958,0.875,1.0,0.089,0.052,0.131
+Toto-2.0-313m,TiRex-2,0.958,0.875,1.0,0.093,0.057,0.138
 Toto-2.0-313m,TimesFM-2.5,1.0,1.0,1.0,0.099,0.068,0.138
 Toto-2.0-313m,TiRex,0.958,0.875,1.0,0.107,0.069,0.153
 Toto-2.0-313m,FlowState,0.917,0.792,1.0,0.104,0.022,0.188
 Toto-2.0-313m,Moirai-2.0,0.958,0.875,1.0,0.122,0.082,0.168
 Toto-2.0-313m,TabPFN-TS-3,0.917,0.792,1.0,0.107,0.014,0.178
 Toto-2.0-313m,TabPFN-TS,1.0,1.0,1.0,0.17,0.115,0.232
-Toto-2.0-313m,PatchTST,0.958,0.875,1.0,0.171,0.064,0.269
 Toto-2.0-313m,Chronos-Bolt,1.0,1.0,1.0,0.182,0.131,0.244
 Toto-2.0-313m,Seasonal Naive,1.0,1.0,1.0,0.451,0.375,0.527
 Toto-2.0-22m,Toto-2.0-1B,0.083,0.0,0.208,-0.049,-0.088,-0.016
@@ -54,13 +54,13 @@ Toto-2.0-22m,Toto-2.0-22m,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-2.0-22m,Chronos-2,0.625,0.458,0.792,-0.015,-0.09,0.038
 Toto-2.0-22m,Toto-1.0,0.833,0.667,0.958,0.036,0.015,0.059
 Toto-2.0-22m,Toto-2.0-4m,0.917,0.792,1.0,0.055,0.024,0.09
+Toto-2.0-22m,TiRex-2,0.792,0.625,0.958,0.059,0.023,0.098
 Toto-2.0-22m,TimesFM-2.5,0.792,0.625,0.958,0.065,0.025,0.111
 Toto-2.0-22m,TiRex,0.792,0.625,0.958,0.073,0.036,0.114
 Toto-2.0-22m,FlowState,0.833,0.667,0.958,0.07,-0.029,0.166
 Toto-2.0-22m,Moirai-2.0,0.875,0.708,1.0,0.089,0.046,0.13
 Toto-2.0-22m,TabPFN-TS-3,0.917,0.792,1.0,0.073,-0.034,0.147
 Toto-2.0-22m,TabPFN-TS,0.875,0.75,1.0,0.138,0.089,0.193
-Toto-2.0-22m,PatchTST,0.917,0.792,1.0,0.14,0.015,0.241
 Toto-2.0-22m,Chronos-Bolt,0.917,0.792,1.0,0.151,0.101,0.208
 Toto-2.0-22m,Seasonal Naive,1.0,1.0,1.0,0.43,0.357,0.506
 Chronos-2,Toto-2.0-1B,0.25,0.083,0.417,-0.034,-0.077,0.011
@@ -70,13 +70,13 @@ Chronos-2,Toto-2.0-22m,0.375,0.208,0.542,0.014,-0.04,0.083
 Chronos-2,Chronos-2,0.5,0.5,0.5,0.0,0.0,0.0
 Chronos-2,Toto-1.0,0.5,0.292,0.708,0.05,-0.007,0.128
 Chronos-2,Toto-2.0-4m,0.667,0.458,0.833,0.068,0.01,0.143
+Chronos-2,TiRex-2,0.792,0.625,0.958,0.072,0.014,0.154
 Chronos-2,TimesFM-2.5,0.708,0.5,0.875,0.078,0.031,0.134
 Chronos-2,TiRex,0.875,0.75,1.0,0.086,0.032,0.169
 Chronos-2,FlowState,0.667,0.458,0.833,0.084,0.027,0.154
 Chronos-2,Moirai-2.0,0.958,0.875,1.0,0.102,0.045,0.179
 Chronos-2,TabPFN-TS-3,0.792,0.625,0.958,0.086,0.029,0.139
 Chronos-2,TabPFN-TS,0.958,0.875,1.0,0.15,0.075,0.23
-Chronos-2,PatchTST,0.875,0.708,1.0,0.152,0.062,0.246
 Chronos-2,Chronos-Bolt,1.0,1.0,1.0,0.163,0.093,0.245
 Chronos-2,Seasonal Naive,1.0,1.0,1.0,0.438,0.356,0.517
 Toto-1.0,Toto-2.0-1B,0.042,0.0,0.125,-0.088,-0.15,-0.043
@@ -86,13 +86,13 @@ Toto-1.0,Toto-2.0-22m,0.167,0.042,0.333,-0.037,-0.063,-0.015
 Toto-1.0,Chronos-2,0.5,0.292,0.708,-0.052,-0.147,0.007
 Toto-1.0,Toto-1.0,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-1.0,Toto-2.0-4m,0.708,0.5,0.875,0.019,0.004,0.037
+Toto-1.0,TiRex-2,0.792,0.625,0.917,0.024,-0.012,0.052
 Toto-1.0,TimesFM-2.5,0.729,0.542,0.875,0.03,-0.017,0.075
 Toto-1.0,TiRex,0.729,0.542,0.896,0.038,0.005,0.07
 Toto-1.0,FlowState,0.729,0.542,0.896,0.036,-0.086,0.136
 Toto-1.0,Moirai-2.0,0.812,0.646,0.958,0.055,0.014,0.094
 Toto-1.0,TabPFN-TS-3,0.833,0.667,0.958,0.038,-0.085,0.115
 Toto-1.0,TabPFN-TS,0.875,0.75,1.0,0.106,0.043,0.175
-Toto-1.0,PatchTST,0.875,0.708,1.0,0.108,-0.039,0.223
 Toto-1.0,Chronos-Bolt,0.812,0.646,0.958,0.12,0.063,0.18
 Toto-1.0,Seasonal Naive,1.0,1.0,1.0,0.409,0.332,0.489
 Toto-2.0-4m,Toto-2.0-1B,0.042,0.0,0.125,-0.11,-0.179,-0.058
@@ -102,15 +102,31 @@ Toto-2.0-4m,Toto-2.0-22m,0.083,0.0,0.208,-0.058,-0.099,-0.025
 Toto-2.0-4m,Chronos-2,0.333,0.167,0.542,-0.073,-0.167,-0.01
 Toto-2.0-4m,Toto-1.0,0.292,0.125,0.5,-0.02,-0.038,-0.004
 Toto-2.0-4m,Toto-2.0-4m,0.5,0.5,0.5,0.0,0.0,0.0
+Toto-2.0-4m,TiRex-2,0.75,0.583,0.917,0.005,-0.042,0.035
 Toto-2.0-4m,TimesFM-2.5,0.625,0.417,0.792,0.011,-0.037,0.054
 Toto-2.0-4m,TiRex,0.667,0.5,0.833,0.019,-0.023,0.054
 Toto-2.0-4m,FlowState,0.625,0.417,0.792,0.017,-0.106,0.119
 Toto-2.0-4m,Moirai-2.0,0.75,0.583,0.917,0.036,-0.014,0.078
 Toto-2.0-4m,TabPFN-TS-3,0.792,0.625,0.958,0.019,-0.104,0.095
 Toto-2.0-4m,TabPFN-TS,0.708,0.542,0.875,0.088,0.017,0.164
-Toto-2.0-4m,PatchTST,0.875,0.75,1.0,0.09,-0.052,0.213
 Toto-2.0-4m,Chronos-Bolt,0.833,0.667,0.958,0.102,0.037,0.17
 Toto-2.0-4m,Seasonal Naive,1.0,1.0,1.0,0.397,0.32,0.479
+TiRex-2,Toto-2.0-1B,0.042,0.0,0.125,-0.115,-0.193,-0.062
+TiRex-2,Toto-2.0-2.5B,0.083,0.0,0.208,-0.113,-0.205,-0.05
+TiRex-2,Toto-2.0-313m,0.042,0.0,0.125,-0.103,-0.161,-0.06
+TiRex-2,Toto-2.0-22m,0.208,0.042,0.375,-0.062,-0.108,-0.023
+TiRex-2,Chronos-2,0.208,0.042,0.375,-0.078,-0.182,-0.015
+TiRex-2,Toto-1.0,0.208,0.083,0.375,-0.024,-0.054,0.012
+TiRex-2,Toto-2.0-4m,0.25,0.083,0.417,-0.005,-0.036,0.041
+TiRex-2,TiRex-2,0.5,0.5,0.5,0.0,0.0,0.0
+TiRex-2,TimesFM-2.5,0.625,0.417,0.793,0.006,-0.04,0.046
+TiRex-2,TiRex,0.625,0.417,0.792,0.015,0.001,0.031
+TiRex-2,FlowState,0.625,0.457,0.792,0.012,-0.117,0.119
+TiRex-2,Moirai-2.0,0.75,0.583,0.917,0.032,-0.002,0.063
+TiRex-2,TabPFN-TS-3,0.792,0.625,0.958,0.015,-0.134,0.108
+TiRex-2,TabPFN-TS,0.75,0.583,0.917,0.084,0.019,0.159
+TiRex-2,Chronos-Bolt,0.833,0.667,0.958,0.098,0.046,0.158
+TiRex-2,Seasonal Naive,1.0,1.0,1.0,0.394,0.317,0.471
 TimesFM-2.5,Toto-2.0-1B,0.0,0.0,0.0,-0.122,-0.186,-0.077
 TimesFM-2.5,Toto-2.0-2.5B,0.083,0.0,0.208,-0.12,-0.182,-0.071
 TimesFM-2.5,Toto-2.0-313m,0.0,0.0,0.0,-0.11,-0.16,-0.072
@@ -118,13 +134,13 @@ TimesFM-2.5,Toto-2.0-22m,0.208,0.042,0.375,-0.069,-0.124,-0.026
 TimesFM-2.5,Chronos-2,0.292,0.125,0.5,-0.085,-0.155,-0.032
 TimesFM-2.5,Toto-1.0,0.271,0.125,0.458,-0.031,-0.081,0.017
 TimesFM-2.5,Toto-2.0-4m,0.375,0.208,0.583,-0.011,-0.057,0.035
+TimesFM-2.5,TiRex-2,0.375,0.207,0.583,-0.006,-0.049,0.038
 TimesFM-2.5,TimesFM-2.5,0.5,0.5,0.5,0.0,0.0,0.0
 TimesFM-2.5,TiRex,0.521,0.312,0.708,0.009,-0.037,0.053
 TimesFM-2.5,FlowState,0.688,0.5,0.855,0.006,-0.091,0.095
 TimesFM-2.5,Moirai-2.0,0.771,0.583,0.917,0.026,-0.032,0.075
 TimesFM-2.5,TabPFN-TS-3,0.75,0.542,0.917,0.008,-0.102,0.081
 TimesFM-2.5,TabPFN-TS,0.792,0.625,0.958,0.078,0.018,0.144
-TimesFM-2.5,PatchTST,0.792,0.625,0.958,0.08,-0.03,0.18
 TimesFM-2.5,Chronos-Bolt,0.854,0.708,0.958,0.092,0.041,0.148
 TimesFM-2.5,Seasonal Naive,0.958,0.875,1.0,0.39,0.31,0.47
 TiRex,Toto-2.0-1B,0.0,0.0,0.0,-0.132,-0.208,-0.078
@@ -134,13 +150,13 @@ TiRex,Toto-2.0-22m,0.208,0.042,0.375,-0.078,-0.128,-0.037
 TiRex,Chronos-2,0.125,0.0,0.25,-0.094,-0.203,-0.033
 TiRex,Toto-1.0,0.271,0.104,0.458,-0.04,-0.075,-0.005
 TiRex,Toto-2.0-4m,0.333,0.167,0.5,-0.02,-0.058,0.022
+TiRex,TiRex-2,0.375,0.208,0.583,-0.015,-0.032,-0.001
 TiRex,TimesFM-2.5,0.479,0.292,0.688,-0.009,-0.056,0.035
 TiRex,TiRex,0.5,0.5,0.5,0.0,0.0,0.0
 TiRex,FlowState,0.521,0.333,0.708,-0.003,-0.132,0.098
 TiRex,Moirai-2.0,0.646,0.458,0.833,0.018,-0.01,0.044
 TiRex,TabPFN-TS-3,0.75,0.583,0.917,-0.0,-0.154,0.093
 TiRex,TabPFN-TS,0.75,0.542,0.917,0.07,-0.0,0.148
-TiRex,PatchTST,0.833,0.667,0.958,0.072,-0.09,0.195
 TiRex,Chronos-Bolt,0.812,0.646,0.958,0.085,0.033,0.141
 TiRex,Seasonal Naive,0.958,0.875,1.0,0.385,0.308,0.467
 FlowState,Toto-2.0-1B,0.083,0.0,0.208,-0.129,-0.241,-0.037
@@ -150,13 +166,13 @@ FlowState,Toto-2.0-22m,0.167,0.042,0.333,-0.076,-0.198,0.028
 FlowState,Chronos-2,0.333,0.167,0.542,-0.091,-0.182,-0.028
 FlowState,Toto-1.0,0.271,0.104,0.458,-0.037,-0.157,0.079
 FlowState,Toto-2.0-4m,0.375,0.208,0.583,-0.017,-0.135,0.096
+FlowState,TiRex-2,0.375,0.208,0.543,-0.012,-0.135,0.105
 FlowState,TimesFM-2.5,0.312,0.145,0.5,-0.006,-0.105,0.084
 FlowState,TiRex,0.479,0.292,0.667,0.003,-0.108,0.117
 FlowState,FlowState,0.5,0.5,0.5,0.0,0.0,0.0
 FlowState,Moirai-2.0,0.604,0.396,0.792,0.02,-0.079,0.129
 FlowState,TabPFN-TS-3,0.583,0.375,0.75,0.003,-0.1,0.08
 FlowState,TabPFN-TS,0.625,0.417,0.792,0.073,-0.063,0.184
-FlowState,PatchTST,0.625,0.417,0.792,0.075,-0.045,0.181
 FlowState,Chronos-Bolt,0.729,0.542,0.896,0.087,0.003,0.184
 FlowState,Seasonal Naive,0.958,0.875,1.0,0.387,0.298,0.473
 Moirai-2.0,Toto-2.0-1B,0.042,0.0,0.125,-0.152,-0.225,-0.097
@@ -166,13 +182,13 @@ Moirai-2.0,Toto-2.0-22m,0.125,0.0,0.292,-0.098,-0.149,-0.048
 Moirai-2.0,Chronos-2,0.042,0.0,0.125,-0.114,-0.218,-0.047
 Moirai-2.0,Toto-1.0,0.188,0.042,0.354,-0.058,-0.104,-0.015
 Moirai-2.0,Toto-2.0-4m,0.25,0.083,0.417,-0.038,-0.085,0.014
+Moirai-2.0,TiRex-2,0.25,0.083,0.417,-0.033,-0.068,0.002
 Moirai-2.0,TimesFM-2.5,0.229,0.083,0.417,-0.027,-0.081,0.031
 Moirai-2.0,TiRex,0.354,0.167,0.542,-0.018,-0.046,0.01
 Moirai-2.0,FlowState,0.396,0.208,0.604,-0.021,-0.149,0.073
 Moirai-2.0,Moirai-2.0,0.5,0.5,0.5,0.0,0.0,0.0
 Moirai-2.0,TabPFN-TS-3,0.5,0.292,0.708,-0.018,-0.167,0.083
 Moirai-2.0,TabPFN-TS,0.583,0.375,0.792,0.054,-0.022,0.143
-Moirai-2.0,PatchTST,0.583,0.375,0.75,0.056,-0.104,0.183
 Moirai-2.0,Chronos-Bolt,0.708,0.542,0.854,0.068,0.018,0.135
 Moirai-2.0,Seasonal Naive,0.917,0.792,1.0,0.374,0.293,0.452
 TabPFN-TS-3,Toto-2.0-1B,0.083,0.0,0.208,-0.132,-0.234,-0.028
@@ -182,13 +198,13 @@ TabPFN-TS-3,Toto-2.0-22m,0.083,0.0,0.208,-0.078,-0.173,0.033
 TabPFN-TS-3,Chronos-2,0.208,0.042,0.375,-0.094,-0.162,-0.029
 TabPFN-TS-3,Toto-1.0,0.167,0.042,0.333,-0.04,-0.13,0.078
 TabPFN-TS-3,Toto-2.0-4m,0.208,0.042,0.375,-0.019,-0.105,0.095
+TabPFN-TS-3,TiRex-2,0.208,0.042,0.375,-0.015,-0.121,0.118
 TabPFN-TS-3,TimesFM-2.5,0.25,0.083,0.458,-0.009,-0.088,0.093
 TabPFN-TS-3,TiRex,0.25,0.083,0.417,0.0,-0.103,0.134
 TabPFN-TS-3,FlowState,0.417,0.25,0.625,-0.003,-0.087,0.091
 TabPFN-TS-3,Moirai-2.0,0.5,0.292,0.708,0.018,-0.09,0.143
 TabPFN-TS-3,TabPFN-TS-3,0.5,0.5,0.5,0.0,0.0,0.0
 TabPFN-TS-3,TabPFN-TS,0.625,0.417,0.792,0.07,-0.023,0.17
-TabPFN-TS-3,PatchTST,0.5,0.292,0.708,0.073,-0.006,0.15
 TabPFN-TS-3,Chronos-Bolt,0.583,0.375,0.792,0.085,-0.016,0.201
 TabPFN-TS-3,Seasonal Naive,0.958,0.875,1.0,0.385,0.294,0.483
 TabPFN-TS,Toto-2.0-1B,0.042,0.0,0.125,-0.217,-0.319,-0.134
@@ -198,31 +214,15 @@ TabPFN-TS,Toto-2.0-22m,0.125,0.0,0.25,-0.16,-0.24,-0.097
 TabPFN-TS,Chronos-2,0.042,0.0,0.125,-0.177,-0.299,-0.081
 TabPFN-TS,Toto-1.0,0.125,0.0,0.25,-0.118,-0.212,-0.045
 TabPFN-TS,Toto-2.0-4m,0.292,0.125,0.458,-0.097,-0.196,-0.017
+TabPFN-TS,TiRex-2,0.25,0.083,0.417,-0.092,-0.189,-0.019
 TabPFN-TS,TimesFM-2.5,0.208,0.042,0.375,-0.085,-0.169,-0.018
 TabPFN-TS,TiRex,0.25,0.083,0.458,-0.076,-0.174,0.0
 TabPFN-TS,FlowState,0.375,0.208,0.583,-0.079,-0.226,0.06
 TabPFN-TS,Moirai-2.0,0.417,0.208,0.625,-0.057,-0.168,0.022
 TabPFN-TS,TabPFN-TS-3,0.375,0.208,0.583,-0.076,-0.205,0.023
 TabPFN-TS,TabPFN-TS,0.5,0.5,0.5,0.0,0.0,0.0
-TabPFN-TS,PatchTST,0.5,0.292,0.708,0.002,-0.114,0.082
 TabPFN-TS,Chronos-Bolt,0.5,0.292,0.708,0.015,-0.071,0.091
 TabPFN-TS,Seasonal Naive,1.0,1.0,1.0,0.338,0.254,0.433
-PatchTST,Toto-2.0-1B,0.042,0.0,0.125,-0.22,-0.379,-0.084
-PatchTST,Toto-2.0-2.5B,0.042,0.0,0.125,-0.218,-0.362,-0.094
-PatchTST,Toto-2.0-313m,0.042,0.0,0.125,-0.207,-0.368,-0.068
-PatchTST,Toto-2.0-22m,0.083,0.0,0.208,-0.163,-0.318,-0.016
-PatchTST,Chronos-2,0.125,0.0,0.292,-0.18,-0.327,-0.066
-PatchTST,Toto-1.0,0.125,0.0,0.292,-0.121,-0.286,0.038
-PatchTST,Toto-2.0-4m,0.125,0.0,0.25,-0.099,-0.271,0.049
-PatchTST,TimesFM-2.5,0.208,0.042,0.375,-0.088,-0.22,0.029
-PatchTST,TiRex,0.167,0.042,0.333,-0.078,-0.242,0.082
-PatchTST,FlowState,0.375,0.208,0.583,-0.081,-0.221,0.043
-PatchTST,Moirai-2.0,0.417,0.25,0.625,-0.059,-0.224,0.095
-PatchTST,TabPFN-TS-3,0.5,0.292,0.708,-0.078,-0.176,0.006
-PatchTST,TabPFN-TS,0.5,0.292,0.708,-0.002,-0.09,0.103
-PatchTST,PatchTST,0.5,0.5,0.5,0.0,0.0,0.0
-PatchTST,Chronos-Bolt,0.542,0.333,0.75,0.013,-0.114,0.143
-PatchTST,Seasonal Naive,0.854,0.708,0.979,0.337,0.226,0.446
 Chronos-Bolt,Toto-2.0-1B,0.0,0.0,0.0,-0.236,-0.344,-0.154
 Chronos-Bolt,Toto-2.0-2.5B,0.042,0.0,0.125,-0.234,-0.349,-0.147
 Chronos-Bolt,Toto-2.0-313m,0.0,0.0,0.0,-0.223,-0.322,-0.151
@@ -230,13 +230,13 @@ Chronos-Bolt,Toto-2.0-22m,0.083,0.0,0.208,-0.178,-0.262,-0.112
 Chronos-Bolt,Chronos-2,0.0,0.0,0.0,-0.195,-0.324,-0.102
 Chronos-Bolt,Toto-1.0,0.188,0.042,0.354,-0.136,-0.219,-0.067
 Chronos-Bolt,Toto-2.0-4m,0.167,0.042,0.333,-0.114,-0.205,-0.039
+Chronos-Bolt,TiRex-2,0.167,0.042,0.333,-0.109,-0.188,-0.048
 Chronos-Bolt,TimesFM-2.5,0.146,0.042,0.292,-0.102,-0.173,-0.042
 Chronos-Bolt,TiRex,0.188,0.042,0.354,-0.092,-0.165,-0.034
 Chronos-Bolt,FlowState,0.271,0.104,0.458,-0.095,-0.225,-0.003
 Chronos-Bolt,Moirai-2.0,0.292,0.146,0.458,-0.073,-0.156,-0.018
 Chronos-Bolt,TabPFN-TS-3,0.417,0.208,0.625,-0.092,-0.252,0.016
 Chronos-Bolt,TabPFN-TS,0.5,0.292,0.708,-0.016,-0.1,0.066
-Chronos-Bolt,PatchTST,0.458,0.25,0.667,-0.013,-0.167,0.102
 Chronos-Bolt,Chronos-Bolt,0.5,0.5,0.5,0.0,0.0,0.0
 Chronos-Bolt,Seasonal Naive,0.958,0.875,1.0,0.328,0.255,0.4
 Seasonal Naive,Toto-2.0-1B,0.0,0.0,0.0,-0.84,-1.156,-0.61
@@ -246,12 +246,12 @@ Seasonal Naive,Toto-2.0-22m,0.0,0.0,0.0,-0.754,-1.024,-0.555
 Seasonal Naive,Chronos-2,0.0,0.0,0.0,-0.779,-1.072,-0.552
 Seasonal Naive,Toto-1.0,0.0,0.0,0.0,-0.691,-0.958,-0.498
 Seasonal Naive,Toto-2.0-4m,0.0,0.0,0.0,-0.658,-0.919,-0.471
+Seasonal Naive,TiRex-2,0.0,0.0,0.0,-0.65,-0.891,-0.464
 Seasonal Naive,TimesFM-2.5,0.042,0.0,0.125,-0.64,-0.885,-0.449
 Seasonal Naive,TiRex,0.042,0.0,0.125,-0.626,-0.875,-0.445
 Seasonal Naive,FlowState,0.042,0.0,0.125,-0.63,-0.899,-0.425
 Seasonal Naive,Moirai-2.0,0.083,0.0,0.208,-0.597,-0.825,-0.415
 Seasonal Naive,TabPFN-TS-3,0.042,0.0,0.125,-0.626,-0.935,-0.416
 Seasonal Naive,TabPFN-TS,0.0,0.0,0.0,-0.512,-0.764,-0.34
-Seasonal Naive,PatchTST,0.146,0.021,0.292,-0.508,-0.805,-0.293
 Seasonal Naive,Chronos-Bolt,0.042,0.0,0.125,-0.489,-0.667,-0.342
 Seasonal Naive,Seasonal Naive,0.5,0.5,0.5,0.0,0.0,0.0
diff --git a/tables/frequency_sub_hourly/pairwise_WQL.csv b/tables/frequency_sub_hourly/pairwise_WQL.csv
index 12217f1ac55097412a0d3d5f6ef2868d15ee83a4..da110df9db803ccfceb12a7b5d6651235f2ca398 100644
--- a/tables/frequency_sub_hourly/pairwise_WQL.csv
+++ b/tables/frequency_sub_hourly/pairwise_WQL.csv
@@ -6,6 +6,7 @@ Toto-2.0-1B,Toto-2.0-22m,0.917,0.792,1.0,0.047,0.018,0.079
 Toto-2.0-1B,Chronos-2,0.833,0.667,0.958,0.044,0.005,0.078
 Toto-2.0-1B,Toto-1.0,1.0,1.0,1.0,0.1,0.058,0.156
 Toto-2.0-1B,Toto-2.0-4m,1.0,1.0,1.0,0.112,0.062,0.174
+Toto-2.0-1B,TiRex-2,0.958,0.875,1.0,0.113,0.062,0.18
 Toto-2.0-1B,TimesFM-2.5,0.958,0.875,1.0,0.126,0.081,0.178
 Toto-2.0-1B,TiRex,1.0,1.0,1.0,0.134,0.084,0.199
 Toto-2.0-1B,FlowState,0.875,0.75,1.0,0.125,0.046,0.208
@@ -13,7 +14,6 @@ Toto-2.0-1B,TabPFN-TS-3,0.917,0.792,1.0,0.125,0.042,0.201
 Toto-2.0-1B,Moirai-2.0,0.958,0.875,1.0,0.162,0.112,0.226
 Toto-2.0-1B,PatchTST,0.958,0.875,1.0,0.203,0.104,0.294
 Toto-2.0-1B,TFT,0.958,0.875,1.0,0.212,0.146,0.284
-Toto-2.0-1B,TabPFN-TS,1.0,1.0,1.0,0.225,0.168,0.284
 Toto-2.0-1B,Chronos-Bolt,1.0,1.0,1.0,0.237,0.181,0.299
 Toto-2.0-1B,Seasonal Naive,1.0,1.0,1.0,0.624,0.537,0.702
 Toto-2.0-2.5B,Toto-2.0-1B,0.583,0.375,0.792,-0.004,-0.017,0.01
@@ -23,6 +23,7 @@ Toto-2.0-2.5B,Toto-2.0-22m,0.833,0.667,0.958,0.043,0.01,0.087
 Toto-2.0-2.5B,Chronos-2,0.792,0.625,0.958,0.041,0.011,0.071
 Toto-2.0-2.5B,Toto-1.0,0.958,0.875,1.0,0.097,0.05,0.162
 Toto-2.0-2.5B,Toto-2.0-4m,0.875,0.75,1.0,0.108,0.053,0.178
+Toto-2.0-2.5B,TiRex-2,0.833,0.667,0.958,0.109,0.051,0.189
 Toto-2.0-2.5B,TimesFM-2.5,0.958,0.875,1.0,0.122,0.075,0.178
 Toto-2.0-2.5B,TiRex,0.917,0.792,1.0,0.13,0.073,0.206
 Toto-2.0-2.5B,FlowState,0.875,0.75,1.0,0.122,0.05,0.204
@@ -30,7 +31,6 @@ Toto-2.0-2.5B,TabPFN-TS-3,0.875,0.749,1.0,0.122,0.049,0.19
 Toto-2.0-2.5B,Moirai-2.0,0.958,0.875,1.0,0.159,0.101,0.23
 Toto-2.0-2.5B,PatchTST,0.958,0.875,1.0,0.2,0.11,0.287
 Toto-2.0-2.5B,TFT,0.917,0.792,1.0,0.209,0.139,0.283
-Toto-2.0-2.5B,TabPFN-TS,1.0,1.0,1.0,0.222,0.166,0.28
 Toto-2.0-2.5B,Chronos-Bolt,1.0,1.0,1.0,0.234,0.175,0.301
 Toto-2.0-2.5B,Seasonal Naive,1.0,1.0,1.0,0.622,0.534,0.703
 Toto-2.0-313m,Toto-2.0-1B,0.292,0.125,0.5,-0.01,-0.031,0.008
@@ -40,6 +40,7 @@ Toto-2.0-313m,Toto-2.0-22m,0.917,0.792,1.0,0.038,0.02,0.058
 Toto-2.0-313m,Chronos-2,0.75,0.583,0.917,0.035,-0.019,0.073
 Toto-2.0-313m,Toto-1.0,1.0,1.0,1.0,0.091,0.056,0.134
 Toto-2.0-313m,Toto-2.0-4m,1.0,1.0,1.0,0.103,0.059,0.153
+Toto-2.0-313m,TiRex-2,0.958,0.875,1.0,0.104,0.06,0.159
 Toto-2.0-313m,TimesFM-2.5,1.0,1.0,1.0,0.117,0.078,0.164
 Toto-2.0-313m,TiRex,1.0,1.0,1.0,0.125,0.08,0.182
 Toto-2.0-313m,FlowState,0.875,0.75,1.0,0.117,0.026,0.202
@@ -47,7 +48,6 @@ Toto-2.0-313m,TabPFN-TS-3,0.958,0.875,1.0,0.117,0.027,0.192
 Toto-2.0-313m,Moirai-2.0,0.958,0.875,1.0,0.154,0.109,0.207
 Toto-2.0-313m,PatchTST,0.958,0.875,1.0,0.195,0.091,0.286
 Toto-2.0-313m,TFT,1.0,1.0,1.0,0.204,0.144,0.267
-Toto-2.0-313m,TabPFN-TS,1.0,1.0,1.0,0.218,0.166,0.274
 Toto-2.0-313m,Chronos-Bolt,1.0,1.0,1.0,0.23,0.178,0.286
 Toto-2.0-313m,Seasonal Naive,1.0,1.0,1.0,0.62,0.531,0.699
 Toto-2.0-22m,Toto-2.0-1B,0.083,0.0,0.208,-0.049,-0.086,-0.018
@@ -57,6 +57,7 @@ Toto-2.0-22m,Toto-2.0-22m,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-2.0-22m,Chronos-2,0.625,0.458,0.792,-0.003,-0.074,0.048
 Toto-2.0-22m,Toto-1.0,0.875,0.749,1.0,0.056,0.031,0.085
 Toto-2.0-22m,Toto-2.0-4m,0.958,0.875,1.0,0.068,0.035,0.105
+Toto-2.0-22m,TiRex-2,0.875,0.75,1.0,0.069,0.025,0.118
 Toto-2.0-22m,TimesFM-2.5,0.875,0.708,1.0,0.083,0.043,0.13
 Toto-2.0-22m,TiRex,0.875,0.75,1.0,0.091,0.048,0.142
 Toto-2.0-22m,FlowState,0.875,0.75,1.0,0.082,-0.017,0.174
@@ -64,7 +65,6 @@ Toto-2.0-22m,TabPFN-TS-3,0.875,0.708,1.0,0.082,-0.02,0.159
 Toto-2.0-22m,Moirai-2.0,0.917,0.792,1.0,0.121,0.073,0.169
 Toto-2.0-22m,PatchTST,0.917,0.792,1.0,0.163,0.043,0.262
 Toto-2.0-22m,TFT,0.958,0.875,1.0,0.173,0.114,0.233
-Toto-2.0-22m,TabPFN-TS,0.917,0.792,1.0,0.187,0.131,0.245
 Toto-2.0-22m,Chronos-Bolt,0.958,0.875,1.0,0.2,0.148,0.254
 Toto-2.0-22m,Seasonal Naive,1.0,1.0,1.0,0.605,0.513,0.689
 Chronos-2,Toto-2.0-1B,0.167,0.042,0.333,-0.046,-0.085,-0.005
@@ -74,6 +74,7 @@ Chronos-2,Toto-2.0-22m,0.375,0.208,0.542,0.003,-0.05,0.069
 Chronos-2,Chronos-2,0.5,0.5,0.5,0.0,0.0,0.0
 Chronos-2,Toto-1.0,0.5,0.292,0.708,0.058,-0.002,0.141
 Chronos-2,Toto-2.0-4m,0.667,0.458,0.833,0.07,0.005,0.154
+Chronos-2,TiRex-2,0.792,0.625,0.958,0.071,0.011,0.162
 Chronos-2,TimesFM-2.5,0.75,0.583,0.917,0.085,0.032,0.149
 Chronos-2,TiRex,0.958,0.875,1.0,0.093,0.035,0.184
 Chronos-2,FlowState,0.75,0.583,0.917,0.085,0.024,0.159
@@ -81,7 +82,6 @@ Chronos-2,TabPFN-TS-3,0.833,0.667,0.958,0.084,0.02,0.144
 Chronos-2,Moirai-2.0,0.958,0.875,1.0,0.123,0.058,0.212
 Chronos-2,PatchTST,0.833,0.667,0.958,0.166,0.074,0.257
 Chronos-2,TFT,0.917,0.792,1.0,0.176,0.094,0.264
-Chronos-2,TabPFN-TS,1.0,1.0,1.0,0.189,0.122,0.261
 Chronos-2,Chronos-Bolt,1.0,1.0,1.0,0.202,0.13,0.286
 Chronos-2,Seasonal Naive,1.0,1.0,1.0,0.606,0.517,0.691
 Toto-1.0,Toto-2.0-1B,0.0,0.0,0.0,-0.111,-0.184,-0.062
@@ -91,6 +91,7 @@ Toto-1.0,Toto-2.0-22m,0.125,0.0,0.251,-0.059,-0.093,-0.032
 Toto-1.0,Chronos-2,0.5,0.292,0.708,-0.062,-0.164,0.002
 Toto-1.0,Toto-1.0,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-1.0,Toto-2.0-4m,0.583,0.375,0.792,0.013,-0.005,0.035
+Toto-1.0,TiRex-2,0.708,0.542,0.875,0.014,-0.025,0.044
 Toto-1.0,TimesFM-2.5,0.646,0.458,0.833,0.028,-0.023,0.077
 Toto-1.0,TiRex,0.729,0.542,0.896,0.037,0.006,0.068
 Toto-1.0,FlowState,0.688,0.5,0.875,0.028,-0.102,0.132
@@ -98,7 +99,6 @@ Toto-1.0,TabPFN-TS-3,0.792,0.625,0.958,0.028,-0.109,0.115
 Toto-1.0,Moirai-2.0,0.812,0.667,0.958,0.069,0.029,0.107
 Toto-1.0,PatchTST,0.875,0.708,1.0,0.114,-0.032,0.232
 Toto-1.0,TFT,0.833,0.667,0.958,0.124,0.062,0.187
-Toto-1.0,TabPFN-TS,0.875,0.75,1.0,0.139,0.067,0.21
 Toto-1.0,Chronos-Bolt,0.896,0.77,1.0,0.152,0.099,0.209
 Toto-1.0,Seasonal Naive,1.0,1.0,1.0,0.582,0.484,0.667
 Toto-2.0-4m,Toto-2.0-1B,0.0,0.0,0.0,-0.126,-0.211,-0.066
@@ -108,6 +108,7 @@ Toto-2.0-4m,Toto-2.0-22m,0.042,0.0,0.125,-0.073,-0.118,-0.036
 Toto-2.0-4m,Chronos-2,0.333,0.167,0.542,-0.076,-0.182,-0.005
 Toto-2.0-4m,Toto-1.0,0.417,0.208,0.625,-0.013,-0.036,0.005
 Toto-2.0-4m,Toto-2.0-4m,0.5,0.5,0.5,0.0,0.0,0.0
+Toto-2.0-4m,TiRex-2,0.667,0.458,0.875,0.001,-0.046,0.032
 Toto-2.0-4m,TimesFM-2.5,0.625,0.417,0.792,0.016,-0.033,0.059
 Toto-2.0-4m,TiRex,0.708,0.5,0.875,0.025,-0.02,0.06
 Toto-2.0-4m,FlowState,0.708,0.5,0.875,0.015,-0.12,0.122
@@ -115,9 +116,25 @@ Toto-2.0-4m,TabPFN-TS-3,0.792,0.625,0.958,0.015,-0.118,0.098
 Toto-2.0-4m,Moirai-2.0,0.833,0.667,0.958,0.057,0.006,0.101
 Toto-2.0-4m,PatchTST,0.917,0.792,1.0,0.102,-0.04,0.224
 Toto-2.0-4m,TFT,0.875,0.708,1.0,0.113,0.05,0.175
-Toto-2.0-4m,TabPFN-TS,0.792,0.625,0.958,0.128,0.052,0.207
 Toto-2.0-4m,Chronos-Bolt,0.917,0.792,1.0,0.141,0.083,0.2
 Toto-2.0-4m,Seasonal Naive,1.0,1.0,1.0,0.576,0.478,0.664
+TiRex-2,Toto-2.0-1B,0.042,0.0,0.125,-0.127,-0.22,-0.066
+TiRex-2,Toto-2.0-2.5B,0.167,0.042,0.333,-0.123,-0.233,-0.054
+TiRex-2,Toto-2.0-313m,0.042,0.0,0.125,-0.116,-0.189,-0.064
+TiRex-2,Toto-2.0-22m,0.125,0.0,0.25,-0.074,-0.133,-0.025
+TiRex-2,Chronos-2,0.208,0.042,0.375,-0.077,-0.193,-0.011
+TiRex-2,Toto-1.0,0.292,0.125,0.458,-0.014,-0.046,0.024
+TiRex-2,Toto-2.0-4m,0.333,0.125,0.542,-0.001,-0.034,0.044
+TiRex-2,TiRex-2,0.5,0.5,0.5,0.0,0.0,0.0
+TiRex-2,TimesFM-2.5,0.667,0.458,0.833,0.015,-0.034,0.057
+TiRex-2,TiRex,0.667,0.458,0.833,0.024,0.005,0.043
+TiRex-2,FlowState,0.667,0.499,0.875,0.014,-0.129,0.124
+TiRex-2,TabPFN-TS-3,0.75,0.582,0.917,0.014,-0.149,0.117
+TiRex-2,Moirai-2.0,0.917,0.792,1.0,0.056,0.025,0.086
+TiRex-2,PatchTST,0.917,0.792,1.0,0.101,-0.057,0.22
+TiRex-2,TFT,0.875,0.708,1.0,0.112,0.049,0.176
+TiRex-2,Chronos-Bolt,0.958,0.875,1.0,0.14,0.093,0.192
+TiRex-2,Seasonal Naive,1.0,1.0,1.0,0.576,0.477,0.663
 TimesFM-2.5,Toto-2.0-1B,0.042,0.0,0.125,-0.144,-0.216,-0.088
 TimesFM-2.5,Toto-2.0-2.5B,0.042,0.0,0.125,-0.139,-0.216,-0.081
 TimesFM-2.5,Toto-2.0-313m,0.0,0.0,0.0,-0.133,-0.196,-0.085
@@ -125,6 +142,7 @@ TimesFM-2.5,Toto-2.0-22m,0.125,0.0,0.292,-0.09,-0.149,-0.045
 TimesFM-2.5,Chronos-2,0.25,0.083,0.417,-0.093,-0.175,-0.033
 TimesFM-2.5,Toto-1.0,0.354,0.167,0.542,-0.029,-0.083,0.023
 TimesFM-2.5,Toto-2.0-4m,0.375,0.208,0.583,-0.016,-0.062,0.032
+TimesFM-2.5,TiRex-2,0.333,0.167,0.542,-0.015,-0.06,0.033
 TimesFM-2.5,TimesFM-2.5,0.5,0.5,0.5,0.0,0.0,0.0
 TimesFM-2.5,TiRex,0.521,0.312,0.708,0.009,-0.041,0.061
 TimesFM-2.5,FlowState,0.646,0.458,0.833,-0.0,-0.105,0.092
@@ -132,7 +150,6 @@ TimesFM-2.5,TabPFN-TS-3,0.667,0.458,0.833,-0.001,-0.121,0.082
 TimesFM-2.5,Moirai-2.0,0.812,0.646,0.958,0.042,-0.014,0.094
 TimesFM-2.5,PatchTST,0.792,0.625,0.917,0.088,-0.026,0.185
 TimesFM-2.5,TFT,0.792,0.625,0.958,0.099,0.033,0.16
-TimesFM-2.5,TabPFN-TS,0.792,0.625,0.958,0.114,0.04,0.187
 TimesFM-2.5,Chronos-Bolt,0.896,0.75,1.0,0.127,0.078,0.178
 TimesFM-2.5,Seasonal Naive,1.0,1.0,1.0,0.569,0.475,0.66
 TiRex,Toto-2.0-1B,0.0,0.0,0.0,-0.154,-0.249,-0.091
@@ -142,6 +159,7 @@ TiRex,Toto-2.0-22m,0.125,0.0,0.25,-0.1,-0.165,-0.05
 TiRex,Chronos-2,0.042,0.0,0.125,-0.103,-0.226,-0.036
 TiRex,Toto-1.0,0.271,0.104,0.458,-0.039,-0.073,-0.006
 TiRex,Toto-2.0-4m,0.292,0.125,0.5,-0.025,-0.064,0.019
+TiRex,TiRex-2,0.333,0.167,0.542,-0.024,-0.045,-0.005
 TiRex,TimesFM-2.5,0.479,0.292,0.688,-0.009,-0.065,0.04
 TiRex,TiRex,0.5,0.5,0.5,0.0,0.0,0.0
 TiRex,FlowState,0.604,0.417,0.792,-0.01,-0.156,0.1
@@ -149,7 +167,6 @@ TiRex,TabPFN-TS-3,0.708,0.5,0.875,-0.01,-0.178,0.095
 TiRex,Moirai-2.0,0.812,0.646,0.958,0.033,0.003,0.064
 TiRex,PatchTST,0.875,0.75,1.0,0.08,-0.08,0.206
 TiRex,TFT,0.833,0.667,0.958,0.091,0.018,0.161
-TiRex,TabPFN-TS,0.75,0.542,0.917,0.106,0.02,0.183
 TiRex,Chronos-Bolt,0.896,0.771,1.0,0.119,0.072,0.172
 TiRex,Seasonal Naive,1.0,1.0,1.0,0.565,0.466,0.651
 FlowState,Toto-2.0-1B,0.125,0.0,0.25,-0.143,-0.262,-0.048
@@ -159,6 +176,7 @@ FlowState,Toto-2.0-22m,0.125,0.0,0.25,-0.09,-0.211,0.017
 FlowState,Chronos-2,0.25,0.083,0.417,-0.093,-0.189,-0.025
 FlowState,Toto-1.0,0.312,0.125,0.5,-0.029,-0.152,0.092
 FlowState,Toto-2.0-4m,0.292,0.125,0.5,-0.016,-0.14,0.107
+FlowState,TiRex-2,0.333,0.125,0.501,-0.014,-0.141,0.114
 FlowState,TimesFM-2.5,0.354,0.167,0.542,0.0,-0.101,0.095
 FlowState,TiRex,0.396,0.208,0.583,0.01,-0.112,0.135
 FlowState,FlowState,0.5,0.5,0.5,0.0,0.0,0.0
@@ -166,7 +184,6 @@ FlowState,TabPFN-TS-3,0.542,0.333,0.75,-0.0,-0.106,0.08
 FlowState,Moirai-2.0,0.562,0.375,0.75,0.042,-0.064,0.16
 FlowState,PatchTST,0.625,0.417,0.792,0.088,-0.028,0.191
 FlowState,TFT,0.625,0.417,0.792,0.099,-0.041,0.22
-FlowState,TabPFN-TS,0.667,0.458,0.833,0.114,-0.018,0.219
 FlowState,Chronos-Bolt,0.812,0.646,0.958,0.128,0.039,0.23
 FlowState,Seasonal Naive,1.0,1.0,1.0,0.57,0.476,0.66
 TabPFN-TS-3,Toto-2.0-1B,0.083,0.0,0.208,-0.143,-0.251,-0.044
@@ -176,6 +193,7 @@ TabPFN-TS-3,Toto-2.0-22m,0.125,0.0,0.292,-0.09,-0.189,0.02
 TabPFN-TS-3,Chronos-2,0.167,0.042,0.333,-0.092,-0.168,-0.02
 TabPFN-TS-3,Toto-1.0,0.208,0.042,0.375,-0.028,-0.13,0.099
 TabPFN-TS-3,Toto-2.0-4m,0.208,0.042,0.375,-0.015,-0.109,0.105
+TabPFN-TS-3,TiRex-2,0.25,0.083,0.418,-0.014,-0.133,0.129
 TabPFN-TS-3,TimesFM-2.5,0.333,0.167,0.542,0.001,-0.089,0.108
 TabPFN-TS-3,TiRex,0.292,0.125,0.5,0.01,-0.105,0.151
 TabPFN-TS-3,FlowState,0.458,0.25,0.667,0.0,-0.087,0.096
@@ -183,7 +201,6 @@ TabPFN-TS-3,TabPFN-TS-3,0.5,0.5,0.5,0.0,0.0,0.0
 TabPFN-TS-3,Moirai-2.0,0.583,0.375,0.792,0.042,-0.075,0.177
 TabPFN-TS-3,PatchTST,0.625,0.417,0.793,0.089,-0.001,0.175
 TabPFN-TS-3,TFT,0.708,0.5,0.875,0.099,-0.012,0.228
-TabPFN-TS-3,TabPFN-TS,0.75,0.583,0.917,0.114,0.019,0.209
 TabPFN-TS-3,Chronos-Bolt,0.833,0.667,0.958,0.128,0.022,0.246
 TabPFN-TS-3,Seasonal Naive,1.0,1.0,1.0,0.57,0.462,0.674
 Moirai-2.0,Toto-2.0-1B,0.042,0.0,0.125,-0.193,-0.292,-0.126
@@ -193,6 +210,7 @@ Moirai-2.0,Toto-2.0-22m,0.083,0.0,0.208,-0.137,-0.204,-0.079
 Moirai-2.0,Chronos-2,0.042,0.0,0.125,-0.14,-0.27,-0.061
 Moirai-2.0,Toto-1.0,0.188,0.042,0.333,-0.074,-0.12,-0.03
 Moirai-2.0,Toto-2.0-4m,0.167,0.042,0.333,-0.06,-0.113,-0.006
+Moirai-2.0,TiRex-2,0.083,0.0,0.208,-0.059,-0.094,-0.026
 Moirai-2.0,TimesFM-2.5,0.188,0.042,0.354,-0.043,-0.104,0.014
 Moirai-2.0,TiRex,0.188,0.042,0.354,-0.034,-0.068,-0.003
 Moirai-2.0,FlowState,0.438,0.25,0.625,-0.044,-0.19,0.06
@@ -200,7 +218,6 @@ Moirai-2.0,TabPFN-TS-3,0.417,0.208,0.625,-0.044,-0.215,0.07
 Moirai-2.0,Moirai-2.0,0.5,0.5,0.5,0.0,0.0,0.0
 Moirai-2.0,PatchTST,0.542,0.333,0.708,0.049,-0.126,0.176
 Moirai-2.0,TFT,0.667,0.458,0.875,0.06,-0.016,0.14
-Moirai-2.0,TabPFN-TS,0.583,0.375,0.792,0.075,-0.014,0.158
 Moirai-2.0,Chronos-Bolt,0.875,0.792,0.958,0.09,0.044,0.153
 Moirai-2.0,Seasonal Naive,1.0,1.0,1.0,0.551,0.451,0.641
 PatchTST,Toto-2.0-1B,0.042,0.0,0.125,-0.254,-0.416,-0.116
@@ -210,6 +227,7 @@ PatchTST,Toto-2.0-22m,0.083,0.0,0.208,-0.195,-0.354,-0.045
 PatchTST,Chronos-2,0.167,0.042,0.333,-0.198,-0.346,-0.08
 PatchTST,Toto-1.0,0.125,0.0,0.292,-0.128,-0.302,0.031
 PatchTST,Toto-2.0-4m,0.083,0.0,0.208,-0.114,-0.289,0.039
+PatchTST,TiRex-2,0.083,0.0,0.208,-0.113,-0.281,0.054
 PatchTST,TimesFM-2.5,0.208,0.083,0.375,-0.097,-0.227,0.026
 PatchTST,TiRex,0.125,0.0,0.25,-0.086,-0.259,0.074
 PatchTST,FlowState,0.375,0.208,0.583,-0.097,-0.236,0.027
@@ -217,7 +235,6 @@ PatchTST,TabPFN-TS-3,0.375,0.207,0.583,-0.097,-0.212,0.001
 PatchTST,Moirai-2.0,0.458,0.292,0.667,-0.051,-0.214,0.112
 PatchTST,PatchTST,0.5,0.5,0.5,0.0,0.0,0.0
 PatchTST,TFT,0.5,0.292,0.708,0.012,-0.109,0.134
-PatchTST,TabPFN-TS,0.667,0.499,0.833,0.028,-0.085,0.141
 PatchTST,Chronos-Bolt,0.667,0.5,0.833,0.043,-0.083,0.177
 PatchTST,Seasonal Naive,0.958,0.875,1.0,0.528,0.408,0.643
 TFT,Toto-2.0-1B,0.042,0.0,0.125,-0.269,-0.396,-0.17
@@ -227,6 +244,7 @@ TFT,Toto-2.0-22m,0.042,0.0,0.125,-0.21,-0.303,-0.129
 TFT,Chronos-2,0.083,0.0,0.208,-0.213,-0.359,-0.104
 TFT,Toto-1.0,0.167,0.042,0.333,-0.142,-0.23,-0.066
 TFT,Toto-2.0-4m,0.125,0.0,0.292,-0.127,-0.212,-0.052
+TFT,TiRex-2,0.125,0.0,0.292,-0.126,-0.214,-0.052
 TFT,TimesFM-2.5,0.208,0.042,0.375,-0.11,-0.19,-0.034
 TFT,TiRex,0.167,0.042,0.333,-0.1,-0.192,-0.018
 TFT,FlowState,0.375,0.208,0.583,-0.11,-0.282,0.039
@@ -234,26 +252,8 @@ TFT,TabPFN-TS-3,0.292,0.125,0.5,-0.11,-0.295,0.012
 TFT,Moirai-2.0,0.333,0.125,0.542,-0.064,-0.163,0.016
 TFT,PatchTST,0.5,0.292,0.708,-0.012,-0.154,0.099
 TFT,TFT,0.5,0.5,0.5,0.0,0.0,0.0
-TFT,TabPFN-TS,0.583,0.375,0.751,0.016,-0.083,0.105
 TFT,Chronos-Bolt,0.583,0.375,0.792,0.032,-0.042,0.104
 TFT,Seasonal Naive,0.958,0.875,1.0,0.522,0.416,0.617
-TabPFN-TS,Toto-2.0-1B,0.0,0.0,0.0,-0.29,-0.396,-0.202
-TabPFN-TS,Toto-2.0-2.5B,0.0,0.0,0.0,-0.285,-0.39,-0.2
-TabPFN-TS,Toto-2.0-313m,0.0,0.0,0.0,-0.278,-0.377,-0.199
-TabPFN-TS,Toto-2.0-22m,0.083,0.0,0.208,-0.23,-0.325,-0.15
-TabPFN-TS,Chronos-2,0.0,0.0,0.0,-0.233,-0.353,-0.139
-TabPFN-TS,Toto-1.0,0.125,0.0,0.25,-0.161,-0.266,-0.072
-TabPFN-TS,Toto-2.0-4m,0.208,0.042,0.375,-0.146,-0.261,-0.055
-TabPFN-TS,TimesFM-2.5,0.208,0.042,0.375,-0.128,-0.229,-0.042
-TabPFN-TS,TiRex,0.25,0.083,0.458,-0.118,-0.224,-0.02
-TabPFN-TS,FlowState,0.333,0.167,0.542,-0.129,-0.281,0.018
-TabPFN-TS,TabPFN-TS-3,0.25,0.083,0.417,-0.129,-0.264,-0.019
-TabPFN-TS,Moirai-2.0,0.417,0.208,0.625,-0.081,-0.188,0.014
-TabPFN-TS,PatchTST,0.333,0.167,0.501,-0.029,-0.164,0.078
-TabPFN-TS,TFT,0.417,0.249,0.625,-0.017,-0.118,0.077
-TabPFN-TS,TabPFN-TS,0.5,0.5,0.5,0.0,0.0,0.0
-TabPFN-TS,Chronos-Bolt,0.458,0.25,0.667,0.015,-0.083,0.104
-TabPFN-TS,Seasonal Naive,1.0,1.0,1.0,0.514,0.4,0.621
 Chronos-Bolt,Toto-2.0-1B,0.0,0.0,0.0,-0.311,-0.426,-0.221
 Chronos-Bolt,Toto-2.0-2.5B,0.0,0.0,0.0,-0.306,-0.432,-0.212
 Chronos-Bolt,Toto-2.0-313m,0.0,0.0,0.0,-0.298,-0.4,-0.216
@@ -261,6 +261,7 @@ Chronos-Bolt,Toto-2.0-22m,0.042,0.0,0.125,-0.249,-0.34,-0.174
 Chronos-Bolt,Chronos-2,0.0,0.0,0.0,-0.252,-0.4,-0.15
 Chronos-Bolt,Toto-1.0,0.104,0.0,0.23,-0.179,-0.264,-0.11
 Chronos-Bolt,Toto-2.0-4m,0.083,0.0,0.208,-0.164,-0.25,-0.091
+Chronos-Bolt,TiRex-2,0.042,0.0,0.125,-0.163,-0.237,-0.102
 Chronos-Bolt,TimesFM-2.5,0.104,0.0,0.25,-0.146,-0.216,-0.084
 Chronos-Bolt,TiRex,0.104,0.0,0.229,-0.135,-0.208,-0.077
 Chronos-Bolt,FlowState,0.188,0.042,0.354,-0.146,-0.298,-0.04
@@ -268,7 +269,6 @@ Chronos-Bolt,TabPFN-TS-3,0.167,0.042,0.333,-0.147,-0.327,-0.023
 Chronos-Bolt,Moirai-2.0,0.125,0.042,0.208,-0.098,-0.181,-0.046
 Chronos-Bolt,PatchTST,0.333,0.167,0.5,-0.045,-0.214,0.076
 Chronos-Bolt,TFT,0.417,0.208,0.625,-0.033,-0.116,0.041
-Chronos-Bolt,TabPFN-TS,0.542,0.333,0.75,-0.016,-0.116,0.077
 Chronos-Bolt,Chronos-Bolt,0.5,0.5,0.5,0.0,0.0,0.0
 Chronos-Bolt,Seasonal Naive,1.0,1.0,1.0,0.507,0.401,0.604
 Seasonal Naive,Toto-2.0-1B,0.0,0.0,0.0,-1.656,-2.361,-1.16
@@ -278,6 +278,7 @@ Seasonal Naive,Toto-2.0-22m,0.0,0.0,0.0,-1.532,-2.216,-1.054
 Seasonal Naive,Chronos-2,0.0,0.0,0.0,-1.538,-2.236,-1.07
 Seasonal Naive,Toto-1.0,0.0,0.0,0.0,-1.39,-2.004,-0.94
 Seasonal Naive,Toto-2.0-4m,0.0,0.0,0.0,-1.36,-1.972,-0.914
+Seasonal Naive,TiRex-2,0.0,0.0,0.0,-1.357,-1.967,-0.912
 Seasonal Naive,TimesFM-2.5,0.0,0.0,0.0,-1.323,-1.938,-0.904
 Seasonal Naive,TiRex,0.0,0.0,0.0,-1.301,-1.867,-0.874
 Seasonal Naive,FlowState,0.0,0.0,0.0,-1.323,-1.938,-0.909
@@ -285,6 +286,5 @@ Seasonal Naive,TabPFN-TS-3,0.0,0.0,0.0,-1.324,-2.072,-0.858
 Seasonal Naive,Moirai-2.0,0.0,0.0,0.0,-1.226,-1.784,-0.822
 Seasonal Naive,PatchTST,0.042,0.0,0.125,-1.118,-1.802,-0.69
 Seasonal Naive,TFT,0.042,0.0,0.125,-1.093,-1.61,-0.713
-Seasonal Naive,TabPFN-TS,0.0,0.0,0.0,-1.058,-1.641,-0.667
 Seasonal Naive,Chronos-Bolt,0.0,0.0,0.0,-1.027,-1.526,-0.668
 Seasonal Naive,Seasonal Naive,0.5,0.5,0.5,0.0,0.0,0.0
diff --git a/tables/frequency_weekly/leaderboard_MASE.csv b/tables/frequency_weekly/leaderboard_MASE.csv
index 257a00b6e3c00b0d1804991899d4103310c6bfe7..f3b91b5de42b621a497f6bfc7349098a0417a0b7 100644
--- a/tables/frequency_weekly/leaderboard_MASE.csv
+++ b/tables/frequency_weekly/leaderboard_MASE.csv
@@ -1,28 +1,29 @@
 model_name,win_rate,skill_score,median_training_time_s_per100,median_inference_time_s_per100,training_corpus_overlap,num_failures
-Chronos-2,82.12669683257919,31.481794532616647,0.0,0.3335885247615804,0.0,0.0
-FlowState,75.11312217194572,26.888347680019187,0.0,0.6791522460784314,0.0,0.0
-TimesFM-2.5,74.20814479638011,26.529000829572613,0.0,0.21114962999999998,0.11764705882352941,0.0
-TabPFN-TS-3,70.13574660633485,29.02842238953067,0.0,207.1012209109704,0.0,0.0
-TiRex,69.00452488687783,26.2613718955641,0.0,0.1372293080392157,0.0,0.0
-TabPFN-TS,68.09954751131222,31.327236702620056,0.0,53.93700547485116,0.0,0.0
-Toto-2.0-2.5B,64.70588235294117,23.254765824716216,0.0,5.83324835857143,0.0,0.0
-Toto-2.0-1B,64.25339366515837,22.984208182264997,0.0,2.421286794117647,0.0,0.0
-Toto-2.0-313m,62.66968325791855,22.637076808066325,0.0,1.0526592295833332,0.0,0.0
-Toto-2.0-22m,62.217194570135746,22.328859024649184,0.0,0.22620109156862742,0.0,0.0
-Chronos-Bolt,57.692307692307686,24.789294465195354,0.0,0.12552677156862746,0.0,0.0
-Moirai-2.0,51.131221719457024,22.50810792219715,0.0,0.2264706033333333,0.11764705882352941,0.0
-Toto-2.0-4m,50.000000000000014,22.08813691407505,0.0,0.17278278019607843,0.0,0.0
-CatBoost,49.5475113122172,19.060503607694656,7.425169413750001,0.0345105243220339,0.0,0.0
-LightGBM,48.41628959276018,19.424419840917306,0.25864546244670383,0.028219497457627123,0.0,0.0
-Toto-1.0,47.73755656108598,20.323639513575344,0.0,5.430547442486061,0.0,0.0
-Stat. Ensemble,47.511312217194565,15.365349853640797,0.0,26.516437665338984,0.0,0.0
-Sundial-Base,40.723981900452486,19.73153058692736,0.0,7.870155007102804,0.0,0.0
-AutoETS,40.497737556561084,11.575817377996056,0.0,0.4592729738983051,0.0,0.0
-TFT,34.84162895927601,11.478442698254343,191.6963338890511,0.1497769706240487,0.0,0.0
-PatchTST,32.80542986425339,9.328552794565127,108.83663356934305,0.18933264557220708,0.0,0.0
-AutoTheta,31.447963800904976,7.8038443922430645,0.0,0.6642809920338983,0.0,0.0
-AutoARIMA,30.542986425339365,3.6737220568101803,0.0,3.3903949554211525,0.0,0.0
-Seasonal Naive,28.054298642533944,0.0,0.0,0.2615536627737226,0.0,0.0
-Naive,28.054298642533936,0.0,0.0,0.277928699270073,0.0,0.0
-DeepAR,20.361990950226243,6.623132074170468,122.92824444355932,0.32974861398999994,0.0,0.0
-Drift,18.099547511312217,-1.4487951659928555,0.0,0.2592828416058394,0.0,0.0
+Chronos-2,80.82788671023965,31.481794532616647,0.0,0.3335885247615804,0.0,0.0
+FlowState,74.29193899782136,26.888347680019187,0.0,0.6791522460784314,0.0,0.0
+TiRex-2,74.07407407407409,29.30238904127842,0.0,0.35149025861755945,0.0,0.0
+TimesFM-2.5,73.63834422657953,26.529000829572613,0.0,0.21114962999999998,0.11764705882352941,0.0
+TabPFN-TS-3,69.49891067538128,29.02842238953067,0.0,207.1012209109704,0.0,0.0
+TiRex,67.75599128540306,26.2613718955641,0.0,0.1372293080392157,0.0,0.0
+TabPFN-TS,67.32026143790851,31.327236702620056,0.0,53.93700547485116,0.0,0.0
+Toto-2.0-2.5B,64.05228758169935,23.254765824716216,0.0,5.83324835857143,0.0,0.0
+Toto-2.0-1B,63.616557734204804,22.984208182264997,0.0,2.421286794117647,0.0,0.0
+Toto-2.0-313m,61.87363834422658,22.637076808066325,0.0,1.0526592295833332,0.0,0.0
+Toto-2.0-22m,61.00217864923748,22.328859024649184,0.0,0.22620109156862742,0.0,0.0
+Chronos-Bolt,56.42701525054466,24.789294465195354,0.0,0.12552677156862746,0.0,0.0
+Moirai-2.0,49.67320261437909,22.50810792219715,0.0,0.2264706033333333,0.11764705882352941,0.0
+CatBoost,49.019607843137265,19.060503607694656,7.425169413750001,0.0345105243220339,0.0,0.0
+Toto-2.0-4m,48.36601307189542,22.08813691407505,0.0,0.17278278019607843,0.0,0.0
+LightGBM,47.930283224400874,19.424419840917306,0.25864546244670383,0.028219497457627123,0.0,0.0
+Toto-1.0,46.40522875816994,20.323639513575344,0.0,5.430547442486061,0.0,0.0
+Stat. Ensemble,46.40522875816993,15.365349853640797,0.0,26.516437665338984,0.0,0.0
+Sundial-Base,40.087145969498906,19.73153058692736,0.0,7.870155007102804,0.0,0.0
+AutoETS,39.869281045751634,11.575817377996056,0.0,0.4592729738983051,0.0,0.0
+TFT,33.986928104575156,11.478442698254343,191.6963338890511,0.1497769706240487,0.0,0.0
+PatchTST,31.80827886710239,9.328552794565127,108.83663356934305,0.18933264557220708,0.0,0.0
+AutoTheta,30.28322440087146,7.8038443922430645,0.0,0.6642809920338983,0.0,0.0
+AutoARIMA,29.629629629629626,3.6737220568101803,0.0,3.3903949554211525,0.0,0.0
+Naive,27.450980392156865,0.0,0.0,0.277928699270073,0.0,0.0
+Seasonal Naive,27.450980392156865,0.0,0.0,0.2615536627737226,0.0,0.0
+DeepAR,19.6078431372549,6.623132074170468,122.92824444355932,0.32974861398999994,0.0,0.0
+Drift,17.647058823529413,-1.4487951659928555,0.0,0.2592828416058394,0.0,0.0
diff --git a/tables/frequency_weekly/leaderboard_SQL.csv b/tables/frequency_weekly/leaderboard_SQL.csv
index 2c5713b70f02752c0db25a9512d3222bf6c316de..a6857a850ac5a0f25311c1f4ccffe5190feec297 100644
--- a/tables/frequency_weekly/leaderboard_SQL.csv
+++ b/tables/frequency_weekly/leaderboard_SQL.csv
@@ -1,28 +1,29 @@
 model_name,win_rate,skill_score,median_training_time_s_per100,median_inference_time_s_per100,training_corpus_overlap,num_failures
-Chronos-2,88.46153846153845,43.084958270862664,0.0,0.3335885247615804,0.0,0.0
-TimesFM-2.5,80.76923076923079,39.405460726883256,0.0,0.21114962999999998,0.11764705882352941,0.0
-TiRex,76.47058823529413,38.664211906090074,0.0,0.1372293080392157,0.0,0.0
-FlowState,75.79185520361992,38.52365982502688,0.0,0.6791522460784314,0.0,0.0
-TabPFN-TS,73.5294117647059,42.35612034793553,0.0,53.93700547485116,0.0,0.0
-TabPFN-TS-3,72.17194570135749,41.160694873508554,0.0,207.1012209109704,0.0,0.0
-Toto-2.0-313m,68.09954751131222,36.05068561273137,0.0,1.0526592295833332,0.0,0.0
-Toto-2.0-2.5B,67.42081447963801,35.32909998910938,0.0,5.83324835857143,0.0,0.0
-Toto-2.0-1B,66.7420814479638,35.636340061546576,0.0,2.421286794117647,0.0,0.0
-Chronos-Bolt,65.61085972850678,37.895505694084896,0.0,0.12552677156862746,0.0,0.0
-Toto-2.0-22m,63.12217194570135,35.349544776717664,0.0,0.22620109156862742,0.0,0.0
-Moirai-2.0,57.2398190045249,34.96939098084367,0.0,0.2264706033333333,0.11764705882352941,0.0
-Toto-1.0,56.56108597285069,33.821929615033476,0.0,5.430547442486061,0.0,0.0
-Toto-2.0-4m,54.97737556561086,34.85996673088817,0.0,0.17278278019607843,0.0,0.0
-Stat. Ensemble,46.832579185520366,26.73938300302533,0.0,26.516437665338984,0.0,0.0
-TFT,39.59276018099548,22.621784862461645,191.6963338890511,0.1497769706240487,0.0,0.0
-AutoETS,39.366515837104075,-34.43610797176,0.0,0.4592729738983051,0.0,0.0
-AutoARIMA,37.33031674208146,17.16572553901449,0.0,3.3903949554211525,0.0,0.0
-Sundial-Base,36.87782805429863,28.136628738197324,0.0,7.870155007102804,0.0,0.0
-CatBoost,30.316742081447966,17.267343579809324,7.425169413750001,0.0345105243220339,0.0,0.0
-PatchTST,29.638009049773757,19.019958490681464,108.83663356934305,0.18933264557220708,0.0,0.0
-AutoTheta,28.054298642533936,18.59747321381262,0.0,0.6642809920338983,0.0,0.0
-LightGBM,27.375565610859727,17.63932213207273,0.25864546244670383,0.028219497457627123,0.0,0.0
-DeepAR,23.981900452488688,17.55615896535253,122.92824444355932,0.32974861398999994,0.0,0.0
-Naive,16.628959276018097,0.0,0.0,0.277928699270073,0.0,0.0
-Seasonal Naive,16.628959276018097,0.0,0.0,0.2615536627737226,0.0,0.0
-Drift,10.407239819004523,-0.4347989849139422,0.0,0.2592828416058394,0.0,0.0
+Chronos-2,86.9281045751634,43.084958270862664,0.0,0.3335885247615804,0.0,0.0
+TimesFM-2.5,79.73856209150327,39.405460726883256,0.0,0.21114962999999998,0.11764705882352941,0.0
+TiRex-2,78.43137254901961,41.299866988194935,0.0,0.35149025861755945,0.0,0.0
+TiRex,74.94553376906319,38.664211906090074,0.0,0.1372293080392157,0.0,0.0
+FlowState,74.72766884531592,38.52365982502688,0.0,0.6791522460784314,0.0,0.0
+TabPFN-TS,72.54901960784316,42.35612034793553,0.0,53.93700547485116,0.0,0.0
+TabPFN-TS-3,70.80610021786494,41.160694873508554,0.0,207.1012209109704,0.0,0.0
+Toto-2.0-313m,67.32026143790848,36.05068561273137,0.0,1.0526592295833332,0.0,0.0
+Toto-2.0-2.5B,67.10239651416123,35.32909998910938,0.0,5.83324835857143,0.0,0.0
+Toto-2.0-1B,65.79520697167757,35.636340061546576,0.0,2.421286794117647,0.0,0.0
+Chronos-Bolt,64.05228758169935,37.895505694084896,0.0,0.12552677156862746,0.0,0.0
+Toto-2.0-22m,61.655773420479306,35.349544776717664,0.0,0.22620109156862742,0.0,0.0
+Moirai-2.0,55.55555555555556,34.96939098084367,0.0,0.2264706033333333,0.11764705882352941,0.0
+Toto-1.0,55.11982570806102,33.821929615033476,0.0,5.430547442486061,0.0,0.0
+Toto-2.0-4m,53.15904139433552,34.85996673088817,0.0,0.17278278019607843,0.0,0.0
+Stat. Ensemble,45.969498910675384,26.73938300302533,0.0,26.516437665338984,0.0,0.0
+AutoETS,38.77995642701525,-34.43610797176,0.0,0.4592729738983051,0.0,0.0
+TFT,38.56209150326797,22.621784862461645,191.6963338890511,0.1497769706240487,0.0,0.0
+AutoARIMA,36.38344226579521,17.16572553901449,0.0,3.3903949554211525,0.0,0.0
+Sundial-Base,35.94771241830064,28.136628738197324,0.0,7.870155007102804,0.0,0.0
+CatBoost,29.19389978213508,17.267343579809324,7.425169413750001,0.0345105243220339,0.0,0.0
+PatchTST,28.540305010893242,19.019958490681464,108.83663356934305,0.18933264557220708,0.0,0.0
+AutoTheta,27.233115468409586,18.59747321381262,0.0,0.6642809920338983,0.0,0.0
+LightGBM,26.361655773420484,17.63932213207273,0.25864546244670383,0.028219497457627123,0.0,0.0
+DeepAR,23.093681917211324,17.55615896535253,122.92824444355932,0.32974861398999994,0.0,0.0
+Naive,16.013071895424833,0.0,0.0,0.277928699270073,0.0,0.0
+Seasonal Naive,16.013071895424833,0.0,0.0,0.2615536627737226,0.0,0.0
+Drift,10.021786492374726,-0.4347989849139422,0.0,0.2592828416058394,0.0,0.0
diff --git a/tables/frequency_weekly/leaderboard_WAPE.csv b/tables/frequency_weekly/leaderboard_WAPE.csv
index 00f1e56c21b4d07576149312fdeabcab33586d73..9a4c62ab5b9bdc9fa029dbead2a23bce7d58c7e5 100644
--- a/tables/frequency_weekly/leaderboard_WAPE.csv
+++ b/tables/frequency_weekly/leaderboard_WAPE.csv
@@ -1,28 +1,29 @@
 model_name,win_rate,skill_score,median_training_time_s_per100,median_inference_time_s_per100,training_corpus_overlap,num_failures
-Chronos-2,77.37556561085974,33.03316692519685,0.0,0.3335885247615804,0.0,0.0
-TabPFN-TS-3,72.8506787330317,32.32308539844251,0.0,207.1012209109704,0.0,0.0
-TabPFN-TS,71.71945701357468,33.438886395349634,0.0,53.93700547485116,0.0,0.0
-FlowState,71.49321266968326,29.344351413797543,0.0,0.6791522460784314,0.0,0.0
-TimesFM-2.5,70.36199095022624,27.337794703817952,0.0,0.21114962999999998,0.11764705882352941,0.0
-TiRex,68.32579185520362,27.268322990213434,0.0,0.1372293080392157,0.0,0.0
-Toto-2.0-2.5B,67.42081447963801,23.819769303955763,0.0,5.83324835857143,0.0,0.0
-Toto-2.0-1B,67.420814479638,23.233386381595977,0.0,2.421286794117647,0.0,0.0
-Toto-2.0-313m,63.57466063348416,22.905821520524828,0.0,1.0526592295833332,0.0,0.0
-Toto-2.0-22m,61.31221719457014,22.397407154652036,0.0,0.22620109156862742,0.0,0.0
-Chronos-Bolt,57.01357466063348,25.511572546660254,0.0,0.12552677156862746,0.0,0.0
-Toto-1.0,49.773755656108605,20.497180048122175,0.0,5.430547442486061,0.0,0.0
-Stat. Ensemble,49.547511312217196,15.743427255370591,0.0,26.516437665338984,0.0,0.0
-LightGBM,48.64253393665159,21.04711295786791,0.25864546244670383,0.028219497457627123,0.0,0.0
-CatBoost,48.41628959276018,18.79828207637473,7.425169413750001,0.0345105243220339,0.0,0.0
-Moirai-2.0,48.41628959276017,22.905411310963697,0.0,0.2264706033333333,0.11764705882352941,0.0
-Toto-2.0-4m,44.11764705882353,20.1359458252089,0.0,0.17278278019607843,0.0,0.0
-AutoETS,42.533936651583716,10.43217176176322,0.0,0.4592729738983051,0.0,0.0
-Sundial-Base,40.04524886877828,19.87985257056947,0.0,7.870155007102804,0.0,0.0
-TFT,36.19909502262445,11.954978540056816,191.6963338890511,0.1497769706240487,0.0,0.0
-AutoARIMA,34.1628959276018,7.846798607353877,0.0,3.3903949554211525,0.0,0.0
-AutoTheta,33.03167420814479,8.270941698425682,0.0,0.6642809920338983,0.0,0.0
-PatchTST,30.542986425339365,8.876970964384812,108.83663356934305,0.18933264557220708,0.0,0.0
-Naive,25.791855203619914,0.0,0.0,0.277928699270073,0.0,0.0
-Seasonal Naive,25.791855203619914,0.0,0.0,0.2615536627737226,0.0,0.0
-DeepAR,22.850678733031668,7.573422520076656,122.92824444355932,0.32974861398999994,0.0,0.0
-Drift,21.266968325791854,-1.4181754344372743,0.0,0.2592828416058394,0.0,0.0
+Chronos-2,76.90631808278867,33.03316692519685,0.0,0.3335885247615804,0.0,0.0
+TabPFN-TS-3,72.54901960784316,32.32308539844251,0.0,207.1012209109704,0.0,0.0
+TabPFN-TS,71.02396514161221,33.438886395349634,0.0,53.93700547485116,0.0,0.0
+FlowState,70.80610021786494,29.344351413797543,0.0,0.6791522460784314,0.0,0.0
+TimesFM-2.5,69.93464052287584,27.337794703817952,0.0,0.21114962999999998,0.11764705882352941,0.0
+TiRex,67.97385620915034,27.268322990213434,0.0,0.1372293080392157,0.0,0.0
+TiRex-2,67.32026143790848,27.225822018524802,0.0,0.35149025861755945,0.0,0.0
+Toto-2.0-2.5B,67.10239651416123,23.819769303955763,0.0,5.83324835857143,0.0,0.0
+Toto-2.0-1B,66.88453159041394,23.233386381595977,0.0,2.421286794117647,0.0,0.0
+Toto-2.0-313m,63.18082788671023,22.905821520524828,0.0,1.0526592295833332,0.0,0.0
+Toto-2.0-22m,60.78431372549019,22.397407154652036,0.0,0.22620109156862742,0.0,0.0
+Chronos-Bolt,55.991285403050114,25.511572546660254,0.0,0.12552677156862746,0.0,0.0
+Toto-1.0,48.80174291938999,20.497180048122175,0.0,5.430547442486061,0.0,0.0
+Stat. Ensemble,48.5838779956427,15.743427255370591,0.0,26.516437665338984,0.0,0.0
+CatBoost,47.7124183006536,18.79828207637473,7.425169413750001,0.0345105243220339,0.0,0.0
+LightGBM,47.712418300653596,21.04711295786791,0.25864546244670383,0.028219497457627123,0.0,0.0
+Moirai-2.0,47.27668845315903,22.905411310963697,0.0,0.2264706033333333,0.11764705882352941,0.0
+Toto-2.0-4m,42.9193899782135,20.1359458252089,0.0,0.17278278019607843,0.0,0.0
+AutoETS,42.04793028322441,10.43217176176322,0.0,0.4592729738983051,0.0,0.0
+Sundial-Base,39.21568627450981,19.87985257056947,0.0,7.870155007102804,0.0,0.0
+TFT,35.72984749455338,11.954978540056816,191.6963338890511,0.1497769706240487,0.0,0.0
+AutoARIMA,33.5511982570806,7.846798607353877,0.0,3.3903949554211525,0.0,0.0
+AutoTheta,32.244008714596944,8.270941698425682,0.0,0.6642809920338983,0.0,0.0
+PatchTST,29.847494553376908,8.876970964384812,108.83663356934305,0.18933264557220708,0.0,0.0
+Naive,25.272331154684096,0.0,0.0,0.277928699270073,0.0,0.0
+Seasonal Naive,25.272331154684096,0.0,0.0,0.2615536627737226,0.0,0.0
+DeepAR,22.440087145969496,7.573422520076656,122.92824444355932,0.32974861398999994,0.0,0.0
+Drift,20.91503267973856,-1.4181754344372743,0.0,0.2592828416058394,0.0,0.0
diff --git a/tables/frequency_weekly/leaderboard_WQL.csv b/tables/frequency_weekly/leaderboard_WQL.csv
index 4911808a6b37c5d6d490498d092da4d7926ca87b..c48317ecf4023140ffeea6fd4e7c8f296b24f0fc 100644
--- a/tables/frequency_weekly/leaderboard_WQL.csv
+++ b/tables/frequency_weekly/leaderboard_WQL.csv
@@ -1,28 +1,29 @@
 model_name,win_rate,skill_score,median_training_time_s_per100,median_inference_time_s_per100,training_corpus_overlap,num_failures
-Chronos-2,85.74660633484163,46.95158936079286,0.0,0.3335885247615804,0.0,0.0
-TabPFN-TS-3,77.14932126696834,46.345857459827535,0.0,207.1012209109704,0.0,0.0
-TabPFN-TS,74.66063348416291,46.72017347554517,0.0,53.93700547485116,0.0,0.0
-FlowState,74.4343891402715,43.43301992727873,0.0,0.6791522460784314,0.0,0.0
-TimesFM-2.5,74.4343891402715,42.70528893148189,0.0,0.21114962999999998,0.11764705882352941,0.0
-TiRex,72.85067873303167,41.67846999298524,0.0,0.1372293080392157,0.0,0.0
-Toto-2.0-1B,69.68325791855204,39.285983729057214,0.0,2.421286794117647,0.0,0.0
-Toto-2.0-2.5B,68.32579185520362,39.13030672361548,0.0,5.83324835857143,0.0,0.0
-Toto-2.0-313m,67.42081447963801,39.001072214937274,0.0,1.0526592295833332,0.0,0.0
-Chronos-Bolt,66.289592760181,41.41815251527837,0.0,0.12552677156862746,0.0,0.0
-Toto-2.0-22m,65.15837104072398,38.49349413751175,0.0,0.22620109156862742,0.0,0.0
-Moirai-2.0,58.371040723981906,38.60017726853074,0.0,0.2264706033333333,0.11764705882352941,0.0
-Toto-1.0,57.6923076923077,37.1406752463905,0.0,5.430547442486061,0.0,0.0
-Toto-2.0-4m,50.45248868778279,36.392630928433256,0.0,0.17278278019607843,0.0,0.0
-Stat. Ensemble,46.153846153846146,28.908180959678987,0.0,26.516437665338984,0.0,0.0
-Sundial-Base,39.59276018099548,31.759173884046564,0.0,7.870155007102804,0.0,0.0
-TFT,38.46153846153847,25.177535871366572,191.6963338890511,0.1497769706240487,0.0,0.0
-AutoETS,37.55656108597286,-38.47401261888097,0.0,0.4592729738983051,0.0,0.0
-AutoARIMA,36.65158371040724,23.593149014732116,0.0,3.3903949554211525,0.0,0.0
-LightGBM,30.995475113122172,22.612749623523154,0.25864546244670383,0.028219497457627123,0.0,0.0
-CatBoost,30.316742081447966,20.408513143079997,7.425169413750001,0.0345105243220339,0.0,0.0
-AutoTheta,28.50678733031674,20.28922812580427,0.0,0.6642809920338983,0.0,0.0
-PatchTST,27.82805429864253,20.741160739642595,108.83663356934305,0.18933264557220708,0.0,0.0
-DeepAR,24.660633484162897,20.882679434165496,122.92824444355932,0.32974861398999994,0.0,0.0
-Naive,16.628959276018097,0.0,0.0,0.277928699270073,0.0,0.0
-Seasonal Naive,16.628959276018097,0.0,0.0,0.2615536627737226,0.0,0.0
-Drift,13.34841628959276,-0.2604826516168668,0.0,0.2592828416058394,0.0,0.0
+Chronos-2,85.18518518518519,46.95158936079286,0.0,0.3335885247615804,0.0,0.0
+TabPFN-TS-3,76.47058823529413,46.345857459827535,0.0,207.1012209109704,0.0,0.0
+TabPFN-TS,74.0740740740741,46.72017347554517,0.0,53.93700547485116,0.0,0.0
+FlowState,73.63834422657953,43.43301992727873,0.0,0.6791522460784314,0.0,0.0
+TimesFM-2.5,73.42047930283225,42.70528893148189,0.0,0.21114962999999998,0.11764705882352941,0.0
+TiRex,72.33115468409588,41.67846999298524,0.0,0.1372293080392157,0.0,0.0
+TiRex-2,70.37037037037037,42.48537652282024,0.0,0.35149025861755945,0.0,0.0
+Toto-2.0-1B,68.84531590413943,39.285983729057214,0.0,2.421286794117647,0.0,0.0
+Toto-2.0-2.5B,68.19172113289761,39.13030672361548,0.0,5.83324835857143,0.0,0.0
+Toto-2.0-313m,66.88453159041394,39.001072214937274,0.0,1.0526592295833332,0.0,0.0
+Chronos-Bolt,65.14161220043572,41.41815251527837,0.0,0.12552677156862746,0.0,0.0
+Toto-2.0-22m,64.27015250544662,38.49349413751175,0.0,0.22620109156862742,0.0,0.0
+Moirai-2.0,56.86274509803923,38.60017726853074,0.0,0.2264706033333333,0.11764705882352941,0.0
+Toto-1.0,56.42701525054468,37.1406752463905,0.0,5.430547442486061,0.0,0.0
+Toto-2.0-4m,49.01960784313725,36.392630928433256,0.0,0.17278278019607843,0.0,0.0
+Stat. Ensemble,45.53376906318082,28.908180959678987,0.0,26.516437665338984,0.0,0.0
+Sundial-Base,38.56209150326797,31.759173884046564,0.0,7.870155007102804,0.0,0.0
+TFT,37.47276688453158,25.177535871366572,191.6963338890511,0.1497769706240487,0.0,0.0
+AutoETS,37.25490196078432,-38.47401261888097,0.0,0.4592729738983051,0.0,0.0
+AutoARIMA,35.729847494553375,23.593149014732116,0.0,3.3903949554211525,0.0,0.0
+LightGBM,30.283224400871454,22.612749623523154,0.25864546244670383,0.028219497457627123,0.0,0.0
+CatBoost,29.629629629629626,20.408513143079997,7.425169413750001,0.0345105243220339,0.0,0.0
+AutoTheta,27.886710239651414,20.28922812580427,0.0,0.6642809920338983,0.0,0.0
+PatchTST,27.015250544662305,20.741160739642595,108.83663356934305,0.18933264557220708,0.0,0.0
+DeepAR,23.965141612200437,20.882679434165496,122.92824444355932,0.32974861398999994,0.0,0.0
+Naive,16.23093681917211,0.0,0.0,0.277928699270073,0.0,0.0
+Seasonal Naive,16.23093681917211,0.0,0.0,0.2615536627737226,0.0,0.0
+Drift,13.071895424836603,-0.2604826516168668,0.0,0.2592828416058394,0.0,0.0
diff --git a/tables/frequency_weekly/pairwise_MASE.csv b/tables/frequency_weekly/pairwise_MASE.csv
index 99d115209d5e0e203fe89ee218572f0adcd3bb34..5bba5f79809c2cd8bfcc7f6c0ee0a1d130622f7c 100644
--- a/tables/frequency_weekly/pairwise_MASE.csv
+++ b/tables/frequency_weekly/pairwise_MASE.csv
@@ -2,6 +2,7 @@ model_1,model_2,win_rate,win_rate_lower,win_rate_upper,skill_score,skill_score_l
 Chronos-2,Chronos-2,0.5,0.5,0.5,0.0,0.0,0.0
 Chronos-2,FlowState,0.706,0.471,0.882,0.063,-0.01,0.138
 Chronos-2,TimesFM-2.5,0.647,0.412,0.882,0.067,-0.014,0.151
+Chronos-2,TiRex-2,0.471,0.235,0.706,0.031,-0.02,0.088
 Chronos-2,TabPFN-TS-3,0.706,0.471,0.882,0.035,-0.013,0.084
 Chronos-2,TabPFN-TS,0.647,0.412,0.825,0.002,-0.06,0.068
 Chronos-2,TiRex,0.882,0.706,1.0,0.071,0.014,0.137
@@ -11,13 +12,13 @@ Chronos-2,Toto-2.0-313m,0.765,0.529,0.941,0.114,0.048,0.193
 Chronos-2,Toto-2.0-22m,0.882,0.706,1.0,0.118,0.059,0.184
 Chronos-2,CatBoost,0.647,0.412,0.882,0.153,0.033,0.263
 Chronos-2,Chronos-Bolt,0.882,0.706,1.0,0.089,0.026,0.157
-Chronos-2,LightGBM,0.647,0.412,0.882,0.15,0.036,0.251
 Chronos-2,Moirai-2.0,0.882,0.706,1.0,0.116,0.024,0.198
 Chronos-2,Toto-2.0-4m,0.882,0.706,1.0,0.121,0.054,0.197
 Chronos-2,Seasonal Naive,0.882,0.706,1.0,0.315,0.207,0.413
 FlowState,Chronos-2,0.294,0.118,0.529,-0.067,-0.16,0.01
 FlowState,FlowState,0.5,0.5,0.5,0.0,0.0,0.0
 FlowState,TimesFM-2.5,0.412,0.176,0.647,0.005,-0.031,0.04
+FlowState,TiRex-2,0.529,0.294,0.765,-0.034,-0.136,0.059
 FlowState,TabPFN-TS-3,0.529,0.294,0.765,-0.03,-0.147,0.061
 FlowState,TabPFN-TS,0.588,0.353,0.824,-0.065,-0.191,0.053
 FlowState,TiRex,0.765,0.588,0.941,0.009,-0.039,0.053
@@ -27,13 +28,13 @@ FlowState,Toto-2.0-313m,0.765,0.587,0.941,0.055,-0.001,0.108
 FlowState,Toto-2.0-22m,0.765,0.529,0.941,0.059,0.004,0.117
 FlowState,CatBoost,0.706,0.471,0.941,0.097,-0.022,0.216
 FlowState,Chronos-Bolt,0.765,0.588,0.941,0.028,-0.02,0.073
-FlowState,LightGBM,0.706,0.471,0.884,0.093,-0.019,0.204
 FlowState,Moirai-2.0,0.706,0.471,0.941,0.057,-0.015,0.135
 FlowState,Toto-2.0-4m,0.824,0.647,1.0,0.062,-0.009,0.132
 FlowState,Seasonal Naive,0.824,0.647,1.0,0.269,0.175,0.368
 TimesFM-2.5,Chronos-2,0.353,0.118,0.588,-0.072,-0.177,0.014
 TimesFM-2.5,FlowState,0.588,0.353,0.824,-0.005,-0.042,0.03
 TimesFM-2.5,TimesFM-2.5,0.5,0.5,0.5,0.0,0.0,0.0
+TimesFM-2.5,TiRex-2,0.588,0.353,0.824,-0.039,-0.138,0.044
 TimesFM-2.5,TabPFN-TS-3,0.588,0.353,0.824,-0.035,-0.159,0.05
 TimesFM-2.5,TabPFN-TS,0.529,0.294,0.765,-0.07,-0.208,0.041
 TimesFM-2.5,TiRex,0.647,0.412,0.882,0.004,-0.046,0.044
@@ -43,13 +44,29 @@ TimesFM-2.5,Toto-2.0-313m,0.824,0.647,1.0,0.05,0.015,0.089
 TimesFM-2.5,Toto-2.0-22m,0.647,0.412,0.882,0.054,0.013,0.102
 TimesFM-2.5,CatBoost,0.706,0.471,0.941,0.092,-0.018,0.194
 TimesFM-2.5,Chronos-Bolt,0.706,0.5,0.912,0.023,-0.016,0.059
-TimesFM-2.5,LightGBM,0.706,0.471,0.884,0.088,-0.016,0.183
 TimesFM-2.5,Moirai-2.0,0.706,0.528,0.882,0.052,-0.005,0.109
 TimesFM-2.5,Toto-2.0-4m,0.765,0.588,0.941,0.057,-0.008,0.117
 TimesFM-2.5,Seasonal Naive,0.882,0.706,1.0,0.265,0.17,0.36
+TiRex-2,Chronos-2,0.529,0.294,0.765,-0.032,-0.097,0.02
+TiRex-2,FlowState,0.471,0.235,0.706,0.033,-0.063,0.12
+TiRex-2,TimesFM-2.5,0.412,0.176,0.647,0.038,-0.046,0.121
+TiRex-2,TiRex-2,0.5,0.5,0.5,0.0,0.0,0.0
+TiRex-2,TabPFN-TS-3,0.471,0.235,0.706,0.004,-0.064,0.056
+TiRex-2,TabPFN-TS,0.529,0.294,0.765,-0.029,-0.108,0.044
+TiRex-2,TiRex,0.647,0.412,0.882,0.041,-0.021,0.114
+TiRex-2,Toto-2.0-2.5B,0.529,0.294,0.765,0.079,0.011,0.15
+TiRex-2,Toto-2.0-1B,0.529,0.294,0.765,0.082,0.009,0.152
+TiRex-2,Toto-2.0-313m,0.588,0.353,0.824,0.086,0.009,0.166
+TiRex-2,Toto-2.0-22m,0.706,0.471,0.882,0.09,0.027,0.155
+TiRex-2,CatBoost,0.647,0.412,0.882,0.127,0.031,0.212
+TiRex-2,Chronos-Bolt,0.765,0.529,0.941,0.06,-0.021,0.137
+TiRex-2,Moirai-2.0,0.882,0.706,1.0,0.088,0.03,0.158
+TiRex-2,Toto-2.0-4m,0.941,0.824,1.0,0.093,0.039,0.159
+TiRex-2,Seasonal Naive,0.882,0.706,1.0,0.293,0.185,0.393
 TabPFN-TS-3,Chronos-2,0.294,0.118,0.529,-0.036,-0.092,0.013
 TabPFN-TS-3,FlowState,0.471,0.235,0.706,0.029,-0.065,0.128
 TabPFN-TS-3,TimesFM-2.5,0.412,0.176,0.647,0.034,-0.053,0.137
+TabPFN-TS-3,TiRex-2,0.529,0.294,0.765,-0.004,-0.06,0.06
 TabPFN-TS-3,TabPFN-TS-3,0.5,0.5,0.5,0.0,0.0,0.0
 TabPFN-TS-3,TabPFN-TS,0.471,0.235,0.706,-0.033,-0.089,0.01
 TabPFN-TS-3,TiRex,0.529,0.294,0.765,0.038,-0.039,0.135
@@ -59,13 +76,13 @@ TabPFN-TS-3,Toto-2.0-313m,0.706,0.471,0.882,0.083,-0.005,0.178
 TabPFN-TS-3,Toto-2.0-22m,0.588,0.353,0.824,0.086,0.001,0.179
 TabPFN-TS-3,CatBoost,0.588,0.353,0.824,0.123,-0.019,0.253
 TabPFN-TS-3,Chronos-Bolt,0.706,0.471,0.882,0.056,-0.018,0.147
-TabPFN-TS-3,LightGBM,0.588,0.353,0.824,0.119,-0.014,0.237
 TabPFN-TS-3,Moirai-2.0,0.765,0.529,0.941,0.084,-0.014,0.191
 TabPFN-TS-3,Toto-2.0-4m,0.706,0.471,0.882,0.089,-0.004,0.191
 TabPFN-TS-3,Seasonal Naive,0.882,0.706,1.0,0.29,0.168,0.396
 TabPFN-TS,Chronos-2,0.353,0.175,0.588,-0.002,-0.074,0.056
 TabPFN-TS,FlowState,0.412,0.176,0.647,0.061,-0.056,0.16
 TabPFN-TS,TimesFM-2.5,0.471,0.235,0.706,0.065,-0.043,0.172
+TabPFN-TS,TiRex-2,0.471,0.235,0.706,0.029,-0.046,0.098
 TabPFN-TS,TabPFN-TS-3,0.529,0.294,0.765,0.032,-0.01,0.082
 TabPFN-TS,TabPFN-TS,0.5,0.5,0.5,0.0,0.0,0.0
 TabPFN-TS,TiRex,0.588,0.353,0.824,0.069,-0.018,0.161
@@ -75,13 +92,13 @@ TabPFN-TS,Toto-2.0-313m,0.529,0.294,0.765,0.112,-0.002,0.217
 TabPFN-TS,Toto-2.0-22m,0.647,0.412,0.882,0.116,0.007,0.216
 TabPFN-TS,CatBoost,0.647,0.412,0.882,0.152,0.014,0.275
 TabPFN-TS,Chronos-Bolt,0.706,0.471,0.882,0.087,-0.005,0.174
-TabPFN-TS,LightGBM,0.647,0.412,0.882,0.148,0.026,0.258
 TabPFN-TS,Moirai-2.0,0.706,0.471,0.941,0.114,0.006,0.219
 TabPFN-TS,Toto-2.0-4m,0.706,0.471,0.941,0.119,0.022,0.217
 TabPFN-TS,Seasonal Naive,0.882,0.706,1.0,0.313,0.175,0.425
 TiRex,Chronos-2,0.118,0.0,0.294,-0.076,-0.158,-0.014
 TiRex,FlowState,0.235,0.059,0.412,-0.009,-0.056,0.037
 TiRex,TimesFM-2.5,0.353,0.118,0.588,-0.004,-0.046,0.044
+TiRex,TiRex-2,0.353,0.118,0.588,-0.043,-0.129,0.021
 TiRex,TabPFN-TS-3,0.471,0.235,0.706,-0.039,-0.155,0.037
 TiRex,TabPFN-TS,0.412,0.176,0.647,-0.074,-0.191,0.018
 TiRex,TiRex,0.5,0.5,0.5,0.0,0.0,0.0
@@ -91,13 +108,13 @@ TiRex,Toto-2.0-313m,0.647,0.412,0.882,0.047,0.002,0.103
 TiRex,Toto-2.0-22m,0.706,0.471,0.882,0.051,0.013,0.09
 TiRex,CatBoost,0.588,0.353,0.824,0.089,-0.006,0.179
 TiRex,Chronos-Bolt,0.765,0.529,0.941,0.02,-0.019,0.053
-TiRex,LightGBM,0.647,0.412,0.882,0.085,0.002,0.165
 TiRex,Moirai-2.0,0.882,0.706,1.0,0.048,0.003,0.097
 TiRex,Toto-2.0-4m,0.765,0.588,0.941,0.054,0.019,0.088
 TiRex,Seasonal Naive,0.882,0.706,1.0,0.263,0.158,0.367
 Toto-2.0-2.5B,Chronos-2,0.176,0.0,0.353,-0.12,-0.216,-0.051
 Toto-2.0-2.5B,FlowState,0.235,0.059,0.471,-0.05,-0.123,0.016
 Toto-2.0-2.5B,TimesFM-2.5,0.294,0.059,0.529,-0.045,-0.113,0.004
+Toto-2.0-2.5B,TiRex-2,0.471,0.235,0.706,-0.086,-0.176,-0.011
 Toto-2.0-2.5B,TabPFN-TS-3,0.353,0.118,0.588,-0.081,-0.213,0.016
 Toto-2.0-2.5B,TabPFN-TS,0.412,0.176,0.647,-0.118,-0.266,0.012
 Toto-2.0-2.5B,TiRex,0.412,0.176,0.647,-0.041,-0.099,0.01
@@ -107,13 +124,13 @@ Toto-2.0-2.5B,Toto-2.0-313m,0.529,0.294,0.765,0.008,-0.023,0.039
 Toto-2.0-2.5B,Toto-2.0-22m,0.647,0.412,0.882,0.012,-0.009,0.031
 Toto-2.0-2.5B,CatBoost,0.588,0.353,0.824,0.052,-0.071,0.153
 Toto-2.0-2.5B,Chronos-Bolt,0.706,0.528,0.882,-0.02,-0.082,0.026
-Toto-2.0-2.5B,LightGBM,0.647,0.412,0.882,0.048,-0.067,0.146
 Toto-2.0-2.5B,Moirai-2.0,0.706,0.471,0.882,0.01,-0.071,0.071
 Toto-2.0-2.5B,Toto-2.0-4m,0.765,0.529,0.941,0.015,-0.033,0.053
 Toto-2.0-2.5B,Seasonal Naive,0.882,0.706,1.0,0.233,0.122,0.336
 Toto-2.0-1B,Chronos-2,0.176,0.0,0.353,-0.124,-0.225,-0.046
 Toto-2.0-1B,FlowState,0.235,0.059,0.412,-0.053,-0.125,0.013
 Toto-2.0-1B,TimesFM-2.5,0.235,0.059,0.412,-0.048,-0.107,0.003
+Toto-2.0-1B,TiRex-2,0.471,0.235,0.706,-0.089,-0.179,-0.01
 Toto-2.0-1B,TabPFN-TS-3,0.294,0.118,0.529,-0.085,-0.216,0.016
 Toto-2.0-1B,TabPFN-TS,0.412,0.176,0.647,-0.121,-0.277,0.014
 Toto-2.0-1B,TiRex,0.353,0.118,0.588,-0.044,-0.11,0.012
@@ -123,13 +140,13 @@ Toto-2.0-1B,Toto-2.0-313m,0.588,0.353,0.824,0.004,-0.015,0.024
 Toto-2.0-1B,Toto-2.0-22m,0.588,0.353,0.824,0.008,-0.015,0.029
 Toto-2.0-1B,CatBoost,0.647,0.412,0.882,0.048,-0.079,0.153
 Toto-2.0-1B,Chronos-Bolt,0.647,0.412,0.882,-0.024,-0.086,0.028
-Toto-2.0-1B,LightGBM,0.647,0.412,0.882,0.044,-0.082,0.148
 Toto-2.0-1B,Moirai-2.0,0.647,0.412,0.882,0.006,-0.075,0.07
 Toto-2.0-1B,Toto-2.0-4m,0.765,0.529,0.941,0.012,-0.051,0.056
 Toto-2.0-1B,Seasonal Naive,0.824,0.647,1.0,0.23,0.126,0.329
 Toto-2.0-313m,Chronos-2,0.235,0.059,0.471,-0.129,-0.239,-0.05
 Toto-2.0-313m,FlowState,0.235,0.059,0.413,-0.058,-0.121,0.001
 Toto-2.0-313m,TimesFM-2.5,0.176,0.0,0.353,-0.053,-0.097,-0.015
+Toto-2.0-313m,TiRex-2,0.412,0.176,0.647,-0.094,-0.199,-0.009
 Toto-2.0-313m,TabPFN-TS-3,0.294,0.118,0.529,-0.09,-0.217,0.005
 Toto-2.0-313m,TabPFN-TS,0.471,0.235,0.706,-0.127,-0.277,0.002
 Toto-2.0-313m,TiRex,0.353,0.118,0.588,-0.049,-0.115,-0.002
@@ -139,13 +156,13 @@ Toto-2.0-313m,Toto-2.0-313m,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-2.0-313m,Toto-2.0-22m,0.588,0.353,0.824,0.004,-0.026,0.029
 Toto-2.0-313m,CatBoost,0.588,0.353,0.824,0.044,-0.081,0.153
 Toto-2.0-313m,Chronos-Bolt,0.647,0.412,0.882,-0.029,-0.079,0.014
-Toto-2.0-313m,LightGBM,0.647,0.412,0.882,0.04,-0.087,0.144
 Toto-2.0-313m,Moirai-2.0,0.647,0.412,0.882,0.002,-0.075,0.068
 Toto-2.0-313m,Toto-2.0-4m,0.824,0.647,1.0,0.007,-0.063,0.054
 Toto-2.0-313m,Seasonal Naive,0.824,0.647,1.0,0.226,0.126,0.324
 Toto-2.0-22m,Chronos-2,0.118,0.0,0.294,-0.134,-0.226,-0.063
 Toto-2.0-22m,FlowState,0.235,0.059,0.471,-0.062,-0.132,-0.004
 Toto-2.0-22m,TimesFM-2.5,0.353,0.118,0.588,-0.057,-0.113,-0.014
+Toto-2.0-22m,TiRex-2,0.294,0.118,0.529,-0.099,-0.183,-0.028
 Toto-2.0-22m,TabPFN-TS-3,0.412,0.176,0.647,-0.094,-0.218,-0.001
 Toto-2.0-22m,TabPFN-TS,0.353,0.118,0.588,-0.131,-0.276,-0.007
 Toto-2.0-22m,TiRex,0.294,0.118,0.529,-0.053,-0.099,-0.013
@@ -155,13 +172,13 @@ Toto-2.0-22m,Toto-2.0-313m,0.412,0.176,0.647,-0.004,-0.03,0.026
 Toto-2.0-22m,Toto-2.0-22m,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-2.0-22m,CatBoost,0.706,0.471,0.941,0.04,-0.076,0.139
 Toto-2.0-22m,Chronos-Bolt,0.471,0.235,0.706,-0.033,-0.083,0.008
-Toto-2.0-22m,LightGBM,0.706,0.471,0.882,0.036,-0.072,0.129
 Toto-2.0-22m,Moirai-2.0,0.647,0.412,0.882,-0.002,-0.066,0.052
 Toto-2.0-22m,Toto-2.0-4m,0.706,0.471,0.882,0.003,-0.04,0.034
 Toto-2.0-22m,Seasonal Naive,0.824,0.647,1.0,0.223,0.12,0.322
 CatBoost,Chronos-2,0.353,0.118,0.588,-0.181,-0.357,-0.035
 CatBoost,FlowState,0.294,0.059,0.529,-0.107,-0.276,0.022
 CatBoost,TimesFM-2.5,0.294,0.059,0.529,-0.102,-0.241,0.018
+CatBoost,TiRex-2,0.353,0.118,0.588,-0.145,-0.269,-0.032
 CatBoost,TabPFN-TS-3,0.412,0.176,0.647,-0.14,-0.339,0.018
 CatBoost,TabPFN-TS,0.353,0.118,0.588,-0.179,-0.379,-0.014
 CatBoost,TiRex,0.412,0.176,0.647,-0.098,-0.218,0.006
@@ -171,13 +188,13 @@ CatBoost,Toto-2.0-313m,0.412,0.176,0.647,-0.046,-0.18,0.075
 CatBoost,Toto-2.0-22m,0.294,0.059,0.529,-0.042,-0.161,0.071
 CatBoost,CatBoost,0.5,0.5,0.5,0.0,0.0,0.0
 CatBoost,Chronos-Bolt,0.412,0.176,0.647,-0.076,-0.221,0.032
-CatBoost,LightGBM,0.706,0.471,0.882,-0.005,-0.075,0.049
 CatBoost,Moirai-2.0,0.412,0.176,0.647,-0.044,-0.128,0.025
 CatBoost,Toto-2.0-4m,0.471,0.235,0.706,-0.039,-0.141,0.052
 CatBoost,Seasonal Naive,0.706,0.471,0.882,0.191,0.06,0.306
 Chronos-Bolt,Chronos-2,0.118,0.0,0.294,-0.098,-0.186,-0.026
 Chronos-Bolt,FlowState,0.235,0.059,0.412,-0.029,-0.078,0.02
 Chronos-Bolt,TimesFM-2.5,0.294,0.088,0.5,-0.024,-0.063,0.016
+Chronos-Bolt,TiRex-2,0.235,0.059,0.471,-0.064,-0.159,0.02
 Chronos-Bolt,TabPFN-TS-3,0.294,0.118,0.529,-0.06,-0.173,0.018
 Chronos-Bolt,TabPFN-TS,0.294,0.118,0.529,-0.095,-0.21,0.005
 Chronos-Bolt,TiRex,0.235,0.059,0.471,-0.02,-0.056,0.019
@@ -187,29 +204,13 @@ Chronos-Bolt,Toto-2.0-313m,0.353,0.118,0.588,0.028,-0.014,0.073
 Chronos-Bolt,Toto-2.0-22m,0.529,0.294,0.765,0.032,-0.008,0.077
 Chronos-Bolt,CatBoost,0.588,0.353,0.824,0.071,-0.033,0.181
 Chronos-Bolt,Chronos-Bolt,0.5,0.5,0.5,0.0,0.0,0.0
-Chronos-Bolt,LightGBM,0.647,0.412,0.882,0.067,-0.036,0.168
 Chronos-Bolt,Moirai-2.0,0.529,0.324,0.735,0.029,-0.02,0.098
 Chronos-Bolt,Toto-2.0-4m,0.588,0.353,0.824,0.035,-0.014,0.089
 Chronos-Bolt,Seasonal Naive,0.882,0.706,1.0,0.248,0.146,0.342
-LightGBM,Chronos-2,0.353,0.118,0.588,-0.176,-0.335,-0.037
-LightGBM,FlowState,0.294,0.116,0.529,-0.102,-0.257,0.018
-LightGBM,TimesFM-2.5,0.294,0.116,0.529,-0.097,-0.225,0.016
-LightGBM,TabPFN-TS-3,0.412,0.176,0.647,-0.135,-0.31,0.014
-LightGBM,TabPFN-TS,0.353,0.118,0.588,-0.173,-0.348,-0.027
-LightGBM,TiRex,0.353,0.118,0.588,-0.093,-0.198,-0.002
-LightGBM,Toto-2.0-2.5B,0.353,0.118,0.588,-0.05,-0.171,0.063
-LightGBM,Toto-2.0-1B,0.353,0.118,0.588,-0.046,-0.173,0.076
-LightGBM,Toto-2.0-313m,0.353,0.118,0.588,-0.042,-0.168,0.08
-LightGBM,Toto-2.0-22m,0.294,0.118,0.529,-0.037,-0.149,0.067
-LightGBM,CatBoost,0.294,0.118,0.529,0.004,-0.052,0.07
-LightGBM,Chronos-Bolt,0.353,0.118,0.588,-0.071,-0.201,0.035
-LightGBM,LightGBM,0.5,0.5,0.5,0.0,0.0,0.0
-LightGBM,Moirai-2.0,0.412,0.176,0.647,-0.04,-0.122,0.04
-LightGBM,Toto-2.0-4m,0.412,0.176,0.647,-0.034,-0.124,0.05
-LightGBM,Seasonal Naive,0.765,0.529,0.941,0.194,0.076,0.3
 Moirai-2.0,Chronos-2,0.118,0.0,0.294,-0.131,-0.248,-0.025
 Moirai-2.0,FlowState,0.294,0.059,0.529,-0.06,-0.155,0.014
 Moirai-2.0,TimesFM-2.5,0.294,0.118,0.472,-0.055,-0.122,0.005
+Moirai-2.0,TiRex-2,0.118,0.0,0.294,-0.096,-0.187,-0.031
 Moirai-2.0,TabPFN-TS-3,0.235,0.059,0.471,-0.092,-0.236,0.014
 Moirai-2.0,TabPFN-TS,0.294,0.059,0.529,-0.128,-0.28,-0.006
 Moirai-2.0,TiRex,0.118,0.0,0.294,-0.051,-0.107,-0.003
@@ -219,13 +220,13 @@ Moirai-2.0,Toto-2.0-313m,0.353,0.118,0.588,-0.002,-0.073,0.07
 Moirai-2.0,Toto-2.0-22m,0.353,0.118,0.588,0.002,-0.055,0.062
 Moirai-2.0,CatBoost,0.588,0.353,0.824,0.043,-0.025,0.114
 Moirai-2.0,Chronos-Bolt,0.471,0.265,0.676,-0.03,-0.108,0.02
-Moirai-2.0,LightGBM,0.588,0.353,0.824,0.038,-0.042,0.109
 Moirai-2.0,Moirai-2.0,0.5,0.5,0.5,0.0,0.0,0.0
 Moirai-2.0,Toto-2.0-4m,0.471,0.235,0.706,0.005,-0.034,0.057
 Moirai-2.0,Seasonal Naive,0.706,0.471,0.941,0.225,0.112,0.328
 Toto-2.0-4m,Chronos-2,0.118,0.0,0.294,-0.137,-0.245,-0.057
 Toto-2.0-4m,FlowState,0.176,0.0,0.353,-0.066,-0.152,0.009
 Toto-2.0-4m,TimesFM-2.5,0.235,0.059,0.412,-0.06,-0.132,0.008
+Toto-2.0-4m,TiRex-2,0.059,0.0,0.176,-0.102,-0.189,-0.041
 Toto-2.0-4m,TabPFN-TS-3,0.294,0.118,0.529,-0.098,-0.236,0.004
 Toto-2.0-4m,TabPFN-TS,0.294,0.059,0.529,-0.135,-0.277,-0.022
 Toto-2.0-4m,TiRex,0.235,0.059,0.412,-0.057,-0.097,-0.019
@@ -235,13 +236,13 @@ Toto-2.0-4m,Toto-2.0-313m,0.176,0.0,0.353,-0.007,-0.057,0.06
 Toto-2.0-4m,Toto-2.0-22m,0.294,0.118,0.529,-0.003,-0.036,0.039
 Toto-2.0-4m,CatBoost,0.529,0.294,0.765,0.037,-0.055,0.124
 Toto-2.0-4m,Chronos-Bolt,0.412,0.176,0.647,-0.036,-0.098,0.013
-Toto-2.0-4m,LightGBM,0.588,0.353,0.824,0.033,-0.053,0.111
 Toto-2.0-4m,Moirai-2.0,0.529,0.294,0.765,-0.005,-0.06,0.033
 Toto-2.0-4m,Toto-2.0-4m,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-2.0-4m,Seasonal Naive,0.824,0.647,1.0,0.221,0.111,0.329
 Seasonal Naive,Chronos-2,0.118,0.0,0.294,-0.459,-0.705,-0.26
 Seasonal Naive,FlowState,0.176,0.0,0.353,-0.368,-0.582,-0.212
 Seasonal Naive,TimesFM-2.5,0.118,0.0,0.294,-0.361,-0.563,-0.204
+Seasonal Naive,TiRex-2,0.118,0.0,0.294,-0.414,-0.646,-0.227
 Seasonal Naive,TabPFN-TS-3,0.118,0.0,0.294,-0.409,-0.655,-0.201
 Seasonal Naive,TabPFN-TS,0.118,0.0,0.294,-0.456,-0.74,-0.213
 Seasonal Naive,TiRex,0.118,0.0,0.294,-0.356,-0.579,-0.188
@@ -251,7 +252,6 @@ Seasonal Naive,Toto-2.0-313m,0.176,0.0,0.353,-0.293,-0.478,-0.144
 Seasonal Naive,Toto-2.0-22m,0.176,0.0,0.353,-0.287,-0.474,-0.136
 Seasonal Naive,CatBoost,0.294,0.118,0.529,-0.235,-0.442,-0.063
 Seasonal Naive,Chronos-Bolt,0.118,0.0,0.294,-0.33,-0.521,-0.172
-Seasonal Naive,LightGBM,0.235,0.059,0.471,-0.241,-0.429,-0.082
 Seasonal Naive,Moirai-2.0,0.294,0.059,0.529,-0.29,-0.488,-0.126
 Seasonal Naive,Toto-2.0-4m,0.176,0.0,0.353,-0.284,-0.489,-0.124
 Seasonal Naive,Seasonal Naive,0.5,0.5,0.5,0.0,0.0,0.0
diff --git a/tables/frequency_weekly/pairwise_SQL.csv b/tables/frequency_weekly/pairwise_SQL.csv
index 0fe1b055a5a267a5c4e0c9d89ed075ada592b49f..a75bd0c128e052ef99b8a758616e11fba825b5b0 100644
--- a/tables/frequency_weekly/pairwise_SQL.csv
+++ b/tables/frequency_weekly/pairwise_SQL.csv
@@ -1,8 +1,9 @@
 model_1,model_2,win_rate,win_rate_lower,win_rate_upper,skill_score,skill_score_lower,skill_score_upper
 Chronos-2,Chronos-2,0.5,0.5,0.5,0.0,0.0,0.0
 Chronos-2,TimesFM-2.5,0.706,0.471,0.882,0.061,-0.011,0.135
-Chronos-2,TiRex,0.824,0.588,1.0,0.072,0.024,0.128
+Chronos-2,TiRex-2,0.471,0.235,0.706,0.03,-0.018,0.085
 Chronos-2,FlowState,0.706,0.471,0.882,0.074,0.006,0.138
+Chronos-2,TiRex,0.824,0.588,1.0,0.072,0.024,0.128
 Chronos-2,TabPFN-TS,0.706,0.471,0.941,0.013,-0.036,0.062
 Chronos-2,TabPFN-TS-3,0.765,0.588,0.941,0.033,-0.01,0.076
 Chronos-2,Toto-2.0-2.5B,0.824,0.647,1.0,0.12,0.057,0.188
@@ -10,15 +11,15 @@ Chronos-2,Toto-2.0-1B,0.824,0.647,1.0,0.116,0.056,0.18
 Chronos-2,Toto-2.0-313m,0.824,0.647,1.0,0.11,0.051,0.177
 Chronos-2,Chronos-Bolt,0.824,0.588,1.0,0.084,0.024,0.141
 Chronos-2,Toto-2.0-22m,0.882,0.706,1.0,0.12,0.065,0.18
-Chronos-2,Moirai-2.0,0.882,0.706,1.0,0.125,0.042,0.201
 Chronos-2,Toto-1.0,0.882,0.706,1.0,0.14,0.075,0.214
+Chronos-2,Moirai-2.0,0.882,0.706,1.0,0.125,0.042,0.201
 Chronos-2,Toto-2.0-4m,0.941,0.824,1.0,0.126,0.067,0.192
-Chronos-2,Stat. Ensemble,0.882,0.706,1.0,0.223,0.102,0.33
 Chronos-2,Seasonal Naive,1.0,1.0,1.0,0.431,0.319,0.527
 TimesFM-2.5,Chronos-2,0.294,0.118,0.529,-0.065,-0.157,0.011
 TimesFM-2.5,TimesFM-2.5,0.5,0.5,0.5,0.0,0.0,0.0
-TimesFM-2.5,TiRex,0.706,0.471,0.882,0.012,-0.027,0.046
+TimesFM-2.5,TiRex-2,0.529,0.294,0.765,-0.032,-0.122,0.043
 TimesFM-2.5,FlowState,0.529,0.294,0.765,0.014,-0.019,0.049
+TimesFM-2.5,TiRex,0.706,0.471,0.882,0.012,-0.027,0.046
 TimesFM-2.5,TabPFN-TS,0.588,0.353,0.824,-0.051,-0.168,0.039
 TimesFM-2.5,TabPFN-TS-3,0.706,0.471,0.882,-0.03,-0.136,0.046
 TimesFM-2.5,Toto-2.0-2.5B,0.765,0.587,0.941,0.063,0.004,0.13
@@ -26,31 +27,31 @@ TimesFM-2.5,Toto-2.0-1B,0.765,0.588,0.941,0.059,0.017,0.109
 TimesFM-2.5,Toto-2.0-313m,0.824,0.647,1.0,0.052,0.019,0.09
 TimesFM-2.5,Chronos-Bolt,0.706,0.5,0.912,0.024,-0.016,0.062
 TimesFM-2.5,Toto-2.0-22m,0.765,0.588,0.941,0.063,0.026,0.108
-TimesFM-2.5,Moirai-2.0,0.882,0.706,1.0,0.068,0.012,0.126
 TimesFM-2.5,Toto-1.0,0.765,0.588,0.941,0.084,0.01,0.154
+TimesFM-2.5,Moirai-2.0,0.882,0.706,1.0,0.068,0.012,0.126
 TimesFM-2.5,Toto-2.0-4m,0.765,0.588,0.941,0.07,0.01,0.126
-TimesFM-2.5,Stat. Ensemble,0.824,0.647,1.0,0.173,0.029,0.303
 TimesFM-2.5,Seasonal Naive,1.0,1.0,1.0,0.394,0.295,0.487
-TiRex,Chronos-2,0.176,0.0,0.412,-0.078,-0.147,-0.025
-TiRex,TimesFM-2.5,0.294,0.118,0.529,-0.012,-0.048,0.026
-TiRex,TiRex,0.5,0.5,0.5,0.0,0.0,0.0
-TiRex,FlowState,0.529,0.294,0.765,0.002,-0.035,0.042
-TiRex,TabPFN-TS,0.412,0.176,0.647,-0.064,-0.167,0.016
-TiRex,TabPFN-TS-3,0.529,0.294,0.765,-0.042,-0.14,0.025
-TiRex,Toto-2.0-2.5B,0.529,0.294,0.765,0.052,-0.003,0.102
-TiRex,Toto-2.0-1B,0.647,0.412,0.882,0.047,0.002,0.09
-TiRex,Toto-2.0-313m,0.765,0.588,0.941,0.041,0.0,0.082
-TiRex,Chronos-Bolt,0.824,0.588,1.0,0.012,-0.027,0.045
-TiRex,Toto-2.0-22m,0.824,0.647,1.0,0.051,0.022,0.081
-TiRex,Moirai-2.0,0.824,0.647,1.0,0.057,0.007,0.111
-TiRex,Toto-1.0,0.882,0.706,1.0,0.073,0.021,0.129
-TiRex,Toto-2.0-4m,0.824,0.647,1.0,0.058,0.025,0.093
-TiRex,Stat. Ensemble,0.824,0.647,1.0,0.163,0.042,0.281
-TiRex,Seasonal Naive,1.0,1.0,1.0,0.387,0.279,0.482
+TiRex-2,Chronos-2,0.529,0.294,0.765,-0.031,-0.093,0.017
+TiRex-2,TimesFM-2.5,0.471,0.235,0.706,0.031,-0.044,0.109
+TiRex-2,TiRex-2,0.5,0.5,0.5,0.0,0.0,0.0
+TiRex-2,FlowState,0.529,0.294,0.765,0.045,-0.037,0.12
+TiRex-2,TiRex,0.647,0.412,0.882,0.043,-0.015,0.109
+TiRex-2,TabPFN-TS,0.529,0.294,0.765,-0.018,-0.086,0.04
+TiRex-2,TabPFN-TS-3,0.647,0.412,0.882,0.002,-0.063,0.052
+TiRex-2,Toto-2.0-2.5B,0.412,0.176,0.647,0.092,0.019,0.164
+TiRex-2,Toto-2.0-1B,0.588,0.353,0.824,0.088,0.022,0.152
+TiRex-2,Toto-2.0-313m,0.529,0.294,0.765,0.082,0.013,0.15
+TiRex-2,Chronos-Bolt,0.765,0.529,0.941,0.055,-0.024,0.126
+TiRex-2,Toto-2.0-22m,0.765,0.529,0.941,0.092,0.033,0.15
+TiRex-2,Toto-1.0,0.824,0.647,1.0,0.113,0.055,0.175
+TiRex-2,Moirai-2.0,0.882,0.706,1.0,0.097,0.045,0.163
+TiRex-2,Toto-2.0-4m,0.941,0.824,1.0,0.099,0.046,0.161
+TiRex-2,Seasonal Naive,1.0,1.0,1.0,0.413,0.298,0.508
 FlowState,Chronos-2,0.294,0.118,0.529,-0.08,-0.16,-0.006
 FlowState,TimesFM-2.5,0.471,0.235,0.706,-0.015,-0.052,0.019
-FlowState,TiRex,0.471,0.235,0.706,-0.002,-0.043,0.034
+FlowState,TiRex-2,0.471,0.235,0.706,-0.047,-0.136,0.035
 FlowState,FlowState,0.5,0.5,0.5,0.0,0.0,0.0
+FlowState,TiRex,0.471,0.235,0.706,-0.002,-0.043,0.034
 FlowState,TabPFN-TS,0.588,0.353,0.824,-0.066,-0.179,0.032
 FlowState,TabPFN-TS-3,0.471,0.235,0.706,-0.045,-0.146,0.04
 FlowState,Toto-2.0-2.5B,0.706,0.471,0.882,0.049,-0.024,0.119
@@ -58,15 +59,31 @@ FlowState,Toto-2.0-1B,0.824,0.647,1.0,0.045,-0.02,0.1
 FlowState,Toto-2.0-313m,0.765,0.529,0.941,0.039,-0.018,0.084
 FlowState,Chronos-Bolt,0.529,0.294,0.765,0.01,-0.044,0.062
 FlowState,Toto-2.0-22m,0.765,0.588,0.941,0.049,-0.005,0.1
-FlowState,Moirai-2.0,0.647,0.412,0.882,0.055,-0.018,0.13
 FlowState,Toto-1.0,0.765,0.588,0.941,0.071,-0.019,0.152
+FlowState,Moirai-2.0,0.647,0.412,0.882,0.055,-0.018,0.13
 FlowState,Toto-2.0-4m,0.706,0.471,0.882,0.056,-0.016,0.12
-FlowState,Stat. Ensemble,0.824,0.647,1.0,0.161,0.013,0.292
 FlowState,Seasonal Naive,1.0,1.0,1.0,0.385,0.279,0.479
+TiRex,Chronos-2,0.176,0.0,0.412,-0.078,-0.147,-0.025
+TiRex,TimesFM-2.5,0.294,0.118,0.529,-0.012,-0.048,0.026
+TiRex,TiRex-2,0.353,0.118,0.588,-0.045,-0.122,0.015
+TiRex,FlowState,0.529,0.294,0.765,0.002,-0.035,0.042
+TiRex,TiRex,0.5,0.5,0.5,0.0,0.0,0.0
+TiRex,TabPFN-TS,0.412,0.176,0.647,-0.064,-0.167,0.016
+TiRex,TabPFN-TS-3,0.529,0.294,0.765,-0.042,-0.14,0.025
+TiRex,Toto-2.0-2.5B,0.529,0.294,0.765,0.052,-0.003,0.102
+TiRex,Toto-2.0-1B,0.647,0.412,0.882,0.047,0.002,0.09
+TiRex,Toto-2.0-313m,0.765,0.588,0.941,0.041,0.0,0.082
+TiRex,Chronos-Bolt,0.824,0.588,1.0,0.012,-0.027,0.045
+TiRex,Toto-2.0-22m,0.824,0.647,1.0,0.051,0.022,0.081
+TiRex,Toto-1.0,0.882,0.706,1.0,0.073,0.021,0.129
+TiRex,Moirai-2.0,0.824,0.647,1.0,0.057,0.007,0.111
+TiRex,Toto-2.0-4m,0.824,0.647,1.0,0.058,0.025,0.093
+TiRex,Seasonal Naive,1.0,1.0,1.0,0.387,0.279,0.482
 TabPFN-TS,Chronos-2,0.294,0.059,0.529,-0.013,-0.066,0.034
 TabPFN-TS,TimesFM-2.5,0.412,0.176,0.647,0.049,-0.04,0.144
-TabPFN-TS,TiRex,0.588,0.353,0.824,0.06,-0.016,0.143
+TabPFN-TS,TiRex-2,0.471,0.235,0.706,0.018,-0.041,0.079
 TabPFN-TS,FlowState,0.412,0.176,0.647,0.062,-0.033,0.152
+TabPFN-TS,TiRex,0.588,0.353,0.824,0.06,-0.016,0.143
 TabPFN-TS,TabPFN-TS,0.5,0.5,0.5,0.0,0.0,0.0
 TabPFN-TS,TabPFN-TS-3,0.588,0.353,0.824,0.02,-0.014,0.053
 TabPFN-TS,Toto-2.0-2.5B,0.529,0.294,0.765,0.109,0.008,0.211
@@ -74,15 +91,15 @@ TabPFN-TS,Toto-2.0-1B,0.529,0.294,0.765,0.104,0.01,0.199
 TabPFN-TS,Toto-2.0-313m,0.588,0.353,0.824,0.099,0.003,0.19
 TabPFN-TS,Chronos-Bolt,0.706,0.471,0.941,0.072,-0.002,0.152
 TabPFN-TS,Toto-2.0-22m,0.647,0.412,0.882,0.108,0.019,0.195
-TabPFN-TS,Moirai-2.0,0.706,0.471,0.941,0.114,0.017,0.21
 TabPFN-TS,Toto-1.0,0.647,0.412,0.882,0.129,0.042,0.219
+TabPFN-TS,Moirai-2.0,0.706,0.471,0.941,0.114,0.017,0.21
 TabPFN-TS,Toto-2.0-4m,0.765,0.529,0.941,0.115,0.03,0.208
-TabPFN-TS,Stat. Ensemble,0.765,0.587,0.941,0.213,0.083,0.317
 TabPFN-TS,Seasonal Naive,0.941,0.824,1.0,0.424,0.304,0.525
 TabPFN-TS-3,Chronos-2,0.235,0.059,0.412,-0.034,-0.083,0.009
 TabPFN-TS-3,TimesFM-2.5,0.294,0.118,0.529,0.029,-0.049,0.12
-TabPFN-TS-3,TiRex,0.471,0.235,0.706,0.041,-0.026,0.123
+TabPFN-TS-3,TiRex-2,0.353,0.118,0.588,-0.002,-0.055,0.059
 TabPFN-TS-3,FlowState,0.529,0.294,0.765,0.043,-0.041,0.127
+TabPFN-TS-3,TiRex,0.471,0.235,0.706,0.041,-0.026,0.123
 TabPFN-TS-3,TabPFN-TS,0.412,0.176,0.647,-0.021,-0.056,0.014
 TabPFN-TS-3,TabPFN-TS-3,0.5,0.5,0.5,0.0,0.0,0.0
 TabPFN-TS-3,Toto-2.0-2.5B,0.529,0.294,0.765,0.09,0.002,0.189
@@ -90,15 +107,15 @@ TabPFN-TS-3,Toto-2.0-1B,0.529,0.294,0.765,0.086,0.006,0.172
 TabPFN-TS-3,Toto-2.0-313m,0.588,0.353,0.824,0.08,0.001,0.163
 TabPFN-TS-3,Chronos-Bolt,0.706,0.471,0.882,0.053,-0.016,0.135
 TabPFN-TS-3,Toto-2.0-22m,0.588,0.353,0.824,0.09,0.02,0.169
-TabPFN-TS-3,Moirai-2.0,0.765,0.587,0.941,0.095,0.003,0.194
 TabPFN-TS-3,Toto-1.0,0.824,0.647,1.0,0.111,0.02,0.201
+TabPFN-TS-3,Moirai-2.0,0.765,0.587,0.941,0.095,0.003,0.194
 TabPFN-TS-3,Toto-2.0-4m,0.706,0.471,0.882,0.097,0.016,0.186
-TabPFN-TS-3,Stat. Ensemble,0.706,0.471,0.882,0.197,0.055,0.311
 TabPFN-TS-3,Seasonal Naive,1.0,1.0,1.0,0.412,0.294,0.513
 Toto-2.0-2.5B,Chronos-2,0.176,0.0,0.353,-0.136,-0.231,-0.061
 Toto-2.0-2.5B,TimesFM-2.5,0.235,0.059,0.413,-0.067,-0.15,-0.004
-Toto-2.0-2.5B,TiRex,0.471,0.235,0.706,-0.054,-0.114,0.003
+Toto-2.0-2.5B,TiRex-2,0.588,0.353,0.824,-0.102,-0.196,-0.019
 Toto-2.0-2.5B,FlowState,0.294,0.118,0.529,-0.052,-0.135,0.023
+Toto-2.0-2.5B,TiRex,0.471,0.235,0.706,-0.054,-0.114,0.003
 Toto-2.0-2.5B,TabPFN-TS,0.471,0.235,0.706,-0.122,-0.267,-0.008
 Toto-2.0-2.5B,TabPFN-TS-3,0.471,0.235,0.706,-0.099,-0.233,-0.002
 Toto-2.0-2.5B,Toto-2.0-2.5B,0.5,0.5,0.5,0.0,0.0,0.0
@@ -106,15 +123,15 @@ Toto-2.0-2.5B,Toto-2.0-1B,0.529,0.294,0.765,-0.005,-0.035,0.026
 Toto-2.0-2.5B,Toto-2.0-313m,0.647,0.412,0.882,-0.011,-0.053,0.029
 Toto-2.0-2.5B,Chronos-Bolt,0.647,0.412,0.882,-0.041,-0.116,0.019
 Toto-2.0-2.5B,Toto-2.0-22m,0.706,0.471,0.882,-0.0,-0.048,0.036
-Toto-2.0-2.5B,Moirai-2.0,0.706,0.528,0.882,0.006,-0.081,0.082
 Toto-2.0-2.5B,Toto-1.0,0.647,0.412,0.882,0.023,-0.053,0.098
+Toto-2.0-2.5B,Moirai-2.0,0.706,0.528,0.882,0.006,-0.081,0.082
 Toto-2.0-2.5B,Toto-2.0-4m,0.706,0.471,0.941,0.007,-0.048,0.057
-Toto-2.0-2.5B,Stat. Ensemble,0.647,0.412,0.882,0.117,-0.015,0.253
 Toto-2.0-2.5B,Seasonal Naive,0.941,0.824,1.0,0.353,0.23,0.462
 Toto-2.0-1B,Chronos-2,0.176,0.0,0.353,-0.131,-0.22,-0.06
 Toto-2.0-1B,TimesFM-2.5,0.235,0.059,0.412,-0.062,-0.123,-0.017
-Toto-2.0-1B,TiRex,0.353,0.118,0.588,-0.049,-0.099,-0.002
+Toto-2.0-1B,TiRex-2,0.412,0.176,0.647,-0.096,-0.179,-0.023
 Toto-2.0-1B,FlowState,0.176,0.0,0.353,-0.047,-0.111,0.02
+Toto-2.0-1B,TiRex,0.353,0.118,0.588,-0.049,-0.099,-0.002
 Toto-2.0-1B,TabPFN-TS,0.471,0.235,0.706,-0.117,-0.248,-0.01
 Toto-2.0-1B,TabPFN-TS-3,0.471,0.235,0.706,-0.094,-0.208,-0.006
 Toto-2.0-1B,Toto-2.0-2.5B,0.471,0.235,0.706,0.005,-0.027,0.034
@@ -122,15 +139,15 @@ Toto-2.0-1B,Toto-2.0-1B,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-2.0-1B,Toto-2.0-313m,0.588,0.353,0.824,-0.006,-0.023,0.007
 Toto-2.0-1B,Chronos-Bolt,0.647,0.412,0.882,-0.036,-0.097,0.015
 Toto-2.0-1B,Toto-2.0-22m,0.588,0.353,0.824,0.004,-0.029,0.03
-Toto-2.0-1B,Moirai-2.0,0.706,0.471,0.941,0.01,-0.066,0.077
 Toto-2.0-1B,Toto-1.0,0.647,0.412,0.882,0.027,-0.051,0.098
+Toto-2.0-1B,Moirai-2.0,0.706,0.471,0.941,0.01,-0.066,0.077
 Toto-2.0-1B,Toto-2.0-4m,0.765,0.529,0.941,0.012,-0.048,0.057
-Toto-2.0-1B,Stat. Ensemble,0.647,0.412,0.882,0.121,-0.02,0.256
 Toto-2.0-1B,Seasonal Naive,0.941,0.824,1.0,0.356,0.239,0.459
 Toto-2.0-313m,Chronos-2,0.176,0.0,0.353,-0.124,-0.215,-0.054
 Toto-2.0-313m,TimesFM-2.5,0.176,0.0,0.353,-0.055,-0.099,-0.019
-Toto-2.0-313m,TiRex,0.235,0.059,0.412,-0.043,-0.089,-0.0
+Toto-2.0-313m,TiRex-2,0.471,0.235,0.706,-0.089,-0.176,-0.013
 Toto-2.0-313m,FlowState,0.235,0.059,0.471,-0.04,-0.092,0.017
+Toto-2.0-313m,TiRex,0.235,0.059,0.412,-0.043,-0.089,-0.0
 Toto-2.0-313m,TabPFN-TS,0.412,0.176,0.647,-0.109,-0.234,-0.003
 Toto-2.0-313m,TabPFN-TS-3,0.412,0.176,0.647,-0.087,-0.195,-0.001
 Toto-2.0-313m,Toto-2.0-2.5B,0.353,0.118,0.588,0.011,-0.03,0.051
@@ -138,15 +155,15 @@ Toto-2.0-313m,Toto-2.0-1B,0.412,0.176,0.647,0.006,-0.007,0.023
 Toto-2.0-313m,Toto-2.0-313m,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-2.0-313m,Chronos-Bolt,0.647,0.412,0.882,-0.03,-0.079,0.015
 Toto-2.0-313m,Toto-2.0-22m,0.765,0.529,0.941,0.011,-0.018,0.034
-Toto-2.0-313m,Moirai-2.0,0.706,0.471,0.941,0.017,-0.057,0.084
 Toto-2.0-313m,Toto-1.0,0.647,0.412,0.882,0.034,-0.044,0.103
+Toto-2.0-313m,Moirai-2.0,0.706,0.471,0.941,0.017,-0.057,0.084
 Toto-2.0-313m,Toto-2.0-4m,0.824,0.647,1.0,0.018,-0.045,0.062
-Toto-2.0-313m,Stat. Ensemble,0.765,0.588,0.941,0.127,-0.017,0.26
 Toto-2.0-313m,Seasonal Naive,1.0,1.0,1.0,0.361,0.252,0.459
 Chronos-Bolt,Chronos-2,0.176,0.0,0.412,-0.091,-0.164,-0.025
 Chronos-Bolt,TimesFM-2.5,0.294,0.088,0.5,-0.025,-0.066,0.016
-Chronos-Bolt,TiRex,0.176,0.0,0.412,-0.013,-0.047,0.026
+Chronos-Bolt,TiRex-2,0.235,0.059,0.471,-0.058,-0.144,0.023
 Chronos-Bolt,FlowState,0.471,0.235,0.706,-0.01,-0.066,0.042
+Chronos-Bolt,TiRex,0.176,0.0,0.412,-0.013,-0.047,0.026
 Chronos-Bolt,TabPFN-TS,0.294,0.059,0.529,-0.077,-0.179,0.002
 Chronos-Bolt,TabPFN-TS-3,0.294,0.118,0.529,-0.055,-0.156,0.016
 Chronos-Bolt,Toto-2.0-2.5B,0.353,0.118,0.588,0.04,-0.02,0.104
@@ -154,15 +171,15 @@ Chronos-Bolt,Toto-2.0-1B,0.353,0.118,0.588,0.035,-0.015,0.088
 Chronos-Bolt,Toto-2.0-313m,0.353,0.118,0.588,0.029,-0.016,0.073
 Chronos-Bolt,Chronos-Bolt,0.5,0.5,0.5,0.0,0.0,0.0
 Chronos-Bolt,Toto-2.0-22m,0.588,0.353,0.824,0.039,-0.002,0.086
-Chronos-Bolt,Moirai-2.0,0.588,0.382,0.794,0.045,-0.006,0.118
 Chronos-Bolt,Toto-1.0,0.706,0.471,0.882,0.062,0.001,0.126
+Chronos-Bolt,Moirai-2.0,0.588,0.382,0.794,0.045,-0.006,0.118
 Chronos-Bolt,Toto-2.0-4m,0.647,0.412,0.882,0.047,-0.001,0.1
-Chronos-Bolt,Stat. Ensemble,0.765,0.529,0.941,0.152,0.031,0.269
 Chronos-Bolt,Seasonal Naive,1.0,1.0,1.0,0.379,0.275,0.468
 Toto-2.0-22m,Chronos-2,0.118,0.0,0.294,-0.136,-0.219,-0.069
 Toto-2.0-22m,TimesFM-2.5,0.235,0.059,0.412,-0.067,-0.121,-0.027
-Toto-2.0-22m,TiRex,0.176,0.0,0.353,-0.054,-0.089,-0.023
+Toto-2.0-22m,TiRex-2,0.235,0.059,0.471,-0.101,-0.177,-0.034
 Toto-2.0-22m,FlowState,0.235,0.059,0.412,-0.052,-0.112,0.005
+Toto-2.0-22m,TiRex,0.176,0.0,0.353,-0.054,-0.089,-0.023
 Toto-2.0-22m,TabPFN-TS,0.353,0.118,0.588,-0.122,-0.242,-0.02
 Toto-2.0-22m,TabPFN-TS-3,0.412,0.176,0.647,-0.099,-0.204,-0.02
 Toto-2.0-22m,Toto-2.0-2.5B,0.294,0.118,0.529,0.0,-0.038,0.046
@@ -170,31 +187,15 @@ Toto-2.0-22m,Toto-2.0-1B,0.412,0.176,0.647,-0.004,-0.031,0.028
 Toto-2.0-22m,Toto-2.0-313m,0.235,0.059,0.471,-0.011,-0.035,0.017
 Toto-2.0-22m,Chronos-Bolt,0.412,0.176,0.647,-0.041,-0.094,0.002
 Toto-2.0-22m,Toto-2.0-22m,0.5,0.5,0.5,0.0,0.0,0.0
-Toto-2.0-22m,Moirai-2.0,0.706,0.529,0.882,0.006,-0.057,0.063
 Toto-2.0-22m,Toto-1.0,0.647,0.412,0.882,0.023,-0.035,0.085
+Toto-2.0-22m,Moirai-2.0,0.706,0.529,0.882,0.006,-0.057,0.063
 Toto-2.0-22m,Toto-2.0-4m,0.706,0.471,0.941,0.008,-0.032,0.035
-Toto-2.0-22m,Stat. Ensemble,0.824,0.647,1.0,0.118,-0.012,0.242
 Toto-2.0-22m,Seasonal Naive,0.941,0.824,1.0,0.353,0.239,0.452
-Moirai-2.0,Chronos-2,0.118,0.0,0.294,-0.143,-0.252,-0.044
-Moirai-2.0,TimesFM-2.5,0.118,0.0,0.294,-0.073,-0.144,-0.012
-Moirai-2.0,TiRex,0.176,0.0,0.353,-0.06,-0.125,-0.007
-Moirai-2.0,FlowState,0.353,0.118,0.588,-0.058,-0.15,0.018
-Moirai-2.0,TabPFN-TS,0.294,0.059,0.529,-0.128,-0.267,-0.017
-Moirai-2.0,TabPFN-TS-3,0.235,0.059,0.413,-0.105,-0.241,-0.003
-Moirai-2.0,Toto-2.0-2.5B,0.294,0.118,0.472,-0.006,-0.09,0.075
-Moirai-2.0,Toto-2.0-1B,0.294,0.059,0.529,-0.01,-0.083,0.062
-Moirai-2.0,Toto-2.0-313m,0.294,0.059,0.529,-0.017,-0.092,0.054
-Moirai-2.0,Chronos-Bolt,0.412,0.206,0.618,-0.047,-0.134,0.006
-Moirai-2.0,Toto-2.0-22m,0.294,0.118,0.471,-0.006,-0.067,0.054
-Moirai-2.0,Moirai-2.0,0.5,0.5,0.5,0.0,0.0,0.0
-Moirai-2.0,Toto-1.0,0.529,0.294,0.765,0.017,-0.04,0.074
-Moirai-2.0,Toto-2.0-4m,0.529,0.294,0.765,0.002,-0.046,0.053
-Moirai-2.0,Stat. Ensemble,0.706,0.471,0.882,0.112,-0.015,0.232
-Moirai-2.0,Seasonal Naive,0.882,0.706,1.0,0.35,0.225,0.453
 Toto-1.0,Chronos-2,0.118,0.0,0.294,-0.163,-0.272,-0.081
 Toto-1.0,TimesFM-2.5,0.235,0.059,0.412,-0.092,-0.181,-0.01
-Toto-1.0,TiRex,0.118,0.0,0.294,-0.079,-0.148,-0.021
+Toto-1.0,TiRex-2,0.176,0.0,0.353,-0.127,-0.212,-0.058
 Toto-1.0,FlowState,0.235,0.059,0.412,-0.076,-0.179,0.019
+Toto-1.0,TiRex,0.118,0.0,0.294,-0.079,-0.148,-0.021
 Toto-1.0,TabPFN-TS,0.353,0.118,0.588,-0.148,-0.28,-0.043
 Toto-1.0,TabPFN-TS-3,0.176,0.0,0.353,-0.125,-0.251,-0.021
 Toto-1.0,Toto-2.0-2.5B,0.353,0.118,0.588,-0.023,-0.108,0.05
@@ -202,15 +203,31 @@ Toto-1.0,Toto-2.0-1B,0.353,0.118,0.588,-0.028,-0.109,0.048
 Toto-1.0,Toto-2.0-313m,0.353,0.118,0.588,-0.035,-0.115,0.043
 Toto-1.0,Chronos-Bolt,0.294,0.118,0.529,-0.066,-0.144,-0.001
 Toto-1.0,Toto-2.0-22m,0.353,0.118,0.588,-0.024,-0.093,0.034
-Toto-1.0,Moirai-2.0,0.471,0.235,0.706,-0.018,-0.08,0.039
 Toto-1.0,Toto-1.0,0.5,0.5,0.5,0.0,0.0,0.0
+Toto-1.0,Moirai-2.0,0.471,0.235,0.706,-0.018,-0.08,0.039
 Toto-1.0,Toto-2.0-4m,0.412,0.176,0.647,-0.016,-0.064,0.021
-Toto-1.0,Stat. Ensemble,0.647,0.412,0.825,0.097,0.005,0.19
 Toto-1.0,Seasonal Naive,0.941,0.824,1.0,0.338,0.23,0.436
+Moirai-2.0,Chronos-2,0.118,0.0,0.294,-0.143,-0.252,-0.044
+Moirai-2.0,TimesFM-2.5,0.118,0.0,0.294,-0.073,-0.144,-0.012
+Moirai-2.0,TiRex-2,0.118,0.0,0.294,-0.108,-0.195,-0.047
+Moirai-2.0,FlowState,0.353,0.118,0.588,-0.058,-0.15,0.018
+Moirai-2.0,TiRex,0.176,0.0,0.353,-0.06,-0.125,-0.007
+Moirai-2.0,TabPFN-TS,0.294,0.059,0.529,-0.128,-0.267,-0.017
+Moirai-2.0,TabPFN-TS-3,0.235,0.059,0.413,-0.105,-0.241,-0.003
+Moirai-2.0,Toto-2.0-2.5B,0.294,0.118,0.472,-0.006,-0.09,0.075
+Moirai-2.0,Toto-2.0-1B,0.294,0.059,0.529,-0.01,-0.083,0.062
+Moirai-2.0,Toto-2.0-313m,0.294,0.059,0.529,-0.017,-0.092,0.054
+Moirai-2.0,Chronos-Bolt,0.412,0.206,0.618,-0.047,-0.134,0.006
+Moirai-2.0,Toto-2.0-22m,0.294,0.118,0.471,-0.006,-0.067,0.054
+Moirai-2.0,Toto-1.0,0.529,0.294,0.765,0.017,-0.04,0.074
+Moirai-2.0,Moirai-2.0,0.5,0.5,0.5,0.0,0.0,0.0
+Moirai-2.0,Toto-2.0-4m,0.529,0.294,0.765,0.002,-0.046,0.053
+Moirai-2.0,Seasonal Naive,0.882,0.706,1.0,0.35,0.225,0.453
 Toto-2.0-4m,Chronos-2,0.059,0.0,0.176,-0.145,-0.237,-0.072
 Toto-2.0-4m,TimesFM-2.5,0.235,0.059,0.412,-0.075,-0.144,-0.01
-Toto-2.0-4m,TiRex,0.176,0.0,0.353,-0.062,-0.103,-0.026
+Toto-2.0-4m,TiRex-2,0.059,0.0,0.176,-0.11,-0.192,-0.048
 Toto-2.0-4m,FlowState,0.294,0.118,0.529,-0.06,-0.137,0.016
+Toto-2.0-4m,TiRex,0.176,0.0,0.353,-0.062,-0.103,-0.026
 Toto-2.0-4m,TabPFN-TS,0.235,0.059,0.471,-0.13,-0.263,-0.031
 Toto-2.0-4m,TabPFN-TS-3,0.294,0.118,0.529,-0.107,-0.228,-0.016
 Toto-2.0-4m,Toto-2.0-2.5B,0.294,0.059,0.529,-0.007,-0.061,0.046
@@ -218,31 +235,15 @@ Toto-2.0-4m,Toto-2.0-1B,0.235,0.059,0.471,-0.012,-0.061,0.046
 Toto-2.0-4m,Toto-2.0-313m,0.176,0.0,0.353,-0.019,-0.066,0.043
 Toto-2.0-4m,Chronos-Bolt,0.353,0.118,0.588,-0.049,-0.111,0.001
 Toto-2.0-4m,Toto-2.0-22m,0.294,0.059,0.529,-0.008,-0.036,0.031
-Toto-2.0-4m,Moirai-2.0,0.471,0.235,0.706,-0.002,-0.056,0.044
 Toto-2.0-4m,Toto-1.0,0.588,0.353,0.824,0.016,-0.021,0.06
+Toto-2.0-4m,Moirai-2.0,0.471,0.235,0.706,-0.002,-0.056,0.044
 Toto-2.0-4m,Toto-2.0-4m,0.5,0.5,0.5,0.0,0.0,0.0
-Toto-2.0-4m,Stat. Ensemble,0.647,0.412,0.882,0.111,-0.006,0.225
 Toto-2.0-4m,Seasonal Naive,0.882,0.706,1.0,0.349,0.229,0.451
-Stat. Ensemble,Chronos-2,0.118,0.0,0.294,-0.287,-0.493,-0.114
-Stat. Ensemble,TimesFM-2.5,0.176,0.0,0.353,-0.209,-0.435,-0.03
-Stat. Ensemble,TiRex,0.176,0.0,0.353,-0.194,-0.391,-0.044
-Stat. Ensemble,FlowState,0.176,0.0,0.353,-0.192,-0.413,-0.014
-Stat. Ensemble,TabPFN-TS,0.235,0.059,0.413,-0.271,-0.463,-0.09
-Stat. Ensemble,TabPFN-TS-3,0.294,0.118,0.529,-0.245,-0.45,-0.059
-Stat. Ensemble,Toto-2.0-2.5B,0.353,0.118,0.588,-0.133,-0.338,0.015
-Stat. Ensemble,Toto-2.0-1B,0.353,0.118,0.588,-0.138,-0.344,0.02
-Stat. Ensemble,Toto-2.0-313m,0.235,0.059,0.412,-0.146,-0.351,0.017
-Stat. Ensemble,Chronos-Bolt,0.235,0.059,0.471,-0.18,-0.367,-0.032
-Stat. Ensemble,Toto-2.0-22m,0.176,0.0,0.353,-0.133,-0.319,0.012
-Stat. Ensemble,Moirai-2.0,0.294,0.118,0.529,-0.127,-0.303,0.015
-Stat. Ensemble,Toto-1.0,0.353,0.175,0.588,-0.107,-0.234,-0.005
-Stat. Ensemble,Toto-2.0-4m,0.353,0.118,0.588,-0.125,-0.291,0.006
-Stat. Ensemble,Stat. Ensemble,0.5,0.5,0.5,0.0,0.0,0.0
-Stat. Ensemble,Seasonal Naive,0.824,0.647,0.941,0.267,0.141,0.378
 Seasonal Naive,Chronos-2,0.0,0.0,0.0,-0.757,-1.115,-0.468
 Seasonal Naive,TimesFM-2.5,0.0,0.0,0.0,-0.65,-0.948,-0.418
-Seasonal Naive,TiRex,0.0,0.0,0.0,-0.63,-0.931,-0.386
+Seasonal Naive,TiRex-2,0.0,0.0,0.0,-0.704,-1.033,-0.425
 Seasonal Naive,FlowState,0.0,0.0,0.0,-0.627,-0.92,-0.387
+Seasonal Naive,TiRex,0.0,0.0,0.0,-0.63,-0.931,-0.386
 Seasonal Naive,TabPFN-TS,0.059,0.0,0.176,-0.735,-1.104,-0.437
 Seasonal Naive,TabPFN-TS-3,0.0,0.0,0.0,-0.7,-1.054,-0.417
 Seasonal Naive,Toto-2.0-2.5B,0.059,0.0,0.176,-0.546,-0.857,-0.299
@@ -250,8 +251,7 @@ Seasonal Naive,Toto-2.0-1B,0.059,0.0,0.176,-0.554,-0.848,-0.313
 Seasonal Naive,Toto-2.0-313m,0.0,0.0,0.0,-0.564,-0.847,-0.337
 Seasonal Naive,Chronos-Bolt,0.0,0.0,0.0,-0.61,-0.881,-0.379
 Seasonal Naive,Toto-2.0-22m,0.059,0.0,0.176,-0.547,-0.825,-0.315
-Seasonal Naive,Moirai-2.0,0.118,0.0,0.294,-0.538,-0.829,-0.291
 Seasonal Naive,Toto-1.0,0.059,0.0,0.176,-0.511,-0.774,-0.298
+Seasonal Naive,Moirai-2.0,0.118,0.0,0.294,-0.538,-0.829,-0.291
 Seasonal Naive,Toto-2.0-4m,0.118,0.0,0.294,-0.535,-0.822,-0.298
-Seasonal Naive,Stat. Ensemble,0.176,0.059,0.353,-0.365,-0.608,-0.165
 Seasonal Naive,Seasonal Naive,0.5,0.5,0.5,0.0,0.0,0.0
diff --git a/tables/frequency_weekly/pairwise_WAPE.csv b/tables/frequency_weekly/pairwise_WAPE.csv
index 5d036307cf7b99935d36c26aee2767bf722dec9d..a71e85278a56d77ffbedae00a5fde28e3cf25783 100644
--- a/tables/frequency_weekly/pairwise_WAPE.csv
+++ b/tables/frequency_weekly/pairwise_WAPE.csv
@@ -1,257 +1,257 @@
 model_1,model_2,win_rate,win_rate_lower,win_rate_upper,skill_score,skill_score_lower,skill_score_upper
 Chronos-2,Chronos-2,0.5,0.5,0.5,0.0,0.0,0.0
-Chronos-2,TabPFN-TS,0.529,0.294,0.765,-0.006,-0.047,0.035
 Chronos-2,TabPFN-TS-3,0.588,0.353,0.824,0.01,-0.041,0.063
+Chronos-2,TabPFN-TS,0.529,0.294,0.765,-0.006,-0.047,0.035
 Chronos-2,FlowState,0.647,0.412,0.824,0.052,-0.055,0.146
 Chronos-2,TimesFM-2.5,0.824,0.588,1.0,0.078,-0.026,0.172
 Chronos-2,TiRex,0.706,0.471,0.941,0.079,0.01,0.153
 Chronos-2,Toto-2.0-2.5B,0.588,0.353,0.824,0.121,0.046,0.2
 Chronos-2,Toto-2.0-1B,0.647,0.412,0.882,0.128,0.046,0.21
+Chronos-2,TiRex-2,0.647,0.412,0.882,0.08,0.023,0.154
 Chronos-2,Toto-2.0-313m,0.765,0.529,0.941,0.131,0.054,0.214
 Chronos-2,Toto-2.0-22m,0.824,0.647,1.0,0.137,0.061,0.216
 Chronos-2,Chronos-Bolt,0.824,0.647,1.0,0.101,0.008,0.183
 Chronos-2,CatBoost,0.824,0.647,1.0,0.175,0.072,0.274
-Chronos-2,LightGBM,0.647,0.412,0.882,0.152,0.03,0.259
-Chronos-2,Toto-1.0,0.765,0.588,0.941,0.158,0.089,0.232
 Chronos-2,Stat. Ensemble,0.765,0.587,0.941,0.205,0.042,0.342
+Chronos-2,Toto-1.0,0.765,0.588,0.941,0.158,0.089,0.232
 Chronos-2,Seasonal Naive,0.882,0.706,1.0,0.33,0.175,0.45
-TabPFN-TS,Chronos-2,0.471,0.235,0.706,0.006,-0.036,0.045
-TabPFN-TS,TabPFN-TS,0.5,0.5,0.5,0.0,0.0,0.0
-TabPFN-TS,TabPFN-TS-3,0.529,0.294,0.765,0.016,-0.013,0.047
-TabPFN-TS,FlowState,0.529,0.294,0.765,0.058,-0.062,0.167
-TabPFN-TS,TimesFM-2.5,0.588,0.353,0.824,0.084,-0.018,0.193
-TabPFN-TS,TiRex,0.647,0.412,0.882,0.085,-0.005,0.178
-TabPFN-TS,Toto-2.0-2.5B,0.588,0.353,0.824,0.126,0.021,0.228
-TabPFN-TS,Toto-2.0-1B,0.588,0.353,0.824,0.133,0.022,0.237
-TabPFN-TS,Toto-2.0-313m,0.647,0.412,0.882,0.137,0.031,0.234
-TabPFN-TS,Toto-2.0-22m,0.647,0.412,0.882,0.142,0.043,0.237
-TabPFN-TS,Chronos-Bolt,0.706,0.471,0.882,0.106,0.009,0.206
-TabPFN-TS,CatBoost,0.706,0.471,0.941,0.18,0.068,0.289
-TabPFN-TS,LightGBM,0.647,0.412,0.882,0.157,0.028,0.271
-TabPFN-TS,Toto-1.0,0.824,0.647,1.0,0.163,0.076,0.254
-TabPFN-TS,Stat. Ensemble,0.706,0.471,0.882,0.21,0.051,0.345
-TabPFN-TS,Seasonal Naive,0.882,0.706,1.0,0.334,0.18,0.452
 TabPFN-TS-3,Chronos-2,0.412,0.176,0.647,-0.011,-0.067,0.039
-TabPFN-TS-3,TabPFN-TS,0.471,0.235,0.706,-0.017,-0.049,0.013
 TabPFN-TS-3,TabPFN-TS-3,0.5,0.5,0.5,0.0,0.0,0.0
+TabPFN-TS-3,TabPFN-TS,0.471,0.235,0.706,-0.017,-0.049,0.013
 TabPFN-TS-3,FlowState,0.471,0.235,0.706,0.042,-0.067,0.148
 TabPFN-TS-3,TimesFM-2.5,0.529,0.294,0.765,0.069,-0.02,0.174
 TabPFN-TS-3,TiRex,0.588,0.353,0.824,0.069,-0.009,0.165
 TabPFN-TS-3,Toto-2.0-2.5B,0.647,0.412,0.882,0.112,0.016,0.213
 TabPFN-TS-3,Toto-2.0-1B,0.529,0.294,0.765,0.118,0.019,0.217
+TabPFN-TS-3,TiRex-2,0.647,0.412,0.882,0.07,0.017,0.119
 TabPFN-TS-3,Toto-2.0-313m,0.588,0.353,0.824,0.122,0.027,0.218
 TabPFN-TS-3,Toto-2.0-22m,0.765,0.529,0.941,0.128,0.037,0.217
 TabPFN-TS-3,Chronos-Bolt,0.765,0.529,0.941,0.091,0.009,0.189
 TabPFN-TS-3,CatBoost,0.706,0.471,0.941,0.167,0.059,0.273
-TabPFN-TS-3,LightGBM,0.706,0.471,0.882,0.143,0.016,0.262
-TabPFN-TS-3,Toto-1.0,0.824,0.647,1.0,0.149,0.064,0.235
 TabPFN-TS-3,Stat. Ensemble,0.765,0.587,0.941,0.197,0.036,0.331
+TabPFN-TS-3,Toto-1.0,0.824,0.647,1.0,0.149,0.064,0.235
 TabPFN-TS-3,Seasonal Naive,0.882,0.706,1.0,0.323,0.181,0.441
+TabPFN-TS,Chronos-2,0.471,0.235,0.706,0.006,-0.036,0.045
+TabPFN-TS,TabPFN-TS-3,0.529,0.294,0.765,0.016,-0.013,0.047
+TabPFN-TS,TabPFN-TS,0.5,0.5,0.5,0.0,0.0,0.0
+TabPFN-TS,FlowState,0.529,0.294,0.765,0.058,-0.062,0.167
+TabPFN-TS,TimesFM-2.5,0.588,0.353,0.824,0.084,-0.018,0.193
+TabPFN-TS,TiRex,0.647,0.412,0.882,0.085,-0.005,0.178
+TabPFN-TS,Toto-2.0-2.5B,0.588,0.353,0.824,0.126,0.021,0.228
+TabPFN-TS,Toto-2.0-1B,0.588,0.353,0.824,0.133,0.022,0.237
+TabPFN-TS,TiRex-2,0.529,0.294,0.765,0.085,0.018,0.155
+TabPFN-TS,Toto-2.0-313m,0.647,0.412,0.882,0.137,0.031,0.234
+TabPFN-TS,Toto-2.0-22m,0.647,0.412,0.882,0.142,0.043,0.237
+TabPFN-TS,Chronos-Bolt,0.706,0.471,0.882,0.106,0.009,0.206
+TabPFN-TS,CatBoost,0.706,0.471,0.941,0.18,0.068,0.289
+TabPFN-TS,Stat. Ensemble,0.706,0.471,0.882,0.21,0.051,0.345
+TabPFN-TS,Toto-1.0,0.824,0.647,1.0,0.163,0.076,0.254
+TabPFN-TS,Seasonal Naive,0.882,0.706,1.0,0.334,0.18,0.452
 FlowState,Chronos-2,0.353,0.176,0.588,-0.055,-0.17,0.052
-FlowState,TabPFN-TS,0.471,0.235,0.706,-0.062,-0.201,0.058
 FlowState,TabPFN-TS-3,0.529,0.294,0.765,-0.044,-0.173,0.063
+FlowState,TabPFN-TS,0.471,0.235,0.706,-0.062,-0.201,0.058
 FlowState,FlowState,0.5,0.5,0.5,0.0,0.0,0.0
 FlowState,TimesFM-2.5,0.588,0.353,0.824,0.028,-0.015,0.073
 FlowState,TiRex,0.588,0.353,0.824,0.029,-0.02,0.085
 FlowState,Toto-2.0-2.5B,0.647,0.412,0.882,0.073,-0.015,0.165
 FlowState,Toto-2.0-1B,0.706,0.471,0.882,0.08,-0.009,0.17
+FlowState,TiRex-2,0.529,0.294,0.765,0.029,-0.106,0.151
 FlowState,Toto-2.0-313m,0.706,0.471,0.882,0.084,-0.003,0.172
 FlowState,Toto-2.0-22m,0.588,0.353,0.824,0.09,0.015,0.169
 FlowState,Chronos-Bolt,0.706,0.471,0.884,0.051,-0.011,0.111
 FlowState,CatBoost,0.765,0.587,0.941,0.13,0.02,0.238
-FlowState,LightGBM,0.706,0.471,0.882,0.105,-0.004,0.212
-FlowState,Toto-1.0,0.706,0.529,0.941,0.111,0.017,0.202
 FlowState,Stat. Ensemble,0.647,0.412,0.882,0.161,-0.003,0.308
+FlowState,Toto-1.0,0.706,0.529,0.941,0.111,0.017,0.202
 FlowState,Seasonal Naive,0.882,0.706,1.0,0.293,0.17,0.407
 TimesFM-2.5,Chronos-2,0.176,0.0,0.412,-0.085,-0.208,0.026
-TimesFM-2.5,TabPFN-TS,0.412,0.176,0.647,-0.092,-0.24,0.018
 TimesFM-2.5,TabPFN-TS-3,0.471,0.235,0.706,-0.074,-0.211,0.019
+TimesFM-2.5,TabPFN-TS,0.412,0.176,0.647,-0.092,-0.24,0.018
 TimesFM-2.5,FlowState,0.412,0.176,0.647,-0.028,-0.079,0.014
 TimesFM-2.5,TimesFM-2.5,0.5,0.5,0.5,0.0,0.0,0.0
 TimesFM-2.5,TiRex,0.588,0.353,0.824,0.001,-0.041,0.045
 TimesFM-2.5,Toto-2.0-2.5B,0.647,0.412,0.882,0.046,-0.017,0.13
 TimesFM-2.5,Toto-2.0-1B,0.647,0.412,0.882,0.053,-0.012,0.134
+TimesFM-2.5,TiRex-2,0.588,0.353,0.824,0.002,-0.124,0.107
 TimesFM-2.5,Toto-2.0-313m,0.647,0.412,0.882,0.057,-0.002,0.133
 TimesFM-2.5,Toto-2.0-22m,0.647,0.412,0.882,0.064,0.013,0.132
 TimesFM-2.5,Chronos-Bolt,0.647,0.441,0.853,0.025,-0.018,0.07
 TimesFM-2.5,CatBoost,0.706,0.471,0.882,0.105,0.009,0.198
-TimesFM-2.5,LightGBM,0.765,0.529,0.941,0.08,-0.027,0.177
-TimesFM-2.5,Toto-1.0,0.765,0.588,0.941,0.086,0.004,0.159
 TimesFM-2.5,Stat. Ensemble,0.765,0.588,0.941,0.138,-0.021,0.285
+TimesFM-2.5,Toto-1.0,0.765,0.588,0.941,0.086,0.004,0.159
 TimesFM-2.5,Seasonal Naive,0.882,0.706,1.0,0.273,0.157,0.383
 TiRex,Chronos-2,0.294,0.059,0.529,-0.086,-0.181,-0.01
-TiRex,TabPFN-TS,0.353,0.118,0.588,-0.093,-0.216,0.005
 TiRex,TabPFN-TS-3,0.412,0.176,0.647,-0.075,-0.198,0.009
+TiRex,TabPFN-TS,0.353,0.118,0.588,-0.093,-0.216,0.005
 TiRex,FlowState,0.412,0.176,0.647,-0.029,-0.093,0.02
 TiRex,TimesFM-2.5,0.412,0.176,0.647,-0.001,-0.047,0.039
 TiRex,TiRex,0.5,0.5,0.5,0.0,0.0,0.0
 TiRex,Toto-2.0-2.5B,0.529,0.294,0.765,0.045,-0.008,0.101
 TiRex,Toto-2.0-1B,0.529,0.294,0.765,0.053,-0.007,0.112
+TiRex,TiRex-2,0.588,0.353,0.824,0.001,-0.107,0.087
 TiRex,Toto-2.0-313m,0.588,0.353,0.824,0.057,0.001,0.116
 TiRex,Toto-2.0-22m,0.765,0.529,0.941,0.063,0.019,0.111
 TiRex,Chronos-Bolt,0.765,0.529,0.941,0.024,-0.025,0.068
 TiRex,CatBoost,0.647,0.412,0.824,0.104,0.024,0.189
-TiRex,LightGBM,0.706,0.471,0.884,0.079,-0.013,0.164
-TiRex,Toto-1.0,0.824,0.647,1.0,0.085,0.029,0.137
 TiRex,Stat. Ensemble,0.706,0.471,0.882,0.137,-0.009,0.28
+TiRex,Toto-1.0,0.824,0.647,1.0,0.085,0.029,0.137
 TiRex,Seasonal Naive,0.882,0.706,1.0,0.273,0.141,0.389
 Toto-2.0-2.5B,Chronos-2,0.412,0.176,0.647,-0.138,-0.251,-0.048
-Toto-2.0-2.5B,TabPFN-TS,0.412,0.176,0.647,-0.145,-0.295,-0.021
 Toto-2.0-2.5B,TabPFN-TS-3,0.353,0.118,0.588,-0.126,-0.27,-0.016
+Toto-2.0-2.5B,TabPFN-TS,0.412,0.176,0.647,-0.145,-0.295,-0.021
 Toto-2.0-2.5B,FlowState,0.353,0.118,0.588,-0.078,-0.197,0.015
 Toto-2.0-2.5B,TimesFM-2.5,0.353,0.118,0.588,-0.048,-0.149,0.016
 Toto-2.0-2.5B,TiRex,0.471,0.235,0.706,-0.047,-0.113,0.008
 Toto-2.0-2.5B,Toto-2.0-2.5B,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-2.0-2.5B,Toto-2.0-1B,0.471,0.235,0.706,0.008,-0.007,0.028
+Toto-2.0-2.5B,TiRex-2,0.588,0.353,0.824,-0.047,-0.146,0.021
 Toto-2.0-2.5B,Toto-2.0-313m,0.706,0.471,0.941,0.012,-0.007,0.035
 Toto-2.0-2.5B,Toto-2.0-22m,0.765,0.529,0.941,0.018,-0.013,0.045
 Toto-2.0-2.5B,Chronos-Bolt,0.706,0.471,0.882,-0.023,-0.116,0.049
 Toto-2.0-2.5B,CatBoost,0.588,0.353,0.824,0.062,-0.049,0.158
-Toto-2.0-2.5B,LightGBM,0.765,0.588,0.941,0.035,-0.104,0.141
-Toto-2.0-2.5B,Toto-1.0,0.647,0.412,0.882,0.042,-0.027,0.109
 Toto-2.0-2.5B,Stat. Ensemble,0.706,0.471,0.941,0.096,-0.093,0.262
+Toto-2.0-2.5B,Toto-1.0,0.647,0.412,0.882,0.042,-0.027,0.109
 Toto-2.0-2.5B,Seasonal Naive,0.882,0.706,1.0,0.238,0.068,0.367
 Toto-2.0-1B,Chronos-2,0.353,0.118,0.588,-0.146,-0.267,-0.049
-Toto-2.0-1B,TabPFN-TS,0.412,0.176,0.647,-0.153,-0.31,-0.022
 Toto-2.0-1B,TabPFN-TS-3,0.471,0.235,0.706,-0.134,-0.277,-0.02
+Toto-2.0-1B,TabPFN-TS,0.412,0.176,0.647,-0.153,-0.31,-0.022
 Toto-2.0-1B,FlowState,0.294,0.118,0.529,-0.086,-0.205,0.009
 Toto-2.0-1B,TimesFM-2.5,0.353,0.118,0.588,-0.056,-0.155,0.012
 Toto-2.0-1B,TiRex,0.471,0.235,0.706,-0.055,-0.126,0.007
 Toto-2.0-1B,Toto-2.0-2.5B,0.529,0.294,0.765,-0.008,-0.029,0.007
 Toto-2.0-1B,Toto-2.0-1B,0.5,0.5,0.5,0.0,0.0,0.0
+Toto-2.0-1B,TiRex-2,0.529,0.294,0.765,-0.055,-0.151,0.013
 Toto-2.0-1B,Toto-2.0-313m,0.647,0.412,0.882,0.004,-0.006,0.014
 Toto-2.0-1B,Toto-2.0-22m,0.647,0.412,0.882,0.011,-0.015,0.034
 Toto-2.0-1B,Chronos-Bolt,0.647,0.412,0.882,-0.031,-0.122,0.045
 Toto-2.0-1B,CatBoost,0.706,0.471,0.941,0.055,-0.067,0.154
-Toto-2.0-1B,LightGBM,0.706,0.471,0.882,0.028,-0.116,0.139
-Toto-2.0-1B,Toto-1.0,0.706,0.471,0.941,0.034,-0.042,0.105
 Toto-2.0-1B,Stat. Ensemble,0.706,0.471,0.941,0.089,-0.108,0.261
+Toto-2.0-1B,Toto-1.0,0.706,0.471,0.941,0.034,-0.042,0.105
 Toto-2.0-1B,Seasonal Naive,0.882,0.706,1.0,0.232,0.069,0.362
+TiRex-2,Chronos-2,0.353,0.118,0.588,-0.087,-0.182,-0.023
+TiRex-2,TabPFN-TS-3,0.353,0.118,0.588,-0.075,-0.135,-0.017
+TiRex-2,TabPFN-TS,0.471,0.235,0.706,-0.093,-0.183,-0.019
+TiRex-2,FlowState,0.471,0.235,0.706,-0.03,-0.178,0.096
+TiRex-2,TimesFM-2.5,0.412,0.176,0.647,-0.002,-0.119,0.11
+TiRex-2,TiRex,0.412,0.176,0.647,-0.001,-0.095,0.096
+TiRex-2,Toto-2.0-2.5B,0.412,0.176,0.647,0.045,-0.022,0.127
+TiRex-2,Toto-2.0-1B,0.471,0.235,0.706,0.052,-0.014,0.131
+TiRex-2,TiRex-2,0.5,0.5,0.5,0.0,0.0,0.0
+TiRex-2,Toto-2.0-313m,0.471,0.235,0.706,0.056,-0.012,0.138
+TiRex-2,Toto-2.0-22m,0.529,0.294,0.765,0.062,-0.0,0.141
+TiRex-2,Chronos-Bolt,0.706,0.471,0.884,0.023,-0.088,0.128
+TiRex-2,CatBoost,0.706,0.471,0.882,0.104,-0.016,0.203
+TiRex-2,Stat. Ensemble,0.765,0.587,0.941,0.136,-0.049,0.289
+TiRex-2,Toto-1.0,0.765,0.587,0.941,0.085,0.001,0.166
+TiRex-2,Seasonal Naive,0.882,0.706,1.0,0.272,0.111,0.391
 Toto-2.0-313m,Chronos-2,0.235,0.059,0.471,-0.151,-0.272,-0.057
-Toto-2.0-313m,TabPFN-TS,0.353,0.118,0.588,-0.158,-0.305,-0.032
 Toto-2.0-313m,TabPFN-TS-3,0.412,0.176,0.647,-0.139,-0.28,-0.028
+Toto-2.0-313m,TabPFN-TS,0.353,0.118,0.588,-0.158,-0.305,-0.032
 Toto-2.0-313m,FlowState,0.294,0.118,0.529,-0.091,-0.207,0.003
 Toto-2.0-313m,TimesFM-2.5,0.353,0.118,0.588,-0.061,-0.154,0.002
 Toto-2.0-313m,TiRex,0.412,0.176,0.647,-0.06,-0.132,-0.001
 Toto-2.0-313m,Toto-2.0-2.5B,0.294,0.059,0.529,-0.012,-0.036,0.007
 Toto-2.0-313m,Toto-2.0-1B,0.353,0.118,0.588,-0.004,-0.014,0.006
+Toto-2.0-313m,TiRex-2,0.529,0.294,0.765,-0.059,-0.159,0.011
 Toto-2.0-313m,Toto-2.0-313m,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-2.0-313m,Toto-2.0-22m,0.647,0.412,0.882,0.007,-0.017,0.028
 Toto-2.0-313m,Chronos-Bolt,0.647,0.412,0.882,-0.035,-0.121,0.038
 Toto-2.0-313m,CatBoost,0.647,0.412,0.882,0.051,-0.074,0.156
-Toto-2.0-313m,LightGBM,0.706,0.471,0.882,0.024,-0.123,0.137
-Toto-2.0-313m,Toto-1.0,0.706,0.471,0.941,0.03,-0.047,0.103
 Toto-2.0-313m,Stat. Ensemble,0.706,0.471,0.941,0.085,-0.109,0.257
+Toto-2.0-313m,Toto-1.0,0.706,0.471,0.941,0.03,-0.047,0.103
 Toto-2.0-313m,Seasonal Naive,0.882,0.706,1.0,0.229,0.069,0.357
 Toto-2.0-22m,Chronos-2,0.176,0.0,0.353,-0.159,-0.275,-0.065
-Toto-2.0-22m,TabPFN-TS,0.353,0.118,0.588,-0.166,-0.311,-0.045
 Toto-2.0-22m,TabPFN-TS-3,0.235,0.059,0.471,-0.147,-0.277,-0.038
+Toto-2.0-22m,TabPFN-TS,0.353,0.118,0.588,-0.166,-0.311,-0.045
 Toto-2.0-22m,FlowState,0.412,0.176,0.647,-0.098,-0.203,-0.015
 Toto-2.0-22m,TimesFM-2.5,0.353,0.118,0.588,-0.068,-0.152,-0.014
 Toto-2.0-22m,TiRex,0.235,0.059,0.471,-0.067,-0.125,-0.02
 Toto-2.0-22m,Toto-2.0-2.5B,0.235,0.059,0.471,-0.019,-0.047,0.012
 Toto-2.0-22m,Toto-2.0-1B,0.353,0.118,0.588,-0.011,-0.035,0.015
+Toto-2.0-22m,TiRex-2,0.471,0.235,0.706,-0.066,-0.165,0.0
 Toto-2.0-22m,Toto-2.0-313m,0.353,0.118,0.588,-0.007,-0.029,0.016
 Toto-2.0-22m,Toto-2.0-22m,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-2.0-22m,Chronos-Bolt,0.529,0.294,0.765,-0.042,-0.117,0.023
 Toto-2.0-22m,CatBoost,0.588,0.353,0.824,0.044,-0.069,0.141
-Toto-2.0-22m,LightGBM,0.765,0.588,0.941,0.017,-0.116,0.123
-Toto-2.0-22m,Toto-1.0,0.647,0.412,0.882,0.024,-0.043,0.087
 Toto-2.0-22m,Stat. Ensemble,0.765,0.587,0.941,0.079,-0.103,0.243
+Toto-2.0-22m,Toto-1.0,0.647,0.412,0.882,0.024,-0.043,0.087
 Toto-2.0-22m,Seasonal Naive,0.882,0.706,1.0,0.224,0.075,0.347
 Chronos-Bolt,Chronos-2,0.176,0.0,0.353,-0.112,-0.225,-0.008
-Chronos-Bolt,TabPFN-TS,0.294,0.118,0.529,-0.119,-0.26,-0.009
 Chronos-Bolt,TabPFN-TS-3,0.235,0.059,0.471,-0.101,-0.233,-0.009
+Chronos-Bolt,TabPFN-TS,0.294,0.118,0.529,-0.119,-0.26,-0.009
 Chronos-Bolt,FlowState,0.294,0.116,0.529,-0.054,-0.125,0.011
 Chronos-Bolt,TimesFM-2.5,0.353,0.147,0.559,-0.025,-0.075,0.018
 Chronos-Bolt,TiRex,0.235,0.059,0.471,-0.024,-0.073,0.024
 Chronos-Bolt,Toto-2.0-2.5B,0.294,0.118,0.529,0.022,-0.052,0.104
 Chronos-Bolt,Toto-2.0-1B,0.353,0.118,0.588,0.03,-0.047,0.108
+Chronos-Bolt,TiRex-2,0.294,0.116,0.529,-0.024,-0.147,0.081
 Chronos-Bolt,Toto-2.0-313m,0.353,0.118,0.588,0.034,-0.039,0.108
 Chronos-Bolt,Toto-2.0-22m,0.471,0.235,0.706,0.04,-0.024,0.105
 Chronos-Bolt,Chronos-Bolt,0.5,0.5,0.5,0.0,0.0,0.0
 Chronos-Bolt,CatBoost,0.647,0.412,0.824,0.083,-0.026,0.185
-Chronos-Bolt,LightGBM,0.588,0.353,0.824,0.057,-0.048,0.155
-Chronos-Bolt,Toto-1.0,0.529,0.294,0.765,0.063,0.002,0.127
 Chronos-Bolt,Stat. Ensemble,0.647,0.412,0.882,0.116,-0.03,0.257
+Chronos-Bolt,Toto-1.0,0.529,0.294,0.765,0.063,0.002,0.127
 Chronos-Bolt,Seasonal Naive,0.824,0.647,1.0,0.255,0.129,0.366
 CatBoost,Chronos-2,0.176,0.0,0.353,-0.213,-0.377,-0.077
-CatBoost,TabPFN-TS,0.294,0.059,0.529,-0.22,-0.407,-0.073
 CatBoost,TabPFN-TS-3,0.294,0.059,0.529,-0.2,-0.375,-0.062
+CatBoost,TabPFN-TS,0.294,0.059,0.529,-0.22,-0.407,-0.073
 CatBoost,FlowState,0.235,0.059,0.413,-0.149,-0.313,-0.02
 CatBoost,TimesFM-2.5,0.294,0.118,0.529,-0.118,-0.247,-0.009
 CatBoost,TiRex,0.353,0.176,0.588,-0.116,-0.233,-0.024
 CatBoost,Toto-2.0-2.5B,0.412,0.176,0.647,-0.066,-0.188,0.047
 CatBoost,Toto-2.0-1B,0.294,0.059,0.529,-0.058,-0.182,0.063
+CatBoost,TiRex-2,0.294,0.118,0.529,-0.116,-0.254,0.016
 CatBoost,Toto-2.0-313m,0.353,0.118,0.588,-0.053,-0.185,0.069
 CatBoost,Toto-2.0-22m,0.412,0.176,0.647,-0.046,-0.164,0.065
 CatBoost,Chronos-Bolt,0.353,0.176,0.588,-0.09,-0.227,0.026
 CatBoost,CatBoost,0.5,0.5,0.5,0.0,0.0,0.0
-CatBoost,LightGBM,0.647,0.412,0.882,-0.028,-0.096,0.02
-CatBoost,Toto-1.0,0.471,0.235,0.706,-0.021,-0.105,0.048
 CatBoost,Stat. Ensemble,0.529,0.294,0.765,0.036,-0.103,0.167
+CatBoost,Toto-1.0,0.471,0.235,0.706,-0.021,-0.105,0.048
 CatBoost,Seasonal Naive,0.706,0.471,0.882,0.188,0.027,0.325
-LightGBM,Chronos-2,0.353,0.118,0.588,-0.179,-0.349,-0.031
-LightGBM,TabPFN-TS,0.353,0.118,0.588,-0.186,-0.371,-0.028
-LightGBM,TabPFN-TS-3,0.294,0.118,0.529,-0.167,-0.355,-0.016
-LightGBM,FlowState,0.294,0.118,0.529,-0.117,-0.27,0.004
-LightGBM,TimesFM-2.5,0.235,0.059,0.471,-0.087,-0.216,0.027
-LightGBM,TiRex,0.294,0.116,0.529,-0.086,-0.197,0.013
-LightGBM,Toto-2.0-2.5B,0.235,0.059,0.412,-0.036,-0.165,0.094
-LightGBM,Toto-2.0-1B,0.294,0.118,0.529,-0.028,-0.162,0.104
-LightGBM,Toto-2.0-313m,0.294,0.118,0.529,-0.024,-0.159,0.11
-LightGBM,Toto-2.0-22m,0.235,0.059,0.412,-0.017,-0.141,0.104
-LightGBM,Chronos-Bolt,0.412,0.176,0.647,-0.06,-0.184,0.045
-LightGBM,CatBoost,0.353,0.118,0.588,0.028,-0.02,0.087
-LightGBM,LightGBM,0.5,0.5,0.5,0.0,0.0,0.0
-LightGBM,Toto-1.0,0.471,0.235,0.706,0.007,-0.075,0.086
-LightGBM,Stat. Ensemble,0.529,0.294,0.765,0.063,-0.061,0.179
-LightGBM,Seasonal Naive,0.765,0.529,0.941,0.21,0.078,0.327
-Toto-1.0,Chronos-2,0.235,0.059,0.412,-0.187,-0.303,-0.097
-Toto-1.0,TabPFN-TS,0.176,0.0,0.353,-0.194,-0.34,-0.082
-Toto-1.0,TabPFN-TS-3,0.176,0.0,0.353,-0.175,-0.307,-0.069
-Toto-1.0,FlowState,0.294,0.059,0.471,-0.125,-0.253,-0.017
-Toto-1.0,TimesFM-2.5,0.235,0.059,0.412,-0.094,-0.188,-0.004
-Toto-1.0,TiRex,0.176,0.0,0.353,-0.093,-0.159,-0.03
-Toto-1.0,Toto-2.0-2.5B,0.353,0.118,0.588,-0.044,-0.122,0.027
-Toto-1.0,Toto-2.0-1B,0.294,0.059,0.529,-0.036,-0.118,0.04
-Toto-1.0,Toto-2.0-313m,0.294,0.059,0.529,-0.031,-0.115,0.045
-Toto-1.0,Toto-2.0-22m,0.353,0.118,0.588,-0.024,-0.095,0.041
-Toto-1.0,Chronos-Bolt,0.471,0.235,0.706,-0.067,-0.146,-0.002
-Toto-1.0,CatBoost,0.529,0.294,0.765,0.021,-0.05,0.095
-Toto-1.0,LightGBM,0.529,0.294,0.765,-0.007,-0.094,0.07
-Toto-1.0,Toto-1.0,0.5,0.5,0.5,0.0,0.0,0.0
-Toto-1.0,Stat. Ensemble,0.471,0.235,0.706,0.056,-0.078,0.186
-Toto-1.0,Seasonal Naive,0.824,0.588,1.0,0.205,0.064,0.323
 Stat. Ensemble,Chronos-2,0.235,0.059,0.413,-0.258,-0.521,-0.043
-Stat. Ensemble,TabPFN-TS,0.294,0.118,0.529,-0.266,-0.526,-0.054
 Stat. Ensemble,TabPFN-TS-3,0.235,0.059,0.413,-0.245,-0.496,-0.037
+Stat. Ensemble,TabPFN-TS,0.294,0.118,0.529,-0.266,-0.526,-0.054
 Stat. Ensemble,FlowState,0.353,0.118,0.588,-0.192,-0.446,0.003
 Stat. Ensemble,TimesFM-2.5,0.235,0.059,0.412,-0.16,-0.399,0.02
 Stat. Ensemble,TiRex,0.294,0.118,0.529,-0.158,-0.389,0.009
 Stat. Ensemble,Toto-2.0-2.5B,0.294,0.059,0.529,-0.106,-0.355,0.085
 Stat. Ensemble,Toto-2.0-1B,0.294,0.059,0.529,-0.098,-0.353,0.097
+Stat. Ensemble,TiRex-2,0.235,0.059,0.413,-0.158,-0.407,0.047
 Stat. Ensemble,Toto-2.0-313m,0.294,0.059,0.529,-0.093,-0.345,0.098
 Stat. Ensemble,Toto-2.0-22m,0.235,0.059,0.413,-0.086,-0.321,0.094
 Stat. Ensemble,Chronos-Bolt,0.353,0.118,0.588,-0.131,-0.346,0.029
 Stat. Ensemble,CatBoost,0.471,0.235,0.706,-0.038,-0.2,0.093
-Stat. Ensemble,LightGBM,0.471,0.235,0.706,-0.067,-0.218,0.057
-Stat. Ensemble,Toto-1.0,0.529,0.294,0.765,-0.06,-0.229,0.073
 Stat. Ensemble,Stat. Ensemble,0.5,0.5,0.5,0.0,0.0,0.0
+Stat. Ensemble,Toto-1.0,0.529,0.294,0.765,-0.06,-0.229,0.073
 Stat. Ensemble,Seasonal Naive,0.765,0.529,0.941,0.157,0.049,0.277
+Toto-1.0,Chronos-2,0.235,0.059,0.412,-0.187,-0.303,-0.097
+Toto-1.0,TabPFN-TS-3,0.176,0.0,0.353,-0.175,-0.307,-0.069
+Toto-1.0,TabPFN-TS,0.176,0.0,0.353,-0.194,-0.34,-0.082
+Toto-1.0,FlowState,0.294,0.059,0.471,-0.125,-0.253,-0.017
+Toto-1.0,TimesFM-2.5,0.235,0.059,0.412,-0.094,-0.188,-0.004
+Toto-1.0,TiRex,0.176,0.0,0.353,-0.093,-0.159,-0.03
+Toto-1.0,Toto-2.0-2.5B,0.353,0.118,0.588,-0.044,-0.122,0.027
+Toto-1.0,Toto-2.0-1B,0.294,0.059,0.529,-0.036,-0.118,0.04
+Toto-1.0,TiRex-2,0.235,0.059,0.413,-0.092,-0.199,-0.001
+Toto-1.0,Toto-2.0-313m,0.294,0.059,0.529,-0.031,-0.115,0.045
+Toto-1.0,Toto-2.0-22m,0.353,0.118,0.588,-0.024,-0.095,0.041
+Toto-1.0,Chronos-Bolt,0.471,0.235,0.706,-0.067,-0.146,-0.002
+Toto-1.0,CatBoost,0.529,0.294,0.765,0.021,-0.05,0.095
+Toto-1.0,Stat. Ensemble,0.471,0.235,0.706,0.056,-0.078,0.186
+Toto-1.0,Toto-1.0,0.5,0.5,0.5,0.0,0.0,0.0
+Toto-1.0,Seasonal Naive,0.824,0.588,1.0,0.205,0.064,0.323
 Seasonal Naive,Chronos-2,0.118,0.0,0.294,-0.493,-0.817,-0.213
-Seasonal Naive,TabPFN-TS,0.118,0.0,0.294,-0.502,-0.826,-0.219
 Seasonal Naive,TabPFN-TS-3,0.118,0.0,0.294,-0.478,-0.789,-0.22
+Seasonal Naive,TabPFN-TS,0.118,0.0,0.294,-0.502,-0.826,-0.219
 Seasonal Naive,FlowState,0.118,0.0,0.294,-0.415,-0.685,-0.205
 Seasonal Naive,TimesFM-2.5,0.118,0.0,0.294,-0.376,-0.621,-0.186
 Seasonal Naive,TiRex,0.118,0.0,0.294,-0.375,-0.636,-0.164
 Seasonal Naive,Toto-2.0-2.5B,0.118,0.0,0.294,-0.313,-0.58,-0.073
 Seasonal Naive,Toto-2.0-1B,0.118,0.0,0.294,-0.303,-0.567,-0.074
+Seasonal Naive,TiRex-2,0.118,0.0,0.294,-0.374,-0.641,-0.125
 Seasonal Naive,Toto-2.0-313m,0.118,0.0,0.294,-0.297,-0.556,-0.074
 Seasonal Naive,Toto-2.0-22m,0.118,0.0,0.294,-0.289,-0.53,-0.081
 Seasonal Naive,Chronos-Bolt,0.176,0.0,0.353,-0.342,-0.578,-0.148
 Seasonal Naive,CatBoost,0.294,0.118,0.529,-0.232,-0.482,-0.028
-Seasonal Naive,LightGBM,0.235,0.059,0.471,-0.267,-0.485,-0.085
-Seasonal Naive,Toto-1.0,0.176,0.0,0.412,-0.258,-0.476,-0.068
 Seasonal Naive,Stat. Ensemble,0.235,0.059,0.471,-0.187,-0.383,-0.051
+Seasonal Naive,Toto-1.0,0.176,0.0,0.412,-0.258,-0.476,-0.068
 Seasonal Naive,Seasonal Naive,0.5,0.5,0.5,0.0,0.0,0.0
diff --git a/tables/frequency_weekly/pairwise_WQL.csv b/tables/frequency_weekly/pairwise_WQL.csv
index 96db6a72727be49d0a4d525c250a741a6e9742e5..046157dc31448398371e03e56c8bf66105821f2f 100644
--- a/tables/frequency_weekly/pairwise_WQL.csv
+++ b/tables/frequency_weekly/pairwise_WQL.csv
@@ -5,14 +5,14 @@ Chronos-2,TabPFN-TS,0.706,0.471,0.941,0.004,-0.042,0.052
 Chronos-2,FlowState,0.706,0.471,0.882,0.062,-0.033,0.139
 Chronos-2,TiRex,0.765,0.587,0.941,0.09,0.029,0.154
 Chronos-2,TimesFM-2.5,0.882,0.706,1.0,0.074,-0.013,0.155
+Chronos-2,TiRex-2,0.706,0.471,0.884,0.078,0.021,0.149
 Chronos-2,Toto-2.0-1B,0.765,0.529,0.941,0.126,0.056,0.198
 Chronos-2,Toto-2.0-2.5B,0.765,0.587,0.941,0.128,0.058,0.2
 Chronos-2,Toto-2.0-313m,0.882,0.706,1.0,0.13,0.058,0.202
 Chronos-2,Toto-2.0-22m,0.824,0.647,1.0,0.138,0.067,0.209
 Chronos-2,Chronos-Bolt,0.824,0.647,1.0,0.094,0.007,0.17
-Chronos-2,Moirai-2.0,0.824,0.647,1.0,0.136,0.042,0.219
 Chronos-2,Toto-1.0,0.765,0.588,0.941,0.156,0.083,0.229
-Chronos-2,Stat. Ensemble,0.824,0.647,1.0,0.254,0.121,0.374
+Chronos-2,Moirai-2.0,0.824,0.647,1.0,0.136,0.042,0.219
 Chronos-2,Toto-2.0-4m,0.941,0.824,1.0,0.166,0.099,0.233
 Chronos-2,Seasonal Naive,0.941,0.824,1.0,0.47,0.339,0.574
 TabPFN-TS-3,Chronos-2,0.353,0.118,0.588,-0.011,-0.071,0.038
@@ -21,14 +21,14 @@ TabPFN-TS-3,TabPFN-TS,0.529,0.294,0.765,-0.007,-0.032,0.018
 TabPFN-TS-3,FlowState,0.588,0.353,0.824,0.051,-0.05,0.145
 TabPFN-TS-3,TiRex,0.647,0.412,0.882,0.08,0.008,0.159
 TabPFN-TS-3,TimesFM-2.5,0.529,0.294,0.765,0.064,-0.013,0.154
+TabPFN-TS-3,TiRex-2,0.588,0.353,0.824,0.067,0.02,0.113
 TabPFN-TS-3,Toto-2.0-1B,0.647,0.412,0.882,0.116,0.03,0.205
 TabPFN-TS-3,Toto-2.0-2.5B,0.588,0.353,0.824,0.119,0.03,0.215
 TabPFN-TS-3,Toto-2.0-313m,0.647,0.412,0.882,0.12,0.036,0.206
 TabPFN-TS-3,Toto-2.0-22m,0.647,0.412,0.882,0.128,0.049,0.208
 TabPFN-TS-3,Chronos-Bolt,0.765,0.529,0.941,0.084,0.001,0.174
-TabPFN-TS-3,Moirai-2.0,0.824,0.647,1.0,0.126,0.029,0.227
 TabPFN-TS-3,Toto-1.0,0.765,0.588,0.941,0.146,0.056,0.233
-TabPFN-TS-3,Stat. Ensemble,0.824,0.647,1.0,0.245,0.102,0.366
+TabPFN-TS-3,Moirai-2.0,0.824,0.647,1.0,0.126,0.029,0.227
 TabPFN-TS-3,Toto-2.0-4m,0.941,0.824,1.0,0.156,0.077,0.244
 TabPFN-TS-3,Seasonal Naive,0.941,0.824,1.0,0.463,0.345,0.563
 TabPFN-TS,Chronos-2,0.294,0.059,0.529,-0.004,-0.055,0.041
@@ -37,14 +37,14 @@ TabPFN-TS,TabPFN-TS,0.5,0.5,0.5,0.0,0.0,0.0
 TabPFN-TS,FlowState,0.529,0.294,0.765,0.058,-0.051,0.154
 TabPFN-TS,TiRex,0.588,0.353,0.824,0.086,0.006,0.171
 TabPFN-TS,TimesFM-2.5,0.529,0.294,0.765,0.07,-0.02,0.164
+TabPFN-TS,TiRex-2,0.588,0.353,0.824,0.074,0.018,0.127
 TabPFN-TS,Toto-2.0-1B,0.588,0.353,0.824,0.122,0.029,0.214
 TabPFN-TS,Toto-2.0-2.5B,0.588,0.353,0.824,0.125,0.027,0.223
 TabPFN-TS,Toto-2.0-313m,0.588,0.353,0.824,0.127,0.034,0.216
 TabPFN-TS,Toto-2.0-22m,0.647,0.412,0.882,0.134,0.046,0.223
 TabPFN-TS,Chronos-Bolt,0.706,0.471,0.882,0.091,0.001,0.184
-TabPFN-TS,Moirai-2.0,0.706,0.471,0.941,0.132,0.025,0.236
 TabPFN-TS,Toto-1.0,0.706,0.471,0.941,0.152,0.057,0.243
-TabPFN-TS,Stat. Ensemble,0.765,0.529,0.941,0.251,0.112,0.368
+TabPFN-TS,Moirai-2.0,0.706,0.471,0.941,0.132,0.025,0.236
 TabPFN-TS,Toto-2.0-4m,0.882,0.706,1.0,0.162,0.074,0.253
 TabPFN-TS,Seasonal Naive,0.941,0.824,1.0,0.467,0.343,0.569
 FlowState,Chronos-2,0.294,0.118,0.529,-0.066,-0.162,0.032
@@ -53,14 +53,14 @@ FlowState,TabPFN-TS,0.471,0.235,0.706,-0.062,-0.182,0.049
 FlowState,FlowState,0.5,0.5,0.5,0.0,0.0,0.0
 FlowState,TiRex,0.588,0.353,0.824,0.03,-0.018,0.087
 FlowState,TimesFM-2.5,0.588,0.353,0.824,0.013,-0.031,0.055
+FlowState,TiRex-2,0.529,0.294,0.765,0.016,-0.101,0.128
 FlowState,Toto-2.0-1B,0.588,0.353,0.824,0.068,-0.02,0.155
 FlowState,Toto-2.0-2.5B,0.647,0.412,0.882,0.071,-0.021,0.168
 FlowState,Toto-2.0-313m,0.706,0.471,0.882,0.073,-0.013,0.156
 FlowState,Toto-2.0-22m,0.647,0.412,0.882,0.08,0.008,0.153
 FlowState,Chronos-Bolt,0.647,0.412,0.882,0.034,-0.042,0.103
-FlowState,Moirai-2.0,0.706,0.471,0.882,0.079,0.003,0.164
 FlowState,Toto-1.0,0.765,0.588,0.941,0.1,-0.001,0.196
-FlowState,Stat. Ensemble,0.824,0.647,1.0,0.204,0.049,0.347
+FlowState,Moirai-2.0,0.706,0.471,0.882,0.079,0.003,0.164
 FlowState,Toto-2.0-4m,0.706,0.471,0.882,0.111,0.028,0.198
 FlowState,Seasonal Naive,0.941,0.824,1.0,0.434,0.317,0.535
 TiRex,Chronos-2,0.235,0.059,0.413,-0.099,-0.182,-0.03
@@ -69,14 +69,14 @@ TiRex,TabPFN-TS,0.412,0.176,0.647,-0.095,-0.206,-0.006
 TiRex,FlowState,0.412,0.176,0.647,-0.031,-0.095,0.018
 TiRex,TiRex,0.5,0.5,0.5,0.0,0.0,0.0
 TiRex,TimesFM-2.5,0.471,0.235,0.706,-0.018,-0.058,0.013
+TiRex,TiRex-2,0.588,0.353,0.824,-0.014,-0.11,0.062
 TiRex,Toto-2.0-1B,0.588,0.353,0.824,0.039,-0.01,0.087
 TiRex,Toto-2.0-2.5B,0.529,0.294,0.765,0.042,-0.01,0.103
 TiRex,Toto-2.0-313m,0.588,0.353,0.824,0.044,-0.003,0.091
 TiRex,Toto-2.0-22m,0.765,0.529,0.941,0.052,0.017,0.089
 TiRex,Chronos-Bolt,0.765,0.529,0.941,0.004,-0.049,0.05
-TiRex,Moirai-2.0,0.765,0.587,0.941,0.05,-0.016,0.112
 TiRex,Toto-1.0,0.882,0.706,1.0,0.072,0.01,0.134
-TiRex,Stat. Ensemble,0.765,0.529,0.941,0.18,0.039,0.314
+TiRex,Moirai-2.0,0.765,0.587,0.941,0.05,-0.016,0.112
 TiRex,Toto-2.0-4m,0.882,0.706,1.0,0.083,0.043,0.131
 TiRex,Seasonal Naive,0.941,0.824,1.0,0.417,0.297,0.517
 TimesFM-2.5,Chronos-2,0.118,0.0,0.294,-0.08,-0.183,0.013
@@ -85,30 +85,46 @@ TimesFM-2.5,TabPFN-TS,0.471,0.235,0.706,-0.075,-0.197,0.02
 TimesFM-2.5,FlowState,0.412,0.176,0.647,-0.013,-0.059,0.03
 TimesFM-2.5,TiRex,0.529,0.294,0.765,0.018,-0.013,0.055
 TimesFM-2.5,TimesFM-2.5,0.5,0.5,0.5,0.0,0.0,0.0
+TimesFM-2.5,TiRex-2,0.471,0.235,0.706,0.004,-0.105,0.095
 TimesFM-2.5,Toto-2.0-1B,0.588,0.353,0.824,0.056,-0.002,0.13
 TimesFM-2.5,Toto-2.0-2.5B,0.647,0.412,0.882,0.059,-0.007,0.147
 TimesFM-2.5,Toto-2.0-313m,0.647,0.412,0.882,0.061,0.005,0.13
 TimesFM-2.5,Toto-2.0-22m,0.706,0.471,0.884,0.068,0.021,0.127
 TimesFM-2.5,Chronos-Bolt,0.647,0.441,0.853,0.022,-0.021,0.069
-TimesFM-2.5,Moirai-2.0,0.765,0.588,0.941,0.067,0.003,0.131
 TimesFM-2.5,Toto-1.0,0.706,0.529,0.941,0.089,0.008,0.164
-TimesFM-2.5,Stat. Ensemble,0.824,0.647,1.0,0.194,0.052,0.328
+TimesFM-2.5,Moirai-2.0,0.765,0.588,0.941,0.067,0.003,0.131
 TimesFM-2.5,Toto-2.0-4m,0.765,0.588,0.941,0.099,0.039,0.174
 TimesFM-2.5,Seasonal Naive,1.0,1.0,1.0,0.427,0.32,0.524
+TiRex-2,Chronos-2,0.294,0.116,0.529,-0.084,-0.176,-0.021
+TiRex-2,TabPFN-TS-3,0.412,0.176,0.647,-0.072,-0.128,-0.02
+TiRex-2,TabPFN-TS,0.412,0.176,0.647,-0.079,-0.146,-0.018
+TiRex-2,FlowState,0.471,0.235,0.706,-0.017,-0.146,0.092
+TiRex-2,TiRex,0.412,0.176,0.647,0.014,-0.066,0.099
+TiRex-2,TimesFM-2.5,0.529,0.294,0.765,-0.004,-0.105,0.095
+TiRex-2,TiRex-2,0.5,0.5,0.5,0.0,0.0,0.0
+TiRex-2,Toto-2.0-1B,0.529,0.294,0.765,0.053,-0.01,0.127
+TiRex-2,Toto-2.0-2.5B,0.353,0.176,0.588,0.055,-0.021,0.135
+TiRex-2,Toto-2.0-313m,0.471,0.235,0.706,0.057,-0.009,0.131
+TiRex-2,Toto-2.0-22m,0.588,0.353,0.824,0.065,0.005,0.137
+TiRex-2,Chronos-Bolt,0.647,0.412,0.882,0.018,-0.09,0.12
+TiRex-2,Toto-1.0,0.765,0.587,0.941,0.085,-0.007,0.169
+TiRex-2,Moirai-2.0,0.824,0.647,1.0,0.063,-0.049,0.164
+TiRex-2,Toto-2.0-4m,0.882,0.706,1.0,0.096,0.027,0.172
+TiRex-2,Seasonal Naive,0.941,0.824,1.0,0.425,0.292,0.529
 Toto-2.0-1B,Chronos-2,0.235,0.059,0.471,-0.145,-0.246,-0.06
 Toto-2.0-1B,TabPFN-TS-3,0.353,0.118,0.588,-0.132,-0.258,-0.031
 Toto-2.0-1B,TabPFN-TS,0.412,0.176,0.647,-0.14,-0.273,-0.03
 Toto-2.0-1B,FlowState,0.412,0.176,0.647,-0.073,-0.183,0.02
 Toto-2.0-1B,TiRex,0.412,0.176,0.647,-0.041,-0.096,0.01
 Toto-2.0-1B,TimesFM-2.5,0.412,0.176,0.647,-0.06,-0.15,0.002
+Toto-2.0-1B,TiRex-2,0.471,0.235,0.706,-0.056,-0.145,0.01
 Toto-2.0-1B,Toto-2.0-1B,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-2.0-1B,Toto-2.0-2.5B,0.471,0.235,0.706,0.003,-0.023,0.027
 Toto-2.0-1B,Toto-2.0-313m,0.588,0.353,0.824,0.005,-0.009,0.017
 Toto-2.0-1B,Toto-2.0-22m,0.647,0.412,0.882,0.013,-0.015,0.036
 Toto-2.0-1B,Chronos-Bolt,0.647,0.412,0.882,-0.036,-0.132,0.037
-Toto-2.0-1B,Moirai-2.0,0.706,0.471,0.941,0.011,-0.093,0.093
 Toto-2.0-1B,Toto-1.0,0.647,0.412,0.882,0.034,-0.047,0.11
-Toto-2.0-1B,Stat. Ensemble,0.706,0.471,0.941,0.146,-0.024,0.298
+Toto-2.0-1B,Moirai-2.0,0.706,0.471,0.941,0.011,-0.093,0.093
 Toto-2.0-1B,Toto-2.0-4m,0.824,0.647,1.0,0.045,0.003,0.081
 Toto-2.0-1B,Seasonal Naive,0.941,0.824,1.0,0.393,0.249,0.509
 Toto-2.0-2.5B,Chronos-2,0.235,0.059,0.413,-0.147,-0.251,-0.061
@@ -117,14 +133,14 @@ Toto-2.0-2.5B,TabPFN-TS,0.412,0.176,0.647,-0.142,-0.286,-0.028
 Toto-2.0-2.5B,FlowState,0.353,0.118,0.588,-0.076,-0.202,0.02
 Toto-2.0-2.5B,TiRex,0.471,0.235,0.706,-0.044,-0.114,0.01
 Toto-2.0-2.5B,TimesFM-2.5,0.353,0.118,0.588,-0.062,-0.172,0.007
+Toto-2.0-2.5B,TiRex-2,0.647,0.412,0.824,-0.058,-0.156,0.021
 Toto-2.0-2.5B,Toto-2.0-1B,0.529,0.294,0.765,-0.003,-0.027,0.022
 Toto-2.0-2.5B,Toto-2.0-2.5B,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-2.0-2.5B,Toto-2.0-313m,0.647,0.412,0.882,0.002,-0.032,0.036
 Toto-2.0-2.5B,Toto-2.0-22m,0.647,0.412,0.882,0.01,-0.033,0.049
 Toto-2.0-2.5B,Chronos-Bolt,0.529,0.294,0.765,-0.039,-0.146,0.037
-Toto-2.0-2.5B,Moirai-2.0,0.647,0.412,0.882,0.009,-0.106,0.094
 Toto-2.0-2.5B,Toto-1.0,0.588,0.353,0.824,0.032,-0.051,0.109
-Toto-2.0-2.5B,Stat. Ensemble,0.647,0.412,0.882,0.144,-0.022,0.299
+Toto-2.0-2.5B,Moirai-2.0,0.647,0.412,0.882,0.009,-0.106,0.094
 Toto-2.0-2.5B,Toto-2.0-4m,0.706,0.471,0.941,0.043,0.002,0.08
 Toto-2.0-2.5B,Seasonal Naive,0.941,0.824,1.0,0.391,0.24,0.508
 Toto-2.0-313m,Chronos-2,0.118,0.0,0.294,-0.15,-0.253,-0.062
@@ -133,14 +149,14 @@ Toto-2.0-313m,TabPFN-TS,0.412,0.176,0.647,-0.145,-0.275,-0.036
 Toto-2.0-313m,FlowState,0.294,0.118,0.529,-0.078,-0.185,0.013
 Toto-2.0-313m,TiRex,0.412,0.176,0.647,-0.046,-0.1,0.003
 Toto-2.0-313m,TimesFM-2.5,0.353,0.118,0.588,-0.065,-0.15,-0.005
+Toto-2.0-313m,TiRex-2,0.529,0.294,0.765,-0.061,-0.151,0.009
 Toto-2.0-313m,Toto-2.0-1B,0.412,0.176,0.647,-0.005,-0.017,0.009
 Toto-2.0-313m,Toto-2.0-2.5B,0.353,0.118,0.588,-0.002,-0.038,0.031
 Toto-2.0-313m,Toto-2.0-313m,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-2.0-313m,Toto-2.0-22m,0.529,0.294,0.765,0.008,-0.016,0.031
 Toto-2.0-313m,Chronos-Bolt,0.647,0.412,0.882,-0.041,-0.13,0.029
-Toto-2.0-313m,Moirai-2.0,0.706,0.471,0.941,0.007,-0.1,0.093
 Toto-2.0-313m,Toto-1.0,0.647,0.412,0.882,0.03,-0.057,0.109
-Toto-2.0-313m,Stat. Ensemble,0.765,0.529,0.941,0.142,-0.034,0.295
+Toto-2.0-313m,Moirai-2.0,0.706,0.471,0.941,0.007,-0.1,0.093
 Toto-2.0-313m,Toto-2.0-4m,0.882,0.706,1.0,0.041,-0.008,0.082
 Toto-2.0-313m,Seasonal Naive,0.941,0.824,1.0,0.39,0.252,0.503
 Toto-2.0-22m,Chronos-2,0.176,0.0,0.353,-0.159,-0.264,-0.072
@@ -149,14 +165,14 @@ Toto-2.0-22m,TabPFN-TS,0.353,0.118,0.588,-0.154,-0.287,-0.048
 Toto-2.0-22m,FlowState,0.353,0.118,0.588,-0.087,-0.181,-0.008
 Toto-2.0-22m,TiRex,0.235,0.059,0.471,-0.055,-0.098,-0.017
 Toto-2.0-22m,TimesFM-2.5,0.294,0.116,0.529,-0.074,-0.146,-0.022
+Toto-2.0-22m,TiRex-2,0.412,0.176,0.647,-0.069,-0.158,-0.005
 Toto-2.0-22m,Toto-2.0-1B,0.353,0.118,0.588,-0.013,-0.037,0.015
 Toto-2.0-22m,Toto-2.0-2.5B,0.353,0.118,0.588,-0.01,-0.051,0.032
 Toto-2.0-22m,Toto-2.0-313m,0.471,0.235,0.706,-0.008,-0.032,0.016
 Toto-2.0-22m,Toto-2.0-22m,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-2.0-22m,Chronos-Bolt,0.529,0.294,0.765,-0.05,-0.129,0.015
-Toto-2.0-22m,Moirai-2.0,0.706,0.529,0.882,-0.002,-0.095,0.073
 Toto-2.0-22m,Toto-1.0,0.647,0.412,0.882,0.022,-0.052,0.093
-Toto-2.0-22m,Stat. Ensemble,0.765,0.529,0.941,0.135,-0.027,0.282
+Toto-2.0-22m,Moirai-2.0,0.706,0.529,0.882,-0.002,-0.095,0.073
 Toto-2.0-22m,Toto-2.0-4m,0.824,0.647,1.0,0.033,-0.008,0.065
 Toto-2.0-22m,Seasonal Naive,0.941,0.824,1.0,0.385,0.254,0.492
 Chronos-Bolt,Chronos-2,0.176,0.0,0.353,-0.104,-0.205,-0.007
@@ -165,78 +181,62 @@ Chronos-Bolt,TabPFN-TS,0.294,0.118,0.529,-0.1,-0.225,-0.001
 Chronos-Bolt,FlowState,0.353,0.118,0.588,-0.036,-0.115,0.04
 Chronos-Bolt,TiRex,0.235,0.059,0.471,-0.004,-0.052,0.047
 Chronos-Bolt,TimesFM-2.5,0.353,0.147,0.559,-0.022,-0.074,0.02
+Chronos-Bolt,TiRex-2,0.353,0.118,0.588,-0.019,-0.136,0.082
 Chronos-Bolt,Toto-2.0-1B,0.353,0.118,0.588,0.035,-0.038,0.117
 Chronos-Bolt,Toto-2.0-2.5B,0.471,0.235,0.706,0.038,-0.038,0.127
 Chronos-Bolt,Toto-2.0-313m,0.353,0.118,0.588,0.04,-0.03,0.115
 Chronos-Bolt,Toto-2.0-22m,0.471,0.235,0.706,0.048,-0.016,0.114
 Chronos-Bolt,Chronos-Bolt,0.5,0.5,0.5,0.0,0.0,0.0
-Chronos-Bolt,Moirai-2.0,0.647,0.412,0.853,0.046,-0.017,0.122
 Chronos-Bolt,Toto-1.0,0.647,0.412,0.882,0.068,0.003,0.137
-Chronos-Bolt,Stat. Ensemble,0.765,0.529,0.941,0.176,0.046,0.302
+Chronos-Bolt,Moirai-2.0,0.647,0.412,0.853,0.046,-0.017,0.122
 Chronos-Bolt,Toto-2.0-4m,0.765,0.529,0.941,0.079,0.02,0.154
 Chronos-Bolt,Seasonal Naive,1.0,1.0,1.0,0.414,0.309,0.505
-Moirai-2.0,Chronos-2,0.176,0.0,0.353,-0.157,-0.28,-0.043
-Moirai-2.0,TabPFN-TS-3,0.176,0.0,0.353,-0.144,-0.293,-0.03
-Moirai-2.0,TabPFN-TS,0.294,0.059,0.529,-0.152,-0.31,-0.026
-Moirai-2.0,FlowState,0.294,0.118,0.529,-0.085,-0.196,-0.003
-Moirai-2.0,TiRex,0.235,0.059,0.413,-0.053,-0.127,0.016
-Moirai-2.0,TimesFM-2.5,0.235,0.059,0.412,-0.072,-0.15,-0.003
-Moirai-2.0,Toto-2.0-1B,0.294,0.059,0.529,-0.011,-0.103,0.085
-Moirai-2.0,Toto-2.0-2.5B,0.353,0.118,0.588,-0.009,-0.104,0.095
-Moirai-2.0,Toto-2.0-313m,0.294,0.059,0.529,-0.007,-0.103,0.091
-Moirai-2.0,Toto-2.0-22m,0.294,0.118,0.471,0.002,-0.079,0.087
-Moirai-2.0,Chronos-Bolt,0.353,0.147,0.588,-0.048,-0.139,0.017
-Moirai-2.0,Moirai-2.0,0.5,0.5,0.5,0.0,0.0,0.0
-Moirai-2.0,Toto-1.0,0.647,0.412,0.824,0.023,-0.038,0.079
-Moirai-2.0,Stat. Ensemble,0.706,0.471,0.882,0.136,0.007,0.263
-Moirai-2.0,Toto-2.0-4m,0.588,0.353,0.824,0.035,-0.031,0.11
-Moirai-2.0,Seasonal Naive,0.882,0.706,1.0,0.386,0.258,0.495
 Toto-1.0,Chronos-2,0.235,0.059,0.412,-0.185,-0.298,-0.091
 Toto-1.0,TabPFN-TS-3,0.235,0.059,0.412,-0.172,-0.304,-0.059
 Toto-1.0,TabPFN-TS,0.294,0.059,0.529,-0.18,-0.321,-0.06
 Toto-1.0,FlowState,0.235,0.059,0.412,-0.111,-0.244,0.001
 Toto-1.0,TiRex,0.118,0.0,0.294,-0.078,-0.154,-0.01
 Toto-1.0,TimesFM-2.5,0.294,0.059,0.471,-0.097,-0.196,-0.008
+Toto-1.0,TiRex-2,0.235,0.059,0.413,-0.093,-0.203,0.007
 Toto-1.0,Toto-2.0-1B,0.353,0.118,0.588,-0.035,-0.124,0.045
 Toto-1.0,Toto-2.0-2.5B,0.412,0.176,0.647,-0.033,-0.122,0.049
 Toto-1.0,Toto-2.0-313m,0.353,0.118,0.588,-0.03,-0.123,0.054
 Toto-1.0,Toto-2.0-22m,0.353,0.118,0.588,-0.022,-0.102,0.049
 Toto-1.0,Chronos-Bolt,0.353,0.118,0.588,-0.073,-0.159,-0.003
-Toto-1.0,Moirai-2.0,0.353,0.176,0.588,-0.024,-0.085,0.036
 Toto-1.0,Toto-1.0,0.5,0.5,0.5,0.0,0.0,0.0
-Toto-1.0,Stat. Ensemble,0.647,0.412,0.882,0.116,0.012,0.226
+Toto-1.0,Moirai-2.0,0.353,0.176,0.588,-0.024,-0.085,0.036
 Toto-1.0,Toto-2.0-4m,0.529,0.294,0.765,0.012,-0.045,0.063
 Toto-1.0,Seasonal Naive,0.941,0.824,1.0,0.371,0.247,0.476
-Stat. Ensemble,Chronos-2,0.176,0.0,0.353,-0.34,-0.597,-0.138
-Stat. Ensemble,TabPFN-TS-3,0.176,0.0,0.353,-0.325,-0.577,-0.114
-Stat. Ensemble,TabPFN-TS,0.235,0.059,0.471,-0.334,-0.582,-0.126
-Stat. Ensemble,FlowState,0.176,0.0,0.353,-0.257,-0.532,-0.051
-Stat. Ensemble,TiRex,0.235,0.059,0.471,-0.219,-0.459,-0.041
-Stat. Ensemble,TimesFM-2.5,0.176,0.0,0.353,-0.241,-0.488,-0.055
-Stat. Ensemble,Toto-2.0-1B,0.294,0.059,0.529,-0.171,-0.425,0.023
-Stat. Ensemble,Toto-2.0-2.5B,0.353,0.118,0.588,-0.168,-0.426,0.021
-Stat. Ensemble,Toto-2.0-313m,0.235,0.059,0.471,-0.165,-0.418,0.033
-Stat. Ensemble,Toto-2.0-22m,0.235,0.059,0.471,-0.156,-0.392,0.026
-Stat. Ensemble,Chronos-Bolt,0.235,0.059,0.471,-0.214,-0.433,-0.048
-Stat. Ensemble,Moirai-2.0,0.294,0.118,0.529,-0.158,-0.358,-0.007
-Stat. Ensemble,Toto-1.0,0.353,0.118,0.588,-0.131,-0.292,-0.012
-Stat. Ensemble,Stat. Ensemble,0.5,0.5,0.5,0.0,0.0,0.0
-Stat. Ensemble,Toto-2.0-4m,0.412,0.176,0.647,-0.118,-0.334,0.039
-Stat. Ensemble,Seasonal Naive,0.941,0.824,1.0,0.289,0.169,0.395
+Moirai-2.0,Chronos-2,0.176,0.0,0.353,-0.157,-0.28,-0.043
+Moirai-2.0,TabPFN-TS-3,0.176,0.0,0.353,-0.144,-0.293,-0.03
+Moirai-2.0,TabPFN-TS,0.294,0.059,0.529,-0.152,-0.31,-0.026
+Moirai-2.0,FlowState,0.294,0.118,0.529,-0.085,-0.196,-0.003
+Moirai-2.0,TiRex,0.235,0.059,0.413,-0.053,-0.127,0.016
+Moirai-2.0,TimesFM-2.5,0.235,0.059,0.412,-0.072,-0.15,-0.003
+Moirai-2.0,TiRex-2,0.176,0.0,0.353,-0.068,-0.197,0.047
+Moirai-2.0,Toto-2.0-1B,0.294,0.059,0.529,-0.011,-0.103,0.085
+Moirai-2.0,Toto-2.0-2.5B,0.353,0.118,0.588,-0.009,-0.104,0.095
+Moirai-2.0,Toto-2.0-313m,0.294,0.059,0.529,-0.007,-0.103,0.091
+Moirai-2.0,Toto-2.0-22m,0.294,0.118,0.471,0.002,-0.079,0.087
+Moirai-2.0,Chronos-Bolt,0.353,0.147,0.588,-0.048,-0.139,0.017
+Moirai-2.0,Toto-1.0,0.647,0.412,0.824,0.023,-0.038,0.079
+Moirai-2.0,Moirai-2.0,0.5,0.5,0.5,0.0,0.0,0.0
+Moirai-2.0,Toto-2.0-4m,0.588,0.353,0.824,0.035,-0.031,0.11
+Moirai-2.0,Seasonal Naive,0.882,0.706,1.0,0.386,0.258,0.495
 Toto-2.0-4m,Chronos-2,0.059,0.0,0.176,-0.199,-0.304,-0.11
 Toto-2.0-4m,TabPFN-TS-3,0.059,0.0,0.176,-0.186,-0.323,-0.083
 Toto-2.0-4m,TabPFN-TS,0.118,0.0,0.294,-0.194,-0.338,-0.08
 Toto-2.0-4m,FlowState,0.294,0.118,0.529,-0.124,-0.247,-0.029
 Toto-2.0-4m,TiRex,0.118,0.0,0.294,-0.091,-0.151,-0.045
 Toto-2.0-4m,TimesFM-2.5,0.235,0.059,0.412,-0.11,-0.211,-0.041
+Toto-2.0-4m,TiRex-2,0.118,0.0,0.294,-0.106,-0.208,-0.027
 Toto-2.0-4m,Toto-2.0-1B,0.176,0.0,0.353,-0.048,-0.088,-0.003
 Toto-2.0-4m,Toto-2.0-2.5B,0.294,0.059,0.529,-0.045,-0.086,-0.002
 Toto-2.0-4m,Toto-2.0-313m,0.118,0.0,0.294,-0.043,-0.089,0.008
 Toto-2.0-4m,Toto-2.0-22m,0.176,0.0,0.353,-0.034,-0.07,0.008
 Toto-2.0-4m,Chronos-Bolt,0.235,0.059,0.471,-0.086,-0.182,-0.021
-Toto-2.0-4m,Moirai-2.0,0.412,0.176,0.647,-0.036,-0.124,0.03
 Toto-2.0-4m,Toto-1.0,0.471,0.235,0.706,-0.012,-0.067,0.043
-Toto-2.0-4m,Stat. Ensemble,0.588,0.353,0.824,0.105,-0.041,0.25
+Toto-2.0-4m,Moirai-2.0,0.412,0.176,0.647,-0.036,-0.124,0.03
 Toto-2.0-4m,Toto-2.0-4m,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-2.0-4m,Seasonal Naive,0.941,0.824,1.0,0.364,0.222,0.478
 Seasonal Naive,Chronos-2,0.059,0.0,0.176,-0.885,-1.345,-0.512
@@ -245,13 +245,13 @@ Seasonal Naive,TabPFN-TS,0.059,0.0,0.176,-0.877,-1.323,-0.523
 Seasonal Naive,FlowState,0.059,0.0,0.176,-0.768,-1.152,-0.464
 Seasonal Naive,TiRex,0.059,0.0,0.176,-0.715,-1.069,-0.423
 Seasonal Naive,TimesFM-2.5,0.0,0.0,0.0,-0.745,-1.103,-0.471
+Seasonal Naive,TiRex-2,0.059,0.0,0.176,-0.739,-1.124,-0.413
 Seasonal Naive,Toto-2.0-1B,0.059,0.0,0.176,-0.647,-1.038,-0.331
 Seasonal Naive,Toto-2.0-2.5B,0.059,0.0,0.176,-0.643,-1.034,-0.316
 Seasonal Naive,Toto-2.0-313m,0.059,0.0,0.176,-0.639,-1.01,-0.337
 Seasonal Naive,Toto-2.0-22m,0.059,0.0,0.176,-0.626,-0.97,-0.341
 Seasonal Naive,Chronos-Bolt,0.0,0.0,0.0,-0.707,-1.02,-0.448
-Seasonal Naive,Moirai-2.0,0.118,0.0,0.294,-0.629,-0.978,-0.347
 Seasonal Naive,Toto-1.0,0.059,0.0,0.176,-0.591,-0.907,-0.328
-Seasonal Naive,Stat. Ensemble,0.059,0.0,0.176,-0.407,-0.653,-0.204
+Seasonal Naive,Moirai-2.0,0.118,0.0,0.294,-0.629,-0.978,-0.347
 Seasonal Naive,Toto-2.0-4m,0.059,0.0,0.176,-0.572,-0.916,-0.285
 Seasonal Naive,Seasonal Naive,0.5,0.5,0.5,0.0,0.0,0.0
diff --git a/tables/full/leaderboard_MASE.csv b/tables/full/leaderboard_MASE.csv
index 8230bfe539dc6c6d4f53938d66f6b9e211279ad5..fce42afb3630c9e3890dca1bf197047bd4ccfc5f 100644
--- a/tables/full/leaderboard_MASE.csv
+++ b/tables/full/leaderboard_MASE.csv
@@ -1,28 +1,29 @@
 model_name,win_rate,skill_score,median_training_time_s_per100,median_inference_time_s_per100,training_corpus_overlap,num_failures
-Chronos-2,81.84615384615384,35.49604805949068,0.0,0.8384894105803439,0.0,0.0
-Toto-2.0-2.5B,78.42307692307693,32.5393249088468,0.0,5.5801265210361946,0.0,0.0
-Toto-2.0-1B,78.23076923076921,32.387834625003144,0.0,2.475109659013122,0.0,0.0
-Toto-2.0-313m,76.11538461538463,32.103467905355906,0.0,1.0593594651694915,0.0,0.0
-TiRex,70.07692307692307,30.012261653781213,0.0,0.2359843339123377,0.01,0.0
-Toto-2.0-22m,69.19230769230768,30.608733044317482,0.0,0.25098008629032265,0.0,0.0
-TimesFM-2.5,68.8846153846154,30.19759066683737,0.0,1.8671567464010987,0.1,0.0
-TabPFN-TS-3,64.15384615384615,30.56231268455708,0.0,234.61960928093293,0.0,0.0
-FlowState,64.03846153846155,27.82962523446033,0.0,2.2905174308058607,0.08,0.0
-Toto-1.0,58.96153846153847,28.232968102451405,0.0,22.346385231789775,0.08,0.0
-TabPFN-TS,57.59615384615384,29.834438056726754,0.0,109.39077603146256,0.0,1.0
-Toto-2.0-4m,57.1923076923077,28.03661927932215,0.0,0.20414014627496163,0.0,0.0
-Moirai-2.0,54.99999999999999,27.22464946284655,0.0,0.3505868739583333,0.28,0.0
-Chronos-Bolt,53.730769230769226,26.515147822937145,0.0,0.2591069257022472,0.0,0.0
-CatBoost,46.65384615384615,23.692356407414938,29.020609001294645,0.3115067528679542,0.0,0.0
-Sundial-Base,46.307692307692314,24.74621402790721,0.0,8.007535389309524,0.01,0.0
-LightGBM,43.884615384615394,21.69219430463617,2.7159582672916667,0.26891816055555556,0.0,0.0
-Stat. Ensemble,41.03846153846155,16.442674540572565,0.0,146.93844335857145,0.0,4.0
-TFT,39.09615384615385,20.478801720010832,826.2018371833469,0.9896603560532408,0.0,0.0
-PatchTST,34.96153846153845,18.365235176937922,661.400328723922,0.7071791652104592,0.0,0.0
-DeepAR,32.63461538461539,17.520543454298565,1112.217865039643,1.2569051967857143,0.0,3.0
-AutoARIMA,29.923076923076923,11.626047486251256,0.0,20.138106313280627,0.0,4.0
-AutoETS,29.211538461538467,2.258981624201861,0.0,3.4848644275,0.0,3.0
-AutoTheta,28.000000000000004,10.988470150572827,0.0,3.2843981888916667,0.0,0.0
-Seasonal Naive,16.65384615384615,0.0,0.0,0.4757037275,0.0,0.0
-Naive,15.03846153846154,-16.673948829260542,0.0,0.47363605499999994,0.0,0.0
-Drift,13.153846153846155,-18.139203863942367,0.0,0.45445001263888885,0.0,0.0
+Chronos-2,80.88888888888889,35.49604805949068,0.0,0.8384894105803439,0.0,0.0
+Toto-2.0-2.5B,77.55555555555554,32.5393249088468,0.0,5.5801265210361946,0.0,0.0
+Toto-2.0-1B,77.48148148148147,32.387834625003144,0.0,2.475109659013122,0.0,0.0
+TiRex-2,76.92592592592591,33.74349114336882,0.0,0.2732166898999398,0.0,0.0
+Toto-2.0-313m,75.1851851851852,32.103467905355906,0.0,1.0593594651694915,0.0,0.0
+TiRex,68.5185185185185,30.012261653781213,0.0,0.2359843339123377,0.01,0.0
+Toto-2.0-22m,68.18518518518518,30.608733044317482,0.0,0.25098008629032265,0.0,0.0
+TimesFM-2.5,67.70370370370371,30.19759066683737,0.0,1.8671567464010987,0.1,0.0
+TabPFN-TS-3,63.03703703703704,30.56231268455708,0.0,234.61960928093293,0.0,0.0
+FlowState,62.814814814814824,27.82962523446033,0.0,2.2905174308058607,0.08,0.0
+Toto-1.0,57.88888888888889,28.232968102451405,0.0,22.346385231789775,0.08,0.0
+TabPFN-TS,56.46296296296296,29.834438056726754,0.0,109.39077603146256,0.0,1.0
+Toto-2.0-4m,56.074074074074076,28.03661927932215,0.0,0.20414014627496163,0.0,0.0
+Moirai-2.0,53.629629629629626,27.22464946284655,0.0,0.3505868739583333,0.28,0.0
+Chronos-Bolt,52.407407407407405,26.515147822937145,0.0,0.2591069257022472,0.0,0.0
+CatBoost,45.59259259259259,23.692356407414938,29.020609001294645,0.3115067528679542,0.0,0.0
+Sundial-Base,45.11111111111111,24.74621402790721,0.0,8.007535389309524,0.01,0.0
+LightGBM,42.88888888888889,21.69219430463617,2.7159582672916667,0.26891816055555556,0.0,0.0
+Stat. Ensemble,39.96296296296297,16.442674540572565,0.0,146.93844335857145,0.0,4.0
+TFT,38.0925925925926,20.478801720010832,826.2018371833469,0.9896603560532408,0.0,0.0
+PatchTST,33.925925925925924,18.365235176937922,661.400328723922,0.7071791652104592,0.0,0.0
+DeepAR,31.685185185185183,17.520543454298565,1112.217865039643,1.2569051967857143,0.0,3.0
+AutoARIMA,28.999999999999996,11.626047486251256,0.0,20.138106313280627,0.0,4.0
+AutoETS,28.462962962962962,2.258981624201861,0.0,3.4848644275,0.0,3.0
+AutoTheta,27.0,10.988470150572827,0.0,3.2843981888916667,0.0,0.0
+Seasonal Naive,16.14814814814814,0.0,0.0,0.4757037275,0.0,0.0
+Naive,14.629629629629632,-16.673948829260542,0.0,0.47363605499999994,0.0,0.0
+Drift,12.74074074074074,-18.139203863942367,0.0,0.45445001263888885,0.0,0.0
diff --git a/tables/full/leaderboard_SQL.csv b/tables/full/leaderboard_SQL.csv
index a024136a2f3c1ed613527b1eeb3eef8f1d5233e4..7875e4833e946fd80087b43efaef1c62dc384859 100644
--- a/tables/full/leaderboard_SQL.csv
+++ b/tables/full/leaderboard_SQL.csv
@@ -1,28 +1,29 @@
 model_name,win_rate,skill_score,median_training_time_s_per100,median_inference_time_s_per100,training_corpus_overlap,num_failures
-Chronos-2,85.46153846153845,47.28056092394619,0.0,0.8384894105803439,0.0,0.0
-Toto-2.0-2.5B,81.46153846153847,44.42079033843436,0.0,5.5801265210361946,0.0,0.0
-Toto-2.0-1B,80.92307692307692,44.43401764205588,0.0,2.475109659013122,0.0,0.0
-Toto-2.0-313m,78.92307692307692,44.2259025848964,0.0,1.0593594651694915,0.0,0.0
-TiRex,75.3846153846154,42.57610771086986,0.0,0.2359843339123377,0.01,0.0
-Toto-2.0-22m,72.6923076923077,42.906973730643784,0.0,0.25098008629032265,0.0,0.0
-TimesFM-2.5,71.5,42.20062123896394,0.0,1.8671567464010987,0.1,0.0
-TabPFN-TS-3,67.26923076923079,43.14992977468493,0.0,234.61960928093293,0.0,0.0
-FlowState,65.46153846153845,39.910953970691175,0.0,2.2905174308058607,0.08,0.0
-Toto-1.0,62.92307692307693,40.75545607156532,0.0,22.346385231789775,0.08,0.0
-Toto-2.0-4m,61.92307692307691,40.711208003360944,0.0,0.20414014627496163,0.0,0.0
-TabPFN-TS,61.63461538461538,41.48655788811914,0.0,109.39077603146256,0.0,1.0
-Moirai-2.0,58.23076923076923,39.3137408355856,0.0,0.3505868739583333,0.28,0.0
-Chronos-Bolt,57.65384615384615,38.89296155238764,0.0,0.2591069257022472,0.0,0.0
-TFT,43.34615384615385,32.179160778195325,826.2018371833469,0.9896603560532408,0.0,0.0
-Sundial-Base,39.57692307692307,33.42287700575167,0.0,8.007535389309524,0.01,0.0
-Stat. Ensemble,38.153846153846146,20.65501241734049,0.0,146.93844335857145,0.0,4.0
-PatchTST,37.99999999999999,30.08894584013384,661.400328723922,0.7071791652104592,0.0,0.0
-DeepAR,36.86538461538461,29.083502888132696,1112.217865039643,1.2569051967857143,0.0,3.0
-AutoARIMA,33.57692307692309,21.30413459295425,0.0,20.138106313280627,0.0,4.0
-CatBoost,28.115384615384613,22.997503309584754,29.020609001294645,0.3115067528679542,0.0,0.0
-AutoETS,27.98076923076923,-26.81852698010143,0.0,3.4848644275,0.0,3.0
-LightGBM,26.115384615384617,20.97912784353272,2.7159582672916667,0.26891816055555556,0.0,0.0
-AutoTheta,22.76923076923077,5.457380346204543,0.0,3.2843981888916667,0.0,0.0
-Seasonal Naive,15.576923076923077,0.0,0.0,0.4757037275,0.0,0.0
-Naive,10.01923076923077,-45.39898892506442,0.0,0.47363605499999994,0.0,0.0
-Drift,8.46153846153846,-45.77585382275593,0.0,0.45445001263888885,0.0,0.0
+Chronos-2,84.11111111111111,47.28056092394619,0.0,0.8384894105803439,0.0,0.0
+TiRex-2,80.96296296296296,45.49902087737486,0.0,0.2732166898999398,0.0,0.0
+Toto-2.0-2.5B,80.48148148148148,44.42079033843436,0.0,5.5801265210361946,0.0,0.0
+Toto-2.0-1B,79.74074074074075,44.43401764205588,0.0,2.475109659013122,0.0,0.0
+Toto-2.0-313m,77.85185185185185,44.2259025848964,0.0,1.0593594651694915,0.0,0.0
+TiRex,73.70370370370371,42.57610771086986,0.0,0.2359843339123377,0.01,0.0
+Toto-2.0-22m,71.48148148148147,42.906973730643784,0.0,0.25098008629032265,0.0,0.0
+TimesFM-2.5,70.14814814814815,42.20062123896394,0.0,1.8671567464010987,0.1,0.0
+TabPFN-TS-3,65.77777777777779,43.14992977468493,0.0,234.61960928093293,0.0,0.0
+FlowState,64.0,39.910953970691175,0.0,2.2905174308058607,0.08,0.0
+Toto-1.0,61.629629629629626,40.75545607156532,0.0,22.346385231789775,0.08,0.0
+Toto-2.0-4m,60.48148148148148,40.711208003360944,0.0,0.20414014627496163,0.0,0.0
+TabPFN-TS,60.27777777777777,41.48655788811914,0.0,109.39077603146256,0.0,1.0
+Moirai-2.0,56.62962962962963,39.3137408355856,0.0,0.3505868739583333,0.28,0.0
+Chronos-Bolt,56.00000000000001,38.89296155238764,0.0,0.2591069257022472,0.0,0.0
+TFT,42.18518518518518,32.179160778195325,826.2018371833469,0.9896603560532408,0.0,0.0
+Sundial-Base,38.33333333333333,33.42287700575167,0.0,8.007535389309524,0.01,0.0
+Stat. Ensemble,36.99999999999999,20.65501241734049,0.0,146.93844335857145,0.0,4.0
+PatchTST,36.77777777777778,30.08894584013384,661.400328723922,0.7071791652104592,0.0,0.0
+DeepAR,35.64814814814814,29.083502888132696,1112.217865039643,1.2569051967857143,0.0,3.0
+AutoARIMA,32.481481481481495,21.30413459295425,0.0,20.138106313280627,0.0,4.0
+AutoETS,27.12962962962963,-26.81852698010143,0.0,3.4848644275,0.0,3.0
+CatBoost,27.111111111111114,22.997503309584754,29.020609001294645,0.3115067528679542,0.0,0.0
+LightGBM,25.222222222222218,20.97912784353272,2.7159582672916667,0.26891816055555556,0.0,0.0
+AutoTheta,22.0,5.457380346204543,0.0,3.2843981888916667,0.0,0.0
+Seasonal Naive,15.0,0.0,0.0,0.4757037275,0.0,0.0
+Naive,9.648148148148145,-45.39898892506442,0.0,0.47363605499999994,0.0,0.0
+Drift,8.185185185185183,-45.77585382275593,0.0,0.45445001263888885,0.0,0.0
diff --git a/tables/full/leaderboard_WAPE.csv b/tables/full/leaderboard_WAPE.csv
index b2c871c137dfeca383ea902f9e745e3ccb6873b0..279fecbe8a28427ed74d993b1e00d54f735eec48 100644
--- a/tables/full/leaderboard_WAPE.csv
+++ b/tables/full/leaderboard_WAPE.csv
@@ -1,28 +1,29 @@
 model_name,win_rate,skill_score,median_training_time_s_per100,median_inference_time_s_per100,training_corpus_overlap,num_failures
-Toto-2.0-2.5B,80.19230769230768,36.655476599492175,0.0,5.5801265210361946,0.0,0.0
-Toto-2.0-1B,80.11538461538461,36.5373020731926,0.0,2.475109659013122,0.0,0.0
-Chronos-2,79.38461538461539,39.409805837073975,0.0,0.8384894105803439,0.0,0.0
-Toto-2.0-313m,77.88461538461539,36.18019120000263,0.0,1.0593594651694915,0.0,0.0
-Toto-2.0-22m,69.6923076923077,34.552959974412325,0.0,0.25098008629032265,0.0,0.0
-TimesFM-2.5,68.53846153846155,33.71926320465137,0.0,1.8671567464010987,0.1,0.0
-TiRex,68.1923076923077,33.56017085610355,0.0,0.2359843339123377,0.01,0.0
-TabPFN-TS-3,66.73076923076923,35.88702911767603,0.0,234.61960928093293,0.0,0.0
-FlowState,62.115384615384606,33.12206767654865,0.0,2.2905174308058607,0.08,0.0
-TabPFN-TS,61.40384615384615,34.85338837192187,0.0,109.39077603146256,0.0,1.0
-Toto-1.0,59.269230769230774,31.521347579266624,0.0,22.346385231789775,0.08,0.0
-Toto-2.0-4m,55.57692307692308,31.003497455653605,0.0,0.20414014627496163,0.0,0.0
-Moirai-2.0,55.307692307692314,30.623849383137735,0.0,0.3505868739583333,0.28,0.0
-Chronos-Bolt,53.38461538461539,29.7700644245001,0.0,0.2591069257022472,0.0,0.0
-Sundial-Base,44.61538461538462,27.263435635951726,0.0,8.007535389309524,0.01,0.0
-CatBoost,43.88461538461538,25.513623085529268,29.020609001294645,0.3115067528679542,0.0,0.0
-LightGBM,42.61538461538461,23.22107212878407,2.7159582672916667,0.26891816055555556,0.0,0.0
-Stat. Ensemble,39.84615384615384,19.45356301921389,0.0,146.93844335857145,0.0,4.0
-TFT,39.82692307692307,22.701418498964355,826.2018371833469,0.9896603560532408,0.0,0.0
-PatchTST,35.76923076923077,21.454006198599707,661.400328723922,0.7071791652104592,0.0,0.0
-DeepAR,32.28846153846154,20.00208736844964,1112.217865039643,1.2569051967857143,0.0,3.0
-AutoETS,29.596153846153843,4.328689696857202,0.0,3.4848644275,0.0,3.0
-AutoARIMA,29.115384615384617,13.59923382668422,0.0,20.138106313280627,0.0,4.0
-AutoTheta,26.0,13.794755051782015,0.0,3.2843981888916667,0.0,0.0
-Naive,18.153846153846157,-6.11148885263364,0.0,0.47363605499999994,0.0,0.0
-Seasonal Naive,15.692307692307697,0.0,0.0,0.4757037275,0.0,0.0
-Drift,14.807692307692305,-8.604851831604222,0.0,0.45445001263888885,0.0,0.0
+Toto-2.0-2.5B,79.5185185185185,36.655476599492175,0.0,5.5801265210361946,0.0,0.0
+Toto-2.0-1B,79.40740740740742,36.5373020731926,0.0,2.475109659013122,0.0,0.0
+Chronos-2,78.66666666666667,39.409805837073975,0.0,0.8384894105803439,0.0,0.0
+Toto-2.0-313m,77.18518518518519,36.18019120000263,0.0,1.0593594651694915,0.0,0.0
+TiRex-2,74.2962962962963,37.013893240142316,0.0,0.2732166898999398,0.0,0.0
+Toto-2.0-22m,68.85185185185186,34.552959974412325,0.0,0.25098008629032265,0.0,0.0
+TimesFM-2.5,67.40740740740742,33.71926320465137,0.0,1.8671567464010987,0.1,0.0
+TiRex,67.14814814814815,33.56017085610355,0.0,0.2359843339123377,0.01,0.0
+TabPFN-TS-3,65.62962962962963,35.88702911767603,0.0,234.61960928093293,0.0,0.0
+FlowState,61.0,33.12206767654865,0.0,2.2905174308058607,0.08,0.0
+TabPFN-TS,60.24074074074074,34.85338837192187,0.0,109.39077603146256,0.0,1.0
+Toto-1.0,58.407407407407405,31.521347579266624,0.0,22.346385231789775,0.08,0.0
+Toto-2.0-4m,54.5925925925926,31.003497455653605,0.0,0.20414014627496163,0.0,0.0
+Moirai-2.0,54.0,30.623849383137735,0.0,0.3505868739583333,0.28,0.0
+Chronos-Bolt,52.074074074074076,29.7700644245001,0.0,0.2591069257022472,0.0,0.0
+Sundial-Base,43.48148148148149,27.263435635951726,0.0,8.007535389309524,0.01,0.0
+CatBoost,42.96296296296296,25.513623085529268,29.020609001294645,0.3115067528679542,0.0,0.0
+LightGBM,41.703703703703695,23.22107212878407,2.7159582672916667,0.26891816055555556,0.0,0.0
+TFT,38.90740740740741,22.701418498964355,826.2018371833469,0.9896603560532408,0.0,0.0
+Stat. Ensemble,38.77777777777777,19.45356301921389,0.0,146.93844335857145,0.0,4.0
+PatchTST,34.74074074074073,21.454006198599707,661.400328723922,0.7071791652104592,0.0,0.0
+DeepAR,31.351851851851855,20.00208736844964,1112.217865039643,1.2569051967857143,0.0,3.0
+AutoETS,28.907407407407405,4.328689696857202,0.0,3.4848644275,0.0,3.0
+AutoARIMA,28.259259259259256,13.59923382668422,0.0,20.138106313280627,0.0,4.0
+AutoTheta,25.185185185185183,13.794755051782015,0.0,3.2843981888916667,0.0,0.0
+Naive,17.703703703703706,-6.11148885263364,0.0,0.47363605499999994,0.0,0.0
+Seasonal Naive,15.185185185185187,0.0,0.0,0.4757037275,0.0,0.0
+Drift,14.407407407407405,-8.604851831604222,0.0,0.45445001263888885,0.0,0.0
diff --git a/tables/full/leaderboard_WQL.csv b/tables/full/leaderboard_WQL.csv
index e61ab3753e4c2cde9dd5dd425d2e2d7ac2bb4d33..e1c1e9b47baf2858472ea42f916f74cf4eb6ca79 100644
--- a/tables/full/leaderboard_WQL.csv
+++ b/tables/full/leaderboard_WQL.csv
@@ -1,28 +1,29 @@
 model_name,win_rate,skill_score,median_training_time_s_per100,median_inference_time_s_per100,training_corpus_overlap,num_failures
-Chronos-2,82.76923076923075,51.51952214825128,0.0,0.8384894105803439,0.0,0.0
-Toto-2.0-1B,82.15384615384616,49.24866297220161,0.0,2.475109659013122,0.0,0.0
-Toto-2.0-2.5B,82.07692307692308,49.216680021395334,0.0,5.5801265210361946,0.0,0.0
-Toto-2.0-313m,80.03846153846155,48.96246297090489,0.0,1.0593594651694915,0.0,0.0
-Toto-2.0-22m,73.34615384615385,47.667686183186916,0.0,0.25098008629032265,0.0,0.0
-TiRex,72.34615384615385,46.66550397197716,0.0,0.2359843339123377,0.01,0.0
-TabPFN-TS-3,71.1923076923077,48.823976057806895,0.0,234.61960928093293,0.0,0.0
-TimesFM-2.5,71.07692307692307,46.725581728728585,0.0,1.8671567464010987,0.1,0.0
-FlowState,65.6923076923077,46.00575783181618,0.0,2.2905174308058607,0.08,0.0
-TabPFN-TS,63.28846153846155,46.64627267107563,0.0,109.39077603146256,0.0,1.0
-Toto-1.0,62.76923076923077,45.020650430975195,0.0,22.346385231789775,0.08,0.0
-Toto-2.0-4m,60.42307692307693,44.71123966611387,0.0,0.20414014627496163,0.0,0.0
-Moirai-2.0,59.42307692307692,43.85203108990482,0.0,0.3505868739583333,0.28,0.0
-Chronos-Bolt,56.92307692307692,43.187343942010905,0.0,0.2591069257022472,0.0,0.0
-TFT,42.96153846153847,34.96909756614174,826.2018371833469,0.9896603560532408,0.0,0.0
-Sundial-Base,40.03846153846155,37.43731641740621,0.0,8.007535389309524,0.01,0.0
-PatchTST,38.34615384615385,34.333137688827605,661.400328723922,0.7071791652104592,0.0,0.0
-Stat. Ensemble,36.38461538461538,22.373149282241844,0.0,146.93844335857145,0.0,4.0
-DeepAR,35.94230769230769,32.57997581707056,1112.217865039643,1.2569051967857143,0.0,3.0
-AutoARIMA,32.42307692307694,24.478385201079067,0.0,20.138106313280627,0.0,4.0
-CatBoost,29.346153846153843,26.618319920348675,29.020609001294645,0.3115067528679542,0.0,0.0
-LightGBM,29.000000000000004,24.359769443081024,2.7159582672916667,0.26891816055555556,0.0,0.0
-AutoETS,25.980769230769234,-27.02677793164787,0.0,3.4848644275,0.0,3.0
-AutoTheta,22.03846153846154,7.846425954475189,0.0,3.2843981888916667,0.0,0.0
-Seasonal Naive,15.307692307692305,0.0,0.0,0.4757037275,0.0,0.0
-Naive,10.326923076923073,-39.12143349013901,0.0,0.47363605499999994,0.0,0.0
-Drift,8.384615384615383,-40.058509992498315,0.0,0.45445001263888885,0.0,0.0
+Chronos-2,81.8148148148148,51.51952214825128,0.0,0.8384894105803439,0.0,0.0
+Toto-2.0-1B,81.2962962962963,49.24866297220161,0.0,2.475109659013122,0.0,0.0
+Toto-2.0-2.5B,81.25925925925925,49.216680021395334,0.0,5.5801265210361946,0.0,0.0
+Toto-2.0-313m,79.18518518518518,48.96246297090489,0.0,1.0593594651694915,0.0,0.0
+TiRex-2,77.77777777777777,49.541871830300074,0.0,0.2732166898999398,0.0,0.0
+Toto-2.0-22m,72.33333333333334,47.667686183186916,0.0,0.25098008629032265,0.0,0.0
+TiRex,71.11111111111113,46.66550397197716,0.0,0.2359843339123377,0.01,0.0
+TabPFN-TS-3,70.0,48.823976057806895,0.0,234.61960928093293,0.0,0.0
+TimesFM-2.5,69.74074074074073,46.725581728728585,0.0,1.8671567464010987,0.1,0.0
+FlowState,64.33333333333336,46.00575783181618,0.0,2.2905174308058607,0.08,0.0
+TabPFN-TS,62.129629629629626,46.64627267107563,0.0,109.39077603146256,0.0,1.0
+Toto-1.0,61.555555555555564,45.020650430975195,0.0,22.346385231789775,0.08,0.0
+Toto-2.0-4m,59.03703703703703,44.71123966611387,0.0,0.20414014627496163,0.0,0.0
+Moirai-2.0,57.777777777777786,43.85203108990482,0.0,0.3505868739583333,0.28,0.0
+Chronos-Bolt,55.333333333333336,43.187343942010905,0.0,0.2591069257022472,0.0,0.0
+TFT,41.74074074074075,34.96909756614174,826.2018371833469,0.9896603560532408,0.0,0.0
+Sundial-Base,38.81481481481482,37.43731641740621,0.0,8.007535389309524,0.01,0.0
+PatchTST,37.18518518518518,34.333137688827605,661.400328723922,0.7071791652104592,0.0,0.0
+Stat. Ensemble,35.33333333333333,22.373149282241844,0.0,146.93844335857145,0.0,4.0
+DeepAR,34.833333333333336,32.57997581707056,1112.217865039643,1.2569051967857143,0.0,3.0
+AutoARIMA,31.37037037037038,24.478385201079067,0.0,20.138106313280627,0.0,4.0
+CatBoost,28.40740740740741,26.618319920348675,29.020609001294645,0.3115067528679542,0.0,0.0
+LightGBM,28.111111111111107,24.359769443081024,2.7159582672916667,0.26891816055555556,0.0,0.0
+AutoETS,25.277777777777782,-27.02677793164787,0.0,3.4848644275,0.0,3.0
+AutoTheta,21.333333333333336,7.846425954475189,0.0,3.2843981888916667,0.0,0.0
+Seasonal Naive,14.777777777777775,0.0,0.0,0.4757037275,0.0,0.0
+Naive,9.98148148148148,-39.12143349013901,0.0,0.47363605499999994,0.0,0.0
+Drift,8.148148148148147,-40.058509992498315,0.0,0.45445001263888885,0.0,0.0
diff --git a/tables/full/pairwise_MASE.csv b/tables/full/pairwise_MASE.csv
index d4570deeeb1880b3c3dc1f222f8d4056a20c01bf..62747996161fd7a7597b61c055d0b35d84b9bfad 100644
--- a/tables/full/pairwise_MASE.csv
+++ b/tables/full/pairwise_MASE.csv
@@ -2,6 +2,7 @@ model_1,model_2,win_rate,win_rate_lower,win_rate_upper,skill_score,skill_score_l
 Chronos-2,Chronos-2,0.5,0.5,0.5,0.0,0.0,0.0
 Chronos-2,Toto-2.0-2.5B,0.56,0.46,0.65,0.044,0.014,0.073
 Chronos-2,Toto-2.0-1B,0.53,0.43,0.62,0.046,0.015,0.076
+Chronos-2,TiRex-2,0.56,0.46,0.66,0.026,0.006,0.048
 Chronos-2,Toto-2.0-313m,0.58,0.48,0.67,0.05,0.019,0.079
 Chronos-2,TiRex,0.72,0.63,0.81,0.078,0.052,0.108
 Chronos-2,TimesFM-2.5,0.71,0.62,0.79,0.076,0.048,0.103
@@ -13,11 +14,11 @@ Chronos-2,TabPFN-TS,0.8,0.72,0.88,0.081,0.055,0.108
 Chronos-2,Toto-2.0-4m,0.79,0.71,0.87,0.104,0.076,0.135
 Chronos-2,Moirai-2.0,0.92,0.86,0.97,0.114,0.087,0.142
 Chronos-2,Chronos-Bolt,0.94,0.89,0.98,0.122,0.096,0.15
-Chronos-2,CatBoost,0.84,0.76,0.91,0.155,0.12,0.191
 Chronos-2,Seasonal Naive,0.98,0.95,1.0,0.355,0.318,0.393
 Toto-2.0-2.5B,Chronos-2,0.44,0.35,0.54,-0.046,-0.079,-0.014
 Toto-2.0-2.5B,Toto-2.0-2.5B,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-2.0-2.5B,Toto-2.0-1B,0.52,0.43,0.62,0.002,-0.003,0.008
+Toto-2.0-2.5B,TiRex-2,0.55,0.45,0.65,-0.018,-0.053,0.014
 Toto-2.0-2.5B,Toto-2.0-313m,0.63,0.54,0.73,0.006,-0.001,0.015
 Toto-2.0-2.5B,TiRex,0.67,0.58,0.75,0.036,0.014,0.061
 Toto-2.0-2.5B,TimesFM-2.5,0.66,0.57,0.75,0.034,0.012,0.054
@@ -29,11 +30,11 @@ Toto-2.0-2.5B,TabPFN-TS,0.72,0.64,0.8,0.039,-0.006,0.083
 Toto-2.0-2.5B,Toto-2.0-4m,0.83,0.76,0.9,0.063,0.044,0.082
 Toto-2.0-2.5B,Moirai-2.0,0.81,0.74,0.88,0.073,0.046,0.103
 Toto-2.0-2.5B,Chronos-Bolt,0.84,0.77,0.91,0.082,0.054,0.11
-Toto-2.0-2.5B,CatBoost,0.73,0.64,0.82,0.116,0.075,0.161
 Toto-2.0-2.5B,Seasonal Naive,0.95,0.9,0.99,0.325,0.284,0.37
 Toto-2.0-1B,Chronos-2,0.47,0.38,0.57,-0.048,-0.082,-0.015
 Toto-2.0-1B,Toto-2.0-2.5B,0.48,0.38,0.57,-0.002,-0.008,0.003
 Toto-2.0-1B,Toto-2.0-1B,0.5,0.5,0.5,0.0,0.0,0.0
+Toto-2.0-1B,TiRex-2,0.58,0.48,0.67,-0.02,-0.055,0.012
 Toto-2.0-1B,Toto-2.0-313m,0.63,0.54,0.72,0.004,-0.002,0.01
 Toto-2.0-1B,TiRex,0.67,0.58,0.76,0.034,0.011,0.059
 Toto-2.0-1B,TimesFM-2.5,0.64,0.55,0.73,0.031,0.01,0.052
@@ -45,11 +46,27 @@ Toto-2.0-1B,TabPFN-TS,0.7,0.61,0.79,0.036,-0.009,0.082
 Toto-2.0-1B,Toto-2.0-4m,0.88,0.81,0.94,0.06,0.04,0.08
 Toto-2.0-1B,Moirai-2.0,0.77,0.68,0.84,0.071,0.043,0.102
 Toto-2.0-1B,Chronos-Bolt,0.8,0.72,0.88,0.08,0.051,0.108
-Toto-2.0-1B,CatBoost,0.77,0.68,0.85,0.114,0.072,0.159
 Toto-2.0-1B,Seasonal Naive,0.94,0.89,0.98,0.324,0.282,0.368
+TiRex-2,Chronos-2,0.44,0.34,0.54,-0.027,-0.05,-0.006
+TiRex-2,Toto-2.0-2.5B,0.45,0.35,0.55,0.018,-0.014,0.05
+TiRex-2,Toto-2.0-1B,0.42,0.33,0.52,0.02,-0.012,0.052
+TiRex-2,TiRex-2,0.5,0.5,0.5,0.0,0.0,0.0
+TiRex-2,Toto-2.0-313m,0.49,0.39,0.59,0.024,-0.006,0.057
+TiRex-2,TiRex,0.72,0.63,0.81,0.053,0.03,0.081
+TiRex-2,TimesFM-2.5,0.63,0.54,0.72,0.051,0.022,0.08
+TiRex-2,Toto-2.0-22m,0.58,0.48,0.67,0.045,0.019,0.072
+TiRex-2,TabPFN-TS-3,0.66,0.57,0.75,0.046,0.016,0.078
+TiRex-2,FlowState,0.69,0.6,0.78,0.082,0.045,0.123
+TiRex-2,Toto-1.0,0.7,0.61,0.79,0.077,0.051,0.105
+TiRex-2,TabPFN-TS,0.73,0.64,0.81,0.056,0.029,0.082
+TiRex-2,Toto-2.0-4m,0.73,0.65,0.82,0.079,0.056,0.107
+TiRex-2,Moirai-2.0,0.82,0.75,0.89,0.09,0.065,0.117
+TiRex-2,Chronos-Bolt,0.82,0.74,0.89,0.098,0.07,0.126
+TiRex-2,Seasonal Naive,0.97,0.93,1.0,0.337,0.299,0.38
 Toto-2.0-313m,Chronos-2,0.42,0.33,0.52,-0.053,-0.086,-0.019
 Toto-2.0-313m,Toto-2.0-2.5B,0.37,0.27,0.46,-0.006,-0.015,0.001
 Toto-2.0-313m,Toto-2.0-1B,0.37,0.28,0.46,-0.004,-0.01,0.002
+Toto-2.0-313m,TiRex-2,0.51,0.41,0.61,-0.025,-0.06,0.006
 Toto-2.0-313m,Toto-2.0-313m,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-2.0-313m,TiRex,0.64,0.54,0.73,0.03,0.008,0.053
 Toto-2.0-313m,TimesFM-2.5,0.64,0.55,0.73,0.027,0.008,0.048
@@ -61,11 +78,11 @@ Toto-2.0-313m,TabPFN-TS,0.72,0.63,0.8,0.032,-0.014,0.077
 Toto-2.0-313m,Toto-2.0-4m,0.85,0.78,0.92,0.057,0.037,0.075
 Toto-2.0-313m,Moirai-2.0,0.77,0.69,0.85,0.067,0.041,0.096
 Toto-2.0-313m,Chronos-Bolt,0.8,0.72,0.87,0.076,0.048,0.103
-Toto-2.0-313m,CatBoost,0.74,0.65,0.83,0.11,0.068,0.155
 Toto-2.0-313m,Seasonal Naive,0.95,0.91,0.99,0.321,0.28,0.367
 TiRex,Chronos-2,0.28,0.19,0.37,-0.085,-0.121,-0.055
 TiRex,Toto-2.0-2.5B,0.33,0.25,0.42,-0.037,-0.065,-0.014
 TiRex,Toto-2.0-1B,0.33,0.24,0.42,-0.035,-0.063,-0.011
+TiRex,TiRex-2,0.28,0.19,0.37,-0.056,-0.088,-0.03
 TiRex,Toto-2.0-313m,0.36,0.27,0.46,-0.031,-0.057,-0.008
 TiRex,TiRex,0.5,0.5,0.5,0.0,0.0,0.0
 TiRex,TimesFM-2.5,0.485,0.385,0.585,-0.003,-0.019,0.014
@@ -77,11 +94,11 @@ TiRex,TabPFN-TS,0.65,0.55,0.75,0.003,-0.041,0.04
 TiRex,Toto-2.0-4m,0.66,0.56,0.75,0.027,0.01,0.044
 TiRex,Moirai-2.0,0.765,0.685,0.845,0.038,0.021,0.056
 TiRex,Chronos-Bolt,0.765,0.68,0.845,0.048,0.029,0.067
-TiRex,CatBoost,0.75,0.66,0.83,0.083,0.046,0.116
 TiRex,Seasonal Naive,0.97,0.94,1.0,0.3,0.264,0.339
 TimesFM-2.5,Chronos-2,0.29,0.21,0.38,-0.082,-0.115,-0.05
 TimesFM-2.5,Toto-2.0-2.5B,0.34,0.25,0.43,-0.035,-0.057,-0.012
 TimesFM-2.5,Toto-2.0-1B,0.36,0.27,0.45,-0.032,-0.055,-0.01
+TimesFM-2.5,TiRex-2,0.37,0.28,0.46,-0.054,-0.088,-0.023
 TimesFM-2.5,Toto-2.0-313m,0.36,0.27,0.45,-0.028,-0.051,-0.008
 TimesFM-2.5,TiRex,0.515,0.415,0.615,0.003,-0.014,0.019
 TimesFM-2.5,TimesFM-2.5,0.5,0.5,0.5,0.0,0.0,0.0
@@ -93,11 +110,11 @@ TimesFM-2.5,TabPFN-TS,0.65,0.56,0.74,0.005,-0.038,0.045
 TimesFM-2.5,Toto-2.0-4m,0.6,0.51,0.69,0.03,0.009,0.052
 TimesFM-2.5,Moirai-2.0,0.71,0.625,0.795,0.041,0.022,0.061
 TimesFM-2.5,Chronos-Bolt,0.71,0.625,0.79,0.05,0.029,0.071
-TimesFM-2.5,CatBoost,0.74,0.65,0.82,0.085,0.047,0.122
 TimesFM-2.5,Seasonal Naive,0.96,0.92,0.99,0.302,0.267,0.342
 Toto-2.0-22m,Chronos-2,0.33,0.24,0.43,-0.076,-0.11,-0.044
 Toto-2.0-22m,Toto-2.0-2.5B,0.24,0.16,0.32,-0.029,-0.04,-0.018
 Toto-2.0-22m,Toto-2.0-1B,0.21,0.13,0.29,-0.026,-0.038,-0.015
+Toto-2.0-22m,TiRex-2,0.42,0.33,0.52,-0.047,-0.078,-0.019
 Toto-2.0-22m,Toto-2.0-313m,0.24,0.16,0.33,-0.022,-0.032,-0.013
 Toto-2.0-22m,TiRex,0.5,0.4,0.6,0.009,-0.009,0.028
 Toto-2.0-22m,TimesFM-2.5,0.54,0.44,0.63,0.006,-0.015,0.026
@@ -109,11 +126,11 @@ Toto-2.0-22m,TabPFN-TS,0.61,0.52,0.7,0.011,-0.031,0.054
 Toto-2.0-22m,Toto-2.0-4m,0.83,0.75,0.9,0.036,0.022,0.049
 Toto-2.0-22m,Moirai-2.0,0.7,0.62,0.79,0.047,0.022,0.072
 Toto-2.0-22m,Chronos-Bolt,0.7,0.61,0.79,0.056,0.028,0.08
-Toto-2.0-22m,CatBoost,0.73,0.65,0.81,0.091,0.051,0.132
 Toto-2.0-22m,Seasonal Naive,0.94,0.89,0.98,0.306,0.266,0.351
 TabPFN-TS-3,Chronos-2,0.3,0.21,0.39,-0.076,-0.109,-0.048
 TabPFN-TS-3,Toto-2.0-2.5B,0.39,0.29,0.48,-0.029,-0.082,0.02
 TabPFN-TS-3,Toto-2.0-1B,0.42,0.32,0.51,-0.027,-0.08,0.022
+TabPFN-TS-3,TiRex-2,0.34,0.25,0.43,-0.048,-0.084,-0.016
 TabPFN-TS-3,Toto-2.0-313m,0.41,0.31,0.5,-0.023,-0.075,0.028
 TabPFN-TS-3,TiRex,0.36,0.27,0.45,0.008,-0.034,0.052
 TabPFN-TS-3,TimesFM-2.5,0.43,0.33,0.52,0.005,-0.039,0.049
@@ -125,11 +142,11 @@ TabPFN-TS-3,TabPFN-TS,0.57,0.47,0.67,0.01,-0.012,0.034
 TabPFN-TS-3,Toto-2.0-4m,0.52,0.43,0.61,0.035,-0.011,0.079
 TabPFN-TS-3,Moirai-2.0,0.58,0.49,0.68,0.046,0.006,0.086
 TabPFN-TS-3,Chronos-Bolt,0.59,0.49,0.69,0.055,0.015,0.096
-TabPFN-TS-3,CatBoost,0.71,0.62,0.81,0.09,0.047,0.135
 TabPFN-TS-3,Seasonal Naive,0.96,0.92,0.99,0.306,0.264,0.346
 FlowState,Chronos-2,0.25,0.17,0.34,-0.119,-0.171,-0.075
 FlowState,Toto-2.0-2.5B,0.33,0.24,0.42,-0.07,-0.121,-0.029
 FlowState,Toto-2.0-1B,0.34,0.25,0.43,-0.067,-0.118,-0.026
+FlowState,TiRex-2,0.31,0.22,0.4,-0.089,-0.14,-0.047
 FlowState,Toto-2.0-313m,0.34,0.25,0.43,-0.063,-0.111,-0.021
 FlowState,TiRex,0.485,0.39,0.575,-0.031,-0.071,0.001
 FlowState,TimesFM-2.5,0.4,0.31,0.485,-0.034,-0.075,-0.002
@@ -141,11 +158,11 @@ FlowState,TabPFN-TS,0.56,0.46,0.66,-0.029,-0.076,0.012
 FlowState,Toto-2.0-4m,0.57,0.47,0.67,-0.003,-0.046,0.032
 FlowState,Moirai-2.0,0.56,0.465,0.65,0.008,-0.029,0.043
 FlowState,Chronos-Bolt,0.64,0.55,0.735,0.018,-0.013,0.046
-FlowState,CatBoost,0.7,0.61,0.79,0.054,0.003,0.099
 FlowState,Seasonal Naive,0.92,0.87,0.97,0.278,0.234,0.322
 Toto-1.0,Chronos-2,0.26,0.17,0.35,-0.113,-0.153,-0.079
 Toto-1.0,Toto-2.0-2.5B,0.21,0.14,0.29,-0.064,-0.089,-0.042
 Toto-1.0,Toto-2.0-1B,0.23,0.15,0.32,-0.061,-0.086,-0.038
+Toto-1.0,TiRex-2,0.3,0.21,0.39,-0.083,-0.118,-0.054
 Toto-1.0,Toto-2.0-313m,0.23,0.15,0.31,-0.057,-0.081,-0.033
 Toto-1.0,TiRex,0.375,0.28,0.47,-0.025,-0.047,-0.003
 Toto-1.0,TimesFM-2.5,0.41,0.32,0.495,-0.028,-0.054,-0.005
@@ -157,11 +174,11 @@ Toto-1.0,TabPFN-TS,0.52,0.42,0.62,-0.023,-0.07,0.021
 Toto-1.0,Toto-2.0-4m,0.56,0.46,0.66,0.003,-0.013,0.018
 Toto-1.0,Moirai-2.0,0.57,0.48,0.665,0.014,-0.007,0.035
 Toto-1.0,Chronos-Bolt,0.55,0.45,0.635,0.023,-0.005,0.049
-Toto-1.0,CatBoost,0.67,0.57,0.76,0.06,0.019,0.1
 Toto-1.0,Seasonal Naive,0.91,0.85,0.96,0.282,0.241,0.327
 TabPFN-TS,Chronos-2,0.2,0.12,0.28,-0.088,-0.12,-0.058
 TabPFN-TS,Toto-2.0-2.5B,0.28,0.2,0.36,-0.04,-0.09,0.006
 TabPFN-TS,Toto-2.0-1B,0.3,0.21,0.39,-0.038,-0.089,0.009
+TabPFN-TS,TiRex-2,0.27,0.19,0.36,-0.059,-0.09,-0.03
 TabPFN-TS,Toto-2.0-313m,0.28,0.2,0.37,-0.033,-0.083,0.013
 TabPFN-TS,TiRex,0.35,0.25,0.45,-0.003,-0.042,0.039
 TabPFN-TS,TimesFM-2.5,0.35,0.26,0.44,-0.005,-0.047,0.037
@@ -173,11 +190,11 @@ TabPFN-TS,TabPFN-TS,0.5,0.5,0.5,0.0,0.0,0.0
 TabPFN-TS,Toto-2.0-4m,0.51,0.42,0.61,0.025,-0.018,0.065
 TabPFN-TS,Moirai-2.0,0.51,0.41,0.61,0.036,-0.003,0.077
 TabPFN-TS,Chronos-Bolt,0.51,0.42,0.61,0.045,0.008,0.083
-TabPFN-TS,CatBoost,0.64,0.55,0.73,0.08,0.039,0.125
 TabPFN-TS,Seasonal Naive,0.955,0.915,0.99,0.298,0.254,0.342
 Toto-2.0-4m,Chronos-2,0.21,0.13,0.29,-0.116,-0.156,-0.082
 Toto-2.0-4m,Toto-2.0-2.5B,0.17,0.1,0.24,-0.067,-0.089,-0.046
 Toto-2.0-4m,Toto-2.0-1B,0.12,0.06,0.19,-0.064,-0.087,-0.042
+Toto-2.0-4m,TiRex-2,0.27,0.18,0.35,-0.086,-0.12,-0.059
 Toto-2.0-4m,Toto-2.0-313m,0.15,0.08,0.22,-0.06,-0.081,-0.038
 Toto-2.0-4m,TiRex,0.34,0.25,0.44,-0.028,-0.046,-0.011
 Toto-2.0-4m,TimesFM-2.5,0.4,0.31,0.49,-0.031,-0.054,-0.009
@@ -189,11 +206,11 @@ Toto-2.0-4m,TabPFN-TS,0.49,0.39,0.58,-0.026,-0.07,0.018
 Toto-2.0-4m,Toto-2.0-4m,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-2.0-4m,Moirai-2.0,0.56,0.46,0.66,0.011,-0.012,0.033
 Toto-2.0-4m,Chronos-Bolt,0.56,0.45,0.65,0.021,-0.006,0.045
-Toto-2.0-4m,CatBoost,0.67,0.57,0.76,0.057,0.018,0.096
 Toto-2.0-4m,Seasonal Naive,0.93,0.87,0.97,0.28,0.242,0.323
 Moirai-2.0,Chronos-2,0.08,0.03,0.14,-0.128,-0.165,-0.095
 Moirai-2.0,Toto-2.0-2.5B,0.19,0.12,0.26,-0.079,-0.114,-0.048
 Moirai-2.0,Toto-2.0-1B,0.23,0.16,0.32,-0.076,-0.113,-0.045
+Moirai-2.0,TiRex-2,0.18,0.11,0.25,-0.098,-0.132,-0.069
 Moirai-2.0,Toto-2.0-313m,0.23,0.15,0.31,-0.072,-0.107,-0.042
 Moirai-2.0,TiRex,0.235,0.155,0.315,-0.04,-0.059,-0.022
 Moirai-2.0,TimesFM-2.5,0.29,0.205,0.375,-0.043,-0.064,-0.022
@@ -205,11 +222,11 @@ Moirai-2.0,TabPFN-TS,0.49,0.39,0.59,-0.037,-0.083,0.003
 Moirai-2.0,Toto-2.0-4m,0.44,0.34,0.54,-0.011,-0.034,0.012
 Moirai-2.0,Moirai-2.0,0.5,0.5,0.5,0.0,0.0,0.0
 Moirai-2.0,Chronos-Bolt,0.55,0.465,0.64,0.01,-0.013,0.032
-Moirai-2.0,CatBoost,0.63,0.54,0.72,0.046,0.009,0.082
 Moirai-2.0,Seasonal Naive,0.87,0.8,0.93,0.272,0.235,0.314
 Chronos-Bolt,Chronos-2,0.06,0.02,0.11,-0.139,-0.177,-0.106
 Chronos-Bolt,Toto-2.0-2.5B,0.16,0.09,0.23,-0.089,-0.123,-0.057
 Chronos-Bolt,Toto-2.0-1B,0.2,0.12,0.28,-0.087,-0.121,-0.054
+Chronos-Bolt,TiRex-2,0.18,0.11,0.26,-0.109,-0.144,-0.076
 Chronos-Bolt,Toto-2.0-313m,0.2,0.13,0.28,-0.082,-0.115,-0.051
 Chronos-Bolt,TiRex,0.235,0.155,0.32,-0.05,-0.072,-0.03
 Chronos-Bolt,TimesFM-2.5,0.29,0.21,0.375,-0.053,-0.077,-0.03
@@ -221,27 +238,11 @@ Chronos-Bolt,TabPFN-TS,0.49,0.39,0.58,-0.047,-0.091,-0.008
 Chronos-Bolt,Toto-2.0-4m,0.44,0.35,0.55,-0.021,-0.048,0.006
 Chronos-Bolt,Moirai-2.0,0.45,0.36,0.535,-0.01,-0.033,0.013
 Chronos-Bolt,Chronos-Bolt,0.5,0.5,0.5,0.0,0.0,0.0
-Chronos-Bolt,CatBoost,0.56,0.46,0.66,0.037,-0.005,0.075
 Chronos-Bolt,Seasonal Naive,0.9,0.84,0.95,0.265,0.226,0.304
-CatBoost,Chronos-2,0.16,0.09,0.24,-0.183,-0.235,-0.137
-CatBoost,Toto-2.0-2.5B,0.27,0.18,0.36,-0.131,-0.191,-0.082
-CatBoost,Toto-2.0-1B,0.23,0.15,0.32,-0.129,-0.189,-0.077
-CatBoost,Toto-2.0-313m,0.26,0.17,0.35,-0.124,-0.183,-0.073
-CatBoost,TiRex,0.25,0.17,0.34,-0.09,-0.132,-0.049
-CatBoost,TimesFM-2.5,0.26,0.18,0.35,-0.093,-0.138,-0.049
-CatBoost,Toto-2.0-22m,0.27,0.19,0.35,-0.1,-0.152,-0.053
-CatBoost,TabPFN-TS-3,0.29,0.19,0.38,-0.099,-0.156,-0.05
-CatBoost,FlowState,0.3,0.21,0.39,-0.057,-0.11,-0.003
-CatBoost,Toto-1.0,0.33,0.24,0.43,-0.063,-0.111,-0.019
-CatBoost,TabPFN-TS,0.36,0.27,0.45,-0.088,-0.143,-0.04
-CatBoost,Toto-2.0-4m,0.33,0.24,0.43,-0.06,-0.107,-0.018
-CatBoost,Moirai-2.0,0.37,0.28,0.46,-0.049,-0.089,-0.01
-CatBoost,Chronos-Bolt,0.44,0.34,0.54,-0.038,-0.081,0.005
-CatBoost,CatBoost,0.5,0.5,0.5,0.0,0.0,0.0
-CatBoost,Seasonal Naive,0.82,0.74,0.89,0.237,0.192,0.284
 Seasonal Naive,Chronos-2,0.02,0.0,0.05,-0.55,-0.648,-0.466
 Seasonal Naive,Toto-2.0-2.5B,0.05,0.01,0.1,-0.482,-0.588,-0.396
 Seasonal Naive,Toto-2.0-1B,0.06,0.02,0.11,-0.479,-0.583,-0.392
+Seasonal Naive,TiRex-2,0.03,0.0,0.07,-0.509,-0.613,-0.427
 Seasonal Naive,Toto-2.0-313m,0.05,0.01,0.09,-0.473,-0.579,-0.388
 Seasonal Naive,TiRex,0.03,0.0,0.06,-0.429,-0.512,-0.359
 Seasonal Naive,TimesFM-2.5,0.04,0.01,0.08,-0.433,-0.52,-0.365
@@ -253,5 +254,4 @@ Seasonal Naive,TabPFN-TS,0.045,0.01,0.085,-0.425,-0.52,-0.341
 Seasonal Naive,Toto-2.0-4m,0.07,0.03,0.13,-0.39,-0.478,-0.319
 Seasonal Naive,Moirai-2.0,0.13,0.07,0.2,-0.374,-0.457,-0.308
 Seasonal Naive,Chronos-Bolt,0.1,0.05,0.16,-0.361,-0.437,-0.293
-Seasonal Naive,CatBoost,0.18,0.11,0.26,-0.31,-0.396,-0.237
 Seasonal Naive,Seasonal Naive,0.5,0.5,0.5,0.0,0.0,0.0
diff --git a/tables/full/pairwise_SQL.csv b/tables/full/pairwise_SQL.csv
index 12d32805da82f5ef33184822dab871109915926e..3fdcaec4146cb1df0572fbe86bb323ef4caa3ac0 100644
--- a/tables/full/pairwise_SQL.csv
+++ b/tables/full/pairwise_SQL.csv
@@ -2,6 +2,7 @@ model_1,model_2,win_rate,win_rate_lower,win_rate_upper,skill_score,skill_score_l
 Chronos-2,Chronos-2,0.5,0.5,0.5,0.0,0.0,0.0
 Chronos-2,Toto-2.0-2.5B,0.57,0.47,0.66,0.051,0.022,0.081
 Chronos-2,Toto-2.0-1B,0.56,0.46,0.65,0.051,0.021,0.081
+Chronos-2,TiRex-2,0.49,0.4,0.59,0.033,0.012,0.055
 Chronos-2,Toto-2.0-313m,0.57,0.47,0.66,0.055,0.025,0.085
 Chronos-2,TiRex,0.72,0.63,0.81,0.082,0.056,0.111
 Chronos-2,Toto-2.0-22m,0.65,0.55,0.74,0.077,0.047,0.104
@@ -13,11 +14,11 @@ Chronos-2,TabPFN-TS,0.84,0.76,0.91,0.099,0.073,0.125
 Chronos-2,Toto-2.0-4m,0.82,0.75,0.89,0.111,0.082,0.142
 Chronos-2,Moirai-2.0,0.93,0.88,0.97,0.131,0.103,0.16
 Chronos-2,Chronos-Bolt,0.94,0.89,0.98,0.137,0.11,0.168
-Chronos-2,TFT,0.92,0.87,0.97,0.223,0.182,0.266
 Chronos-2,Seasonal Naive,1.0,1.0,1.0,0.473,0.427,0.521
 Toto-2.0-2.5B,Chronos-2,0.43,0.34,0.53,-0.054,-0.088,-0.023
 Toto-2.0-2.5B,Toto-2.0-2.5B,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-2.0-2.5B,Toto-2.0-1B,0.61,0.52,0.71,-0.0,-0.007,0.006
+Toto-2.0-2.5B,TiRex-2,0.55,0.45,0.65,-0.02,-0.055,0.013
 Toto-2.0-2.5B,Toto-2.0-313m,0.68,0.59,0.76,0.003,-0.006,0.012
 Toto-2.0-2.5B,TiRex,0.66,0.57,0.75,0.032,0.009,0.056
 Toto-2.0-2.5B,Toto-2.0-22m,0.79,0.71,0.87,0.027,0.014,0.038
@@ -29,11 +30,11 @@ Toto-2.0-2.5B,TabPFN-TS,0.72,0.64,0.81,0.05,0.004,0.093
 Toto-2.0-2.5B,Toto-2.0-4m,0.84,0.76,0.91,0.063,0.044,0.082
 Toto-2.0-2.5B,Moirai-2.0,0.82,0.75,0.89,0.084,0.056,0.114
 Toto-2.0-2.5B,Chronos-Bolt,0.83,0.76,0.91,0.09,0.06,0.119
-Toto-2.0-2.5B,TFT,0.85,0.78,0.92,0.18,0.135,0.229
 Toto-2.0-2.5B,Seasonal Naive,0.98,0.95,1.0,0.444,0.394,0.5
 Toto-2.0-1B,Chronos-2,0.44,0.35,0.54,-0.054,-0.088,-0.021
 Toto-2.0-1B,Toto-2.0-2.5B,0.39,0.29,0.48,0.0,-0.006,0.007
 Toto-2.0-1B,Toto-2.0-1B,0.5,0.5,0.5,0.0,0.0,0.0
+Toto-2.0-1B,TiRex-2,0.49,0.39,0.59,-0.02,-0.056,0.013
 Toto-2.0-1B,Toto-2.0-313m,0.64,0.54,0.73,0.004,-0.002,0.01
 Toto-2.0-1B,TiRex,0.66,0.57,0.75,0.032,0.009,0.056
 Toto-2.0-1B,Toto-2.0-22m,0.79,0.71,0.87,0.027,0.016,0.038
@@ -45,11 +46,27 @@ Toto-2.0-1B,TabPFN-TS,0.73,0.65,0.82,0.05,0.005,0.092
 Toto-2.0-1B,Toto-2.0-4m,0.89,0.83,0.95,0.063,0.044,0.083
 Toto-2.0-1B,Moirai-2.0,0.82,0.74,0.89,0.084,0.056,0.114
 Toto-2.0-1B,Chronos-Bolt,0.8,0.72,0.88,0.091,0.06,0.12
-Toto-2.0-1B,TFT,0.88,0.81,0.94,0.181,0.136,0.229
 Toto-2.0-1B,Seasonal Naive,0.97,0.93,1.0,0.444,0.394,0.5
+TiRex-2,Chronos-2,0.51,0.41,0.6,-0.034,-0.058,-0.012
+TiRex-2,Toto-2.0-2.5B,0.45,0.35,0.55,0.019,-0.013,0.052
+TiRex-2,Toto-2.0-1B,0.51,0.41,0.61,0.019,-0.013,0.053
+TiRex-2,TiRex-2,0.5,0.5,0.5,0.0,0.0,0.0
+TiRex-2,Toto-2.0-313m,0.5,0.4,0.6,0.023,-0.008,0.056
+TiRex-2,TiRex,0.7,0.61,0.79,0.051,0.026,0.077
+TiRex-2,Toto-2.0-22m,0.6,0.5,0.7,0.045,0.019,0.073
+TiRex-2,TimesFM-2.5,0.65,0.56,0.74,0.057,0.027,0.088
+TiRex-2,TabPFN-TS-3,0.73,0.64,0.81,0.041,0.01,0.071
+TiRex-2,FlowState,0.74,0.65,0.82,0.093,0.057,0.133
+TiRex-2,Toto-1.0,0.72,0.63,0.81,0.08,0.053,0.109
+TiRex-2,TabPFN-TS,0.75,0.67,0.83,0.069,0.041,0.095
+TiRex-2,Toto-2.0-4m,0.77,0.69,0.85,0.081,0.057,0.109
+TiRex-2,Moirai-2.0,0.85,0.78,0.91,0.102,0.078,0.13
+TiRex-2,Chronos-Bolt,0.87,0.8,0.93,0.108,0.081,0.133
+TiRex-2,Seasonal Naive,1.0,1.0,1.0,0.455,0.409,0.504
 Toto-2.0-313m,Chronos-2,0.43,0.34,0.53,-0.058,-0.093,-0.026
 Toto-2.0-313m,Toto-2.0-2.5B,0.32,0.24,0.41,-0.004,-0.012,0.006
 Toto-2.0-313m,Toto-2.0-1B,0.36,0.27,0.46,-0.004,-0.01,0.002
+Toto-2.0-313m,TiRex-2,0.5,0.4,0.6,-0.023,-0.059,0.008
 Toto-2.0-313m,Toto-2.0-313m,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-2.0-313m,TiRex,0.61,0.52,0.7,0.029,0.008,0.051
 Toto-2.0-313m,Toto-2.0-22m,0.8,0.72,0.88,0.023,0.014,0.032
@@ -61,11 +78,11 @@ Toto-2.0-313m,TabPFN-TS,0.69,0.6,0.78,0.047,0.001,0.09
 Toto-2.0-313m,Toto-2.0-4m,0.86,0.79,0.93,0.059,0.042,0.077
 Toto-2.0-313m,Moirai-2.0,0.78,0.7,0.86,0.081,0.053,0.111
 Toto-2.0-313m,Chronos-Bolt,0.79,0.71,0.87,0.087,0.058,0.115
-Toto-2.0-313m,TFT,0.85,0.78,0.92,0.178,0.132,0.226
 Toto-2.0-313m,Seasonal Naive,0.99,0.97,1.0,0.442,0.392,0.498
 TiRex,Chronos-2,0.28,0.19,0.37,-0.089,-0.125,-0.06
 TiRex,Toto-2.0-2.5B,0.34,0.25,0.43,-0.033,-0.059,-0.01
 TiRex,Toto-2.0-1B,0.34,0.25,0.43,-0.033,-0.059,-0.009
+TiRex,TiRex-2,0.3,0.21,0.39,-0.054,-0.083,-0.027
 TiRex,Toto-2.0-313m,0.39,0.3,0.48,-0.03,-0.054,-0.008
 TiRex,TiRex,0.5,0.5,0.5,0.0,0.0,0.0
 TiRex,Toto-2.0-22m,0.51,0.41,0.61,-0.006,-0.026,0.012
@@ -77,11 +94,11 @@ TiRex,TabPFN-TS,0.67,0.58,0.76,0.019,-0.024,0.055
 TiRex,Toto-2.0-4m,0.68,0.58,0.76,0.031,0.015,0.049
 TiRex,Moirai-2.0,0.825,0.75,0.895,0.054,0.036,0.072
 TiRex,Chronos-Bolt,0.835,0.76,0.905,0.06,0.042,0.08
-TiRex,TFT,0.82,0.74,0.89,0.153,0.104,0.201
 TiRex,Seasonal Naive,1.0,1.0,1.0,0.426,0.379,0.479
 Toto-2.0-22m,Chronos-2,0.35,0.26,0.45,-0.083,-0.117,-0.049
 Toto-2.0-22m,Toto-2.0-2.5B,0.21,0.13,0.29,-0.027,-0.04,-0.015
 Toto-2.0-22m,Toto-2.0-1B,0.21,0.13,0.29,-0.027,-0.039,-0.016
+Toto-2.0-22m,TiRex-2,0.4,0.3,0.5,-0.048,-0.078,-0.019
 Toto-2.0-22m,Toto-2.0-313m,0.2,0.12,0.28,-0.024,-0.033,-0.014
 Toto-2.0-22m,TiRex,0.49,0.39,0.59,0.006,-0.012,0.026
 Toto-2.0-22m,Toto-2.0-22m,0.5,0.5,0.5,0.0,0.0,0.0
@@ -93,11 +110,11 @@ Toto-2.0-22m,TabPFN-TS,0.63,0.54,0.72,0.024,-0.02,0.066
 Toto-2.0-22m,Toto-2.0-4m,0.84,0.76,0.91,0.037,0.024,0.049
 Toto-2.0-22m,Moirai-2.0,0.74,0.66,0.83,0.059,0.035,0.084
 Toto-2.0-22m,Chronos-Bolt,0.73,0.64,0.82,0.066,0.038,0.092
-Toto-2.0-22m,TFT,0.83,0.75,0.9,0.158,0.111,0.209
 Toto-2.0-22m,Seasonal Naive,0.98,0.95,1.0,0.429,0.379,0.485
 TimesFM-2.5,Chronos-2,0.24,0.16,0.33,-0.096,-0.13,-0.062
 TimesFM-2.5,Toto-2.0-2.5B,0.34,0.25,0.43,-0.04,-0.064,-0.016
 TimesFM-2.5,Toto-2.0-1B,0.33,0.24,0.42,-0.04,-0.064,-0.017
+TimesFM-2.5,TiRex-2,0.35,0.26,0.44,-0.061,-0.097,-0.028
 TimesFM-2.5,Toto-2.0-313m,0.36,0.27,0.45,-0.036,-0.059,-0.014
 TimesFM-2.5,TiRex,0.435,0.34,0.535,-0.007,-0.023,0.01
 TimesFM-2.5,Toto-2.0-22m,0.44,0.35,0.54,-0.012,-0.035,0.008
@@ -109,11 +126,11 @@ TimesFM-2.5,TabPFN-TS,0.66,0.57,0.75,0.012,-0.032,0.051
 TimesFM-2.5,Toto-2.0-4m,0.6,0.51,0.69,0.025,0.003,0.048
 TimesFM-2.5,Moirai-2.0,0.74,0.66,0.82,0.048,0.027,0.069
 TimesFM-2.5,Chronos-Bolt,0.72,0.635,0.8,0.054,0.033,0.075
-TimesFM-2.5,TFT,0.82,0.74,0.9,0.148,0.102,0.195
 TimesFM-2.5,Seasonal Naive,0.99,0.97,1.0,0.422,0.375,0.474
 TabPFN-TS-3,Chronos-2,0.22,0.15,0.3,-0.078,-0.107,-0.053
 TabPFN-TS-3,Toto-2.0-2.5B,0.35,0.26,0.43,-0.023,-0.071,0.023
 TabPFN-TS-3,Toto-2.0-1B,0.37,0.28,0.45,-0.023,-0.072,0.023
+TabPFN-TS-3,TiRex-2,0.27,0.19,0.36,-0.043,-0.077,-0.01
 TabPFN-TS-3,Toto-2.0-313m,0.36,0.27,0.45,-0.019,-0.067,0.028
 TabPFN-TS-3,TiRex,0.32,0.23,0.41,0.01,-0.03,0.051
 TabPFN-TS-3,Toto-2.0-22m,0.41,0.31,0.5,0.004,-0.042,0.049
@@ -125,11 +142,11 @@ TabPFN-TS-3,TabPFN-TS,0.61,0.51,0.71,0.028,0.003,0.054
 TabPFN-TS-3,Toto-2.0-4m,0.51,0.42,0.6,0.041,-0.0,0.084
 TabPFN-TS-3,Moirai-2.0,0.6,0.51,0.69,0.063,0.026,0.102
 TabPFN-TS-3,Chronos-Bolt,0.66,0.56,0.75,0.07,0.031,0.108
-TabPFN-TS-3,TFT,0.83,0.76,0.9,0.162,0.118,0.21
 TabPFN-TS-3,Seasonal Naive,1.0,1.0,1.0,0.431,0.385,0.484
 FlowState,Chronos-2,0.19,0.12,0.27,-0.14,-0.193,-0.095
 FlowState,Toto-2.0-2.5B,0.32,0.23,0.41,-0.081,-0.131,-0.04
 FlowState,Toto-2.0-1B,0.3,0.21,0.39,-0.081,-0.133,-0.04
+FlowState,TiRex-2,0.26,0.18,0.35,-0.103,-0.153,-0.06
 FlowState,Toto-2.0-313m,0.34,0.25,0.43,-0.077,-0.127,-0.036
 FlowState,TiRex,0.345,0.25,0.44,-0.046,-0.087,-0.014
 FlowState,Toto-2.0-22m,0.41,0.32,0.5,-0.052,-0.097,-0.014
@@ -141,11 +158,11 @@ FlowState,TabPFN-TS,0.55,0.45,0.65,-0.027,-0.079,0.018
 FlowState,Toto-2.0-4m,0.52,0.42,0.62,-0.013,-0.056,0.022
 FlowState,Moirai-2.0,0.56,0.465,0.655,0.01,-0.028,0.047
 FlowState,Chronos-Bolt,0.6,0.505,0.69,0.017,-0.016,0.045
-FlowState,TFT,0.74,0.65,0.82,0.114,0.062,0.166
 FlowState,Seasonal Naive,0.98,0.95,1.0,0.399,0.352,0.451
 Toto-1.0,Chronos-2,0.24,0.16,0.33,-0.124,-0.164,-0.088
 Toto-1.0,Toto-2.0-2.5B,0.2,0.13,0.28,-0.066,-0.092,-0.041
 Toto-1.0,Toto-2.0-1B,0.17,0.1,0.25,-0.066,-0.091,-0.042
+Toto-1.0,TiRex-2,0.28,0.19,0.37,-0.087,-0.122,-0.056
 Toto-1.0,Toto-2.0-313m,0.2,0.12,0.28,-0.062,-0.087,-0.038
 Toto-1.0,TiRex,0.315,0.225,0.405,-0.032,-0.054,-0.01
 Toto-1.0,Toto-2.0-22m,0.27,0.18,0.36,-0.038,-0.057,-0.02
@@ -157,11 +174,11 @@ Toto-1.0,TabPFN-TS,0.56,0.46,0.65,-0.012,-0.061,0.032
 Toto-1.0,Toto-2.0-4m,0.56,0.47,0.65,0.001,-0.015,0.016
 Toto-1.0,Moirai-2.0,0.59,0.5,0.68,0.024,0.003,0.045
 Toto-1.0,Chronos-Bolt,0.56,0.46,0.645,0.03,0.001,0.055
-Toto-1.0,TFT,0.74,0.65,0.83,0.126,0.074,0.177
 Toto-1.0,Seasonal Naive,0.96,0.92,0.99,0.408,0.354,0.464
 TabPFN-TS,Chronos-2,0.16,0.09,0.24,-0.11,-0.142,-0.078
 TabPFN-TS,Toto-2.0-2.5B,0.28,0.19,0.36,-0.053,-0.102,-0.004
 TabPFN-TS,Toto-2.0-1B,0.27,0.18,0.35,-0.053,-0.102,-0.005
+TabPFN-TS,TiRex-2,0.25,0.17,0.33,-0.074,-0.105,-0.043
 TabPFN-TS,Toto-2.0-313m,0.31,0.22,0.4,-0.049,-0.098,-0.001
 TabPFN-TS,TiRex,0.33,0.24,0.42,-0.019,-0.058,0.024
 TabPFN-TS,Toto-2.0-22m,0.37,0.28,0.46,-0.025,-0.071,0.02
@@ -173,11 +190,11 @@ TabPFN-TS,TabPFN-TS,0.5,0.5,0.5,0.0,0.0,0.0
 TabPFN-TS,Toto-2.0-4m,0.47,0.38,0.57,0.013,-0.031,0.057
 TabPFN-TS,Moirai-2.0,0.53,0.44,0.62,0.036,-0.005,0.078
 TabPFN-TS,Chronos-Bolt,0.54,0.45,0.64,0.042,0.005,0.081
-TabPFN-TS,TFT,0.7,0.62,0.79,0.137,0.083,0.191
 TabPFN-TS,Seasonal Naive,0.975,0.94,1.0,0.415,0.364,0.469
 Toto-2.0-4m,Chronos-2,0.18,0.11,0.25,-0.125,-0.166,-0.09
 Toto-2.0-4m,Toto-2.0-2.5B,0.16,0.09,0.24,-0.067,-0.09,-0.046
 Toto-2.0-4m,Toto-2.0-1B,0.11,0.05,0.17,-0.067,-0.09,-0.046
+Toto-2.0-4m,TiRex-2,0.23,0.15,0.31,-0.088,-0.122,-0.06
 Toto-2.0-4m,Toto-2.0-313m,0.14,0.07,0.21,-0.063,-0.083,-0.043
 Toto-2.0-4m,TiRex,0.32,0.24,0.42,-0.032,-0.052,-0.015
 Toto-2.0-4m,Toto-2.0-22m,0.16,0.09,0.24,-0.038,-0.051,-0.025
@@ -189,11 +206,11 @@ Toto-2.0-4m,TabPFN-TS,0.53,0.43,0.62,-0.013,-0.061,0.03
 Toto-2.0-4m,Toto-2.0-4m,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-2.0-4m,Moirai-2.0,0.59,0.49,0.69,0.023,-0.001,0.045
 Toto-2.0-4m,Chronos-Bolt,0.6,0.5,0.69,0.03,0.003,0.054
-Toto-2.0-4m,TFT,0.76,0.67,0.84,0.126,0.078,0.177
 Toto-2.0-4m,Seasonal Naive,0.96,0.92,0.99,0.407,0.356,0.462
 Moirai-2.0,Chronos-2,0.07,0.03,0.12,-0.151,-0.191,-0.115
 Moirai-2.0,Toto-2.0-2.5B,0.18,0.11,0.25,-0.092,-0.129,-0.059
 Moirai-2.0,Toto-2.0-1B,0.18,0.11,0.26,-0.092,-0.129,-0.06
+Moirai-2.0,TiRex-2,0.15,0.09,0.22,-0.113,-0.149,-0.085
 Moirai-2.0,Toto-2.0-313m,0.22,0.14,0.3,-0.088,-0.124,-0.056
 Moirai-2.0,TiRex,0.175,0.105,0.25,-0.057,-0.077,-0.038
 Moirai-2.0,Toto-2.0-22m,0.26,0.17,0.34,-0.063,-0.092,-0.036
@@ -205,11 +222,11 @@ Moirai-2.0,TabPFN-TS,0.47,0.38,0.56,-0.037,-0.085,0.005
 Moirai-2.0,Toto-2.0-4m,0.41,0.31,0.51,-0.024,-0.047,0.001
 Moirai-2.0,Moirai-2.0,0.5,0.5,0.5,0.0,0.0,0.0
 Moirai-2.0,Chronos-Bolt,0.54,0.455,0.625,0.007,-0.017,0.028
-Moirai-2.0,TFT,0.69,0.59,0.78,0.105,0.053,0.156
 Moirai-2.0,Seasonal Naive,0.94,0.89,0.98,0.393,0.343,0.448
 Chronos-Bolt,Chronos-2,0.06,0.02,0.11,-0.159,-0.201,-0.123
 Chronos-Bolt,Toto-2.0-2.5B,0.17,0.09,0.24,-0.099,-0.135,-0.064
 Chronos-Bolt,Toto-2.0-1B,0.2,0.12,0.28,-0.1,-0.136,-0.063
+Chronos-Bolt,TiRex-2,0.13,0.07,0.2,-0.121,-0.154,-0.088
 Chronos-Bolt,Toto-2.0-313m,0.21,0.13,0.29,-0.096,-0.13,-0.062
 Chronos-Bolt,TiRex,0.165,0.095,0.24,-0.064,-0.088,-0.044
 Chronos-Bolt,Toto-2.0-22m,0.27,0.18,0.36,-0.07,-0.101,-0.039
@@ -221,27 +238,11 @@ Chronos-Bolt,TabPFN-TS,0.46,0.36,0.55,-0.044,-0.089,-0.005
 Chronos-Bolt,Toto-2.0-4m,0.4,0.31,0.5,-0.031,-0.058,-0.003
 Chronos-Bolt,Moirai-2.0,0.46,0.375,0.545,-0.007,-0.029,0.016
 Chronos-Bolt,Chronos-Bolt,0.5,0.5,0.5,0.0,0.0,0.0
-Chronos-Bolt,TFT,0.67,0.58,0.76,0.099,0.051,0.146
 Chronos-Bolt,Seasonal Naive,0.96,0.92,0.99,0.389,0.342,0.441
-TFT,Chronos-2,0.08,0.03,0.13,-0.286,-0.363,-0.222
-TFT,Toto-2.0-2.5B,0.15,0.08,0.22,-0.22,-0.298,-0.156
-TFT,Toto-2.0-1B,0.12,0.06,0.19,-0.221,-0.297,-0.157
-TFT,Toto-2.0-313m,0.15,0.08,0.22,-0.216,-0.291,-0.152
-TFT,TiRex,0.18,0.11,0.26,-0.181,-0.251,-0.116
-TFT,Toto-2.0-22m,0.17,0.1,0.25,-0.188,-0.264,-0.125
-TFT,TimesFM-2.5,0.18,0.1,0.26,-0.173,-0.242,-0.113
-TFT,TabPFN-TS-3,0.17,0.1,0.24,-0.193,-0.266,-0.134
-TFT,FlowState,0.26,0.18,0.35,-0.129,-0.2,-0.066
-TFT,Toto-1.0,0.26,0.17,0.35,-0.145,-0.216,-0.08
-TFT,TabPFN-TS,0.3,0.21,0.38,-0.159,-0.237,-0.09
-TFT,Toto-2.0-4m,0.24,0.16,0.33,-0.144,-0.214,-0.085
-TFT,Moirai-2.0,0.31,0.22,0.41,-0.118,-0.184,-0.056
-TFT,Chronos-Bolt,0.33,0.24,0.42,-0.11,-0.17,-0.054
-TFT,TFT,0.5,0.5,0.5,0.0,0.0,0.0
-TFT,Seasonal Naive,0.83,0.75,0.9,0.322,0.262,0.385
 Seasonal Naive,Chronos-2,0.0,0.0,0.0,-0.897,-1.087,-0.745
 Seasonal Naive,Toto-2.0-2.5B,0.02,0.0,0.05,-0.799,-1.002,-0.651
 Seasonal Naive,Toto-2.0-1B,0.03,0.0,0.07,-0.8,-1.001,-0.649
+Seasonal Naive,TiRex-2,0.0,0.0,0.0,-0.835,-1.015,-0.692
 Seasonal Naive,Toto-2.0-313m,0.01,0.0,0.03,-0.793,-0.991,-0.646
 Seasonal Naive,TiRex,0.0,0.0,0.0,-0.741,-0.919,-0.611
 Seasonal Naive,Toto-2.0-22m,0.02,0.0,0.05,-0.752,-0.941,-0.611
@@ -253,5 +254,4 @@ Seasonal Naive,TabPFN-TS,0.025,0.0,0.06,-0.709,-0.884,-0.572
 Seasonal Naive,Toto-2.0-4m,0.04,0.01,0.08,-0.687,-0.859,-0.552
 Seasonal Naive,Moirai-2.0,0.06,0.02,0.11,-0.648,-0.812,-0.522
 Seasonal Naive,Chronos-Bolt,0.04,0.01,0.08,-0.636,-0.788,-0.52
-Seasonal Naive,TFT,0.17,0.1,0.25,-0.474,-0.625,-0.355
 Seasonal Naive,Seasonal Naive,0.5,0.5,0.5,0.0,0.0,0.0
diff --git a/tables/full/pairwise_WAPE.csv b/tables/full/pairwise_WAPE.csv
index 7db2d8a10fd089708c9070c9ed68e0876ef14513..d0ac0a673500027206f223de1432f076e93eabc0 100644
--- a/tables/full/pairwise_WAPE.csv
+++ b/tables/full/pairwise_WAPE.csv
@@ -3,9 +3,10 @@ Toto-2.0-2.5B,Toto-2.0-2.5B,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-2.0-2.5B,Toto-2.0-1B,0.55,0.46,0.64,0.002,-0.005,0.008
 Toto-2.0-2.5B,Chronos-2,0.52,0.43,0.62,-0.045,-0.08,-0.011
 Toto-2.0-2.5B,Toto-2.0-313m,0.68,0.59,0.77,0.007,-0.001,0.017
+Toto-2.0-2.5B,TiRex-2,0.62,0.53,0.71,-0.006,-0.044,0.033
 Toto-2.0-2.5B,Toto-2.0-22m,0.83,0.75,0.9,0.032,0.016,0.049
-Toto-2.0-2.5B,TimesFM-2.5,0.66,0.58,0.75,0.044,0.017,0.07
 Toto-2.0-2.5B,TiRex,0.71,0.62,0.79,0.047,0.019,0.076
+Toto-2.0-2.5B,TimesFM-2.5,0.66,0.58,0.75,0.044,0.017,0.07
 Toto-2.0-2.5B,TabPFN-TS-3,0.63,0.54,0.72,0.012,-0.037,0.061
 Toto-2.0-2.5B,FlowState,0.74,0.65,0.82,0.053,0.014,0.088
 Toto-2.0-2.5B,TabPFN-TS,0.71,0.62,0.79,0.028,-0.019,0.071
@@ -13,15 +14,15 @@ Toto-2.0-2.5B,Toto-1.0,0.79,0.71,0.88,0.075,0.049,0.103
 Toto-2.0-2.5B,Moirai-2.0,0.82,0.75,0.89,0.087,0.053,0.121
 Toto-2.0-2.5B,Toto-2.0-4m,0.87,0.8,0.94,0.082,0.061,0.105
 Toto-2.0-2.5B,Chronos-Bolt,0.86,0.79,0.92,0.098,0.064,0.129
-Toto-2.0-2.5B,Sundial-Base,0.86,0.79,0.92,0.129,0.086,0.171
 Toto-2.0-2.5B,Seasonal Naive,0.95,0.9,0.99,0.367,0.314,0.421
 Toto-2.0-1B,Toto-2.0-2.5B,0.45,0.36,0.54,-0.002,-0.008,0.005
 Toto-2.0-1B,Toto-2.0-1B,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-2.0-1B,Chronos-2,0.53,0.44,0.62,-0.047,-0.083,-0.011
 Toto-2.0-1B,Toto-2.0-313m,0.6,0.51,0.7,0.006,-0.001,0.012
+Toto-2.0-1B,TiRex-2,0.61,0.52,0.7,-0.008,-0.044,0.029
 Toto-2.0-1B,Toto-2.0-22m,0.82,0.74,0.89,0.03,0.016,0.045
-Toto-2.0-1B,TimesFM-2.5,0.69,0.6,0.78,0.043,0.016,0.067
 Toto-2.0-1B,TiRex,0.76,0.68,0.83,0.045,0.018,0.072
+Toto-2.0-1B,TimesFM-2.5,0.69,0.6,0.78,0.043,0.016,0.067
 Toto-2.0-1B,TabPFN-TS-3,0.62,0.53,0.71,0.01,-0.038,0.06
 Toto-2.0-1B,FlowState,0.71,0.62,0.79,0.051,0.01,0.088
 Toto-2.0-1B,TabPFN-TS,0.71,0.62,0.8,0.026,-0.021,0.072
@@ -29,15 +30,15 @@ Toto-2.0-1B,Toto-1.0,0.82,0.74,0.9,0.073,0.047,0.101
 Toto-2.0-1B,Moirai-2.0,0.82,0.74,0.89,0.085,0.05,0.12
 Toto-2.0-1B,Toto-2.0-4m,0.9,0.84,0.95,0.08,0.059,0.102
 Toto-2.0-1B,Chronos-Bolt,0.83,0.75,0.9,0.096,0.063,0.127
-Toto-2.0-1B,Sundial-Base,0.87,0.8,0.93,0.127,0.084,0.171
 Toto-2.0-1B,Seasonal Naive,0.96,0.92,0.99,0.365,0.312,0.418
 Chronos-2,Toto-2.0-2.5B,0.48,0.38,0.57,0.043,0.011,0.074
 Chronos-2,Toto-2.0-1B,0.47,0.38,0.56,0.045,0.011,0.077
 Chronos-2,Chronos-2,0.5,0.5,0.5,0.0,0.0,0.0
 Chronos-2,Toto-2.0-313m,0.52,0.42,0.61,0.051,0.017,0.083
+Chronos-2,TiRex-2,0.6,0.5,0.7,0.038,0.01,0.066
 Chronos-2,Toto-2.0-22m,0.59,0.49,0.68,0.074,0.043,0.107
-Chronos-2,TimesFM-2.5,0.68,0.59,0.76,0.086,0.054,0.118
 Chronos-2,TiRex,0.73,0.64,0.81,0.088,0.057,0.12
+Chronos-2,TimesFM-2.5,0.68,0.59,0.76,0.086,0.054,0.118
 Chronos-2,TabPFN-TS-3,0.68,0.59,0.77,0.055,0.028,0.082
 Chronos-2,FlowState,0.73,0.64,0.81,0.094,0.054,0.13
 Chronos-2,TabPFN-TS,0.79,0.71,0.87,0.07,0.039,0.1
@@ -45,15 +46,15 @@ Chronos-2,Toto-1.0,0.68,0.58,0.77,0.115,0.081,0.153
 Chronos-2,Moirai-2.0,0.84,0.76,0.91,0.127,0.096,0.159
 Chronos-2,Toto-2.0-4m,0.78,0.7,0.86,0.122,0.09,0.155
 Chronos-2,Chronos-Bolt,0.89,0.82,0.95,0.137,0.105,0.171
-Chronos-2,Sundial-Base,0.93,0.88,0.98,0.167,0.134,0.2
 Chronos-2,Seasonal Naive,0.95,0.9,0.99,0.394,0.349,0.44
 Toto-2.0-313m,Toto-2.0-2.5B,0.32,0.23,0.41,-0.008,-0.017,0.001
 Toto-2.0-313m,Toto-2.0-1B,0.4,0.3,0.49,-0.006,-0.012,0.001
 Toto-2.0-313m,Chronos-2,0.48,0.39,0.58,-0.053,-0.09,-0.017
 Toto-2.0-313m,Toto-2.0-313m,0.5,0.5,0.5,0.0,0.0,0.0
+Toto-2.0-313m,TiRex-2,0.59,0.49,0.69,-0.013,-0.05,0.023
 Toto-2.0-313m,Toto-2.0-22m,0.79,0.7,0.87,0.025,0.013,0.037
-Toto-2.0-313m,TimesFM-2.5,0.66,0.57,0.75,0.037,0.012,0.061
 Toto-2.0-313m,TiRex,0.67,0.58,0.76,0.039,0.015,0.067
+Toto-2.0-313m,TimesFM-2.5,0.66,0.57,0.75,0.037,0.012,0.061
 Toto-2.0-313m,TabPFN-TS-3,0.64,0.55,0.73,0.005,-0.046,0.054
 Toto-2.0-313m,FlowState,0.72,0.63,0.8,0.046,0.005,0.083
 Toto-2.0-313m,TabPFN-TS,0.7,0.61,0.78,0.02,-0.025,0.066
@@ -61,15 +62,31 @@ Toto-2.0-313m,Toto-1.0,0.83,0.76,0.9,0.068,0.043,0.094
 Toto-2.0-313m,Moirai-2.0,0.81,0.73,0.88,0.08,0.046,0.113
 Toto-2.0-313m,Toto-2.0-4m,0.91,0.85,0.97,0.075,0.055,0.095
 Toto-2.0-313m,Chronos-Bolt,0.83,0.75,0.9,0.091,0.059,0.121
-Toto-2.0-313m,Sundial-Base,0.85,0.78,0.91,0.123,0.08,0.165
 Toto-2.0-313m,Seasonal Naive,0.95,0.9,0.99,0.362,0.31,0.415
+TiRex-2,Toto-2.0-2.5B,0.38,0.29,0.47,0.006,-0.034,0.042
+TiRex-2,Toto-2.0-1B,0.39,0.3,0.48,0.008,-0.03,0.043
+TiRex-2,Chronos-2,0.4,0.3,0.5,-0.04,-0.071,-0.01
+TiRex-2,Toto-2.0-313m,0.41,0.31,0.51,0.013,-0.023,0.048
+TiRex-2,TiRex-2,0.5,0.5,0.5,0.0,0.0,0.0
+TiRex-2,Toto-2.0-22m,0.53,0.42,0.63,0.038,0.008,0.068
+TiRex-2,TiRex,0.6,0.51,0.69,0.052,0.023,0.084
+TiRex-2,TimesFM-2.5,0.62,0.53,0.71,0.05,0.018,0.085
+TiRex-2,TabPFN-TS-3,0.63,0.54,0.72,0.018,-0.025,0.057
+TiRex-2,FlowState,0.68,0.58,0.76,0.058,0.011,0.101
+TiRex-2,TabPFN-TS,0.7,0.61,0.79,0.033,0.002,0.065
+TiRex-2,Toto-1.0,0.64,0.55,0.73,0.08,0.05,0.115
+TiRex-2,Moirai-2.0,0.8,0.72,0.88,0.092,0.058,0.128
+TiRex-2,Toto-2.0-4m,0.71,0.62,0.8,0.087,0.059,0.118
+TiRex-2,Chronos-Bolt,0.82,0.74,0.89,0.103,0.069,0.136
+TiRex-2,Seasonal Naive,0.98,0.95,1.0,0.37,0.326,0.416
 Toto-2.0-22m,Toto-2.0-2.5B,0.17,0.1,0.25,-0.033,-0.051,-0.017
 Toto-2.0-22m,Toto-2.0-1B,0.18,0.11,0.26,-0.031,-0.047,-0.016
 Toto-2.0-22m,Chronos-2,0.41,0.32,0.51,-0.08,-0.12,-0.044
 Toto-2.0-22m,Toto-2.0-313m,0.21,0.13,0.3,-0.025,-0.039,-0.013
+Toto-2.0-22m,TiRex-2,0.47,0.37,0.58,-0.039,-0.072,-0.008
 Toto-2.0-22m,Toto-2.0-22m,0.5,0.5,0.5,0.0,0.0,0.0
-Toto-2.0-22m,TimesFM-2.5,0.54,0.45,0.63,0.013,-0.01,0.036
 Toto-2.0-22m,TiRex,0.53,0.43,0.62,0.015,-0.007,0.039
+Toto-2.0-22m,TimesFM-2.5,0.54,0.45,0.63,0.013,-0.01,0.036
 Toto-2.0-22m,TabPFN-TS-3,0.55,0.46,0.65,-0.021,-0.072,0.03
 Toto-2.0-22m,FlowState,0.62,0.52,0.71,0.021,-0.018,0.058
 Toto-2.0-22m,TabPFN-TS,0.58,0.48,0.67,-0.005,-0.048,0.037
@@ -77,31 +94,15 @@ Toto-2.0-22m,Toto-1.0,0.74,0.65,0.83,0.044,0.023,0.066
 Toto-2.0-22m,Moirai-2.0,0.73,0.64,0.82,0.057,0.027,0.086
 Toto-2.0-22m,Toto-2.0-4m,0.87,0.8,0.94,0.051,0.037,0.066
 Toto-2.0-22m,Chronos-Bolt,0.74,0.66,0.82,0.068,0.041,0.096
-Toto-2.0-22m,Sundial-Base,0.78,0.7,0.86,0.1,0.059,0.143
 Toto-2.0-22m,Seasonal Naive,0.96,0.92,0.99,0.346,0.295,0.398
-TimesFM-2.5,Toto-2.0-2.5B,0.34,0.25,0.42,-0.046,-0.075,-0.018
-TimesFM-2.5,Toto-2.0-1B,0.31,0.22,0.4,-0.044,-0.072,-0.017
-TimesFM-2.5,Chronos-2,0.32,0.24,0.41,-0.094,-0.133,-0.057
-TimesFM-2.5,Toto-2.0-313m,0.34,0.25,0.43,-0.039,-0.065,-0.012
-TimesFM-2.5,Toto-2.0-22m,0.46,0.37,0.55,-0.013,-0.037,0.01
-TimesFM-2.5,TimesFM-2.5,0.5,0.5,0.5,0.0,0.0,0.0
-TimesFM-2.5,TiRex,0.485,0.39,0.58,0.002,-0.014,0.02
-TimesFM-2.5,TabPFN-TS-3,0.55,0.45,0.65,-0.034,-0.082,0.016
-TimesFM-2.5,FlowState,0.6,0.5,0.685,0.009,-0.024,0.042
-TimesFM-2.5,TabPFN-TS,0.59,0.49,0.69,-0.017,-0.06,0.026
-TimesFM-2.5,Toto-1.0,0.54,0.455,0.635,0.032,0.006,0.06
-TimesFM-2.5,Moirai-2.0,0.7,0.615,0.78,0.045,0.02,0.07
-TimesFM-2.5,Toto-2.0-4m,0.6,0.51,0.7,0.039,0.017,0.064
-TimesFM-2.5,Chronos-Bolt,0.73,0.65,0.81,0.056,0.034,0.079
-TimesFM-2.5,Sundial-Base,0.825,0.75,0.9,0.089,0.052,0.125
-TimesFM-2.5,Seasonal Naive,0.95,0.9,0.99,0.337,0.293,0.386
 TiRex,Toto-2.0-2.5B,0.29,0.21,0.38,-0.049,-0.083,-0.019
 TiRex,Toto-2.0-1B,0.24,0.17,0.32,-0.047,-0.078,-0.018
 TiRex,Chronos-2,0.27,0.19,0.36,-0.097,-0.137,-0.06
 TiRex,Toto-2.0-313m,0.33,0.24,0.42,-0.041,-0.072,-0.015
+TiRex,TiRex-2,0.4,0.31,0.49,-0.055,-0.091,-0.023
 TiRex,Toto-2.0-22m,0.47,0.38,0.57,-0.015,-0.04,0.007
-TiRex,TimesFM-2.5,0.515,0.42,0.61,-0.002,-0.02,0.014
 TiRex,TiRex,0.5,0.5,0.5,0.0,0.0,0.0
+TiRex,TimesFM-2.5,0.515,0.42,0.61,-0.002,-0.02,0.014
 TiRex,TabPFN-TS-3,0.57,0.47,0.66,-0.036,-0.092,0.017
 TiRex,FlowState,0.545,0.45,0.64,0.007,-0.034,0.042
 TiRex,TabPFN-TS,0.62,0.52,0.71,-0.02,-0.065,0.026
@@ -109,15 +110,31 @@ TiRex,Toto-1.0,0.625,0.535,0.725,0.03,0.007,0.05
 TiRex,Moirai-2.0,0.695,0.615,0.79,0.042,0.023,0.065
 TiRex,Toto-2.0-4m,0.69,0.6,0.78,0.037,0.017,0.057
 TiRex,Chronos-Bolt,0.745,0.66,0.83,0.054,0.032,0.077
-TiRex,Sundial-Base,0.775,0.695,0.85,0.087,0.048,0.126
 TiRex,Seasonal Naive,0.95,0.9,0.99,0.336,0.29,0.384
+TimesFM-2.5,Toto-2.0-2.5B,0.34,0.25,0.42,-0.046,-0.075,-0.018
+TimesFM-2.5,Toto-2.0-1B,0.31,0.22,0.4,-0.044,-0.072,-0.017
+TimesFM-2.5,Chronos-2,0.32,0.24,0.41,-0.094,-0.133,-0.057
+TimesFM-2.5,Toto-2.0-313m,0.34,0.25,0.43,-0.039,-0.065,-0.012
+TimesFM-2.5,TiRex-2,0.38,0.29,0.47,-0.052,-0.092,-0.018
+TimesFM-2.5,Toto-2.0-22m,0.46,0.37,0.55,-0.013,-0.037,0.01
+TimesFM-2.5,TiRex,0.485,0.39,0.58,0.002,-0.014,0.02
+TimesFM-2.5,TimesFM-2.5,0.5,0.5,0.5,0.0,0.0,0.0
+TimesFM-2.5,TabPFN-TS-3,0.55,0.45,0.65,-0.034,-0.082,0.016
+TimesFM-2.5,FlowState,0.6,0.5,0.685,0.009,-0.024,0.042
+TimesFM-2.5,TabPFN-TS,0.59,0.49,0.69,-0.017,-0.06,0.026
+TimesFM-2.5,Toto-1.0,0.54,0.455,0.635,0.032,0.006,0.06
+TimesFM-2.5,Moirai-2.0,0.7,0.615,0.78,0.045,0.02,0.07
+TimesFM-2.5,Toto-2.0-4m,0.6,0.51,0.7,0.039,0.017,0.064
+TimesFM-2.5,Chronos-Bolt,0.73,0.65,0.81,0.056,0.034,0.079
+TimesFM-2.5,Seasonal Naive,0.95,0.9,0.99,0.337,0.293,0.386
 TabPFN-TS-3,Toto-2.0-2.5B,0.37,0.28,0.46,-0.012,-0.065,0.036
 TabPFN-TS-3,Toto-2.0-1B,0.38,0.29,0.47,-0.01,-0.064,0.037
 TabPFN-TS-3,Chronos-2,0.32,0.23,0.41,-0.058,-0.09,-0.029
 TabPFN-TS-3,Toto-2.0-313m,0.36,0.27,0.45,-0.005,-0.057,0.044
+TabPFN-TS-3,TiRex-2,0.37,0.28,0.46,-0.018,-0.06,0.025
 TabPFN-TS-3,Toto-2.0-22m,0.45,0.35,0.54,0.02,-0.031,0.067
-TabPFN-TS-3,TimesFM-2.5,0.45,0.35,0.55,0.033,-0.016,0.076
 TabPFN-TS-3,TiRex,0.43,0.34,0.53,0.035,-0.018,0.084
+TabPFN-TS-3,TimesFM-2.5,0.45,0.35,0.55,0.033,-0.016,0.076
 TabPFN-TS-3,TabPFN-TS-3,0.5,0.5,0.5,0.0,0.0,0.0
 TabPFN-TS-3,FlowState,0.51,0.4,0.61,0.041,-0.004,0.089
 TabPFN-TS-3,TabPFN-TS,0.58,0.48,0.68,0.016,-0.014,0.049
@@ -125,15 +142,15 @@ TabPFN-TS-3,Toto-1.0,0.55,0.45,0.64,0.064,0.011,0.112
 TabPFN-TS-3,Moirai-2.0,0.63,0.53,0.72,0.076,0.027,0.12
 TabPFN-TS-3,Toto-2.0-4m,0.58,0.49,0.67,0.071,0.024,0.117
 TabPFN-TS-3,Chronos-Bolt,0.63,0.53,0.73,0.087,0.043,0.13
-TabPFN-TS-3,Sundial-Base,0.79,0.71,0.87,0.119,0.082,0.155
 TabPFN-TS-3,Seasonal Naive,0.97,0.93,1.0,0.359,0.314,0.404
 FlowState,Toto-2.0-2.5B,0.26,0.18,0.35,-0.056,-0.097,-0.014
 FlowState,Toto-2.0-1B,0.29,0.21,0.38,-0.054,-0.097,-0.01
 FlowState,Chronos-2,0.27,0.19,0.36,-0.104,-0.15,-0.057
 FlowState,Toto-2.0-313m,0.28,0.2,0.37,-0.048,-0.09,-0.005
+FlowState,TiRex-2,0.32,0.24,0.42,-0.062,-0.112,-0.011
 FlowState,Toto-2.0-22m,0.38,0.29,0.48,-0.022,-0.062,0.017
-FlowState,TimesFM-2.5,0.4,0.315,0.5,-0.009,-0.044,0.024
 FlowState,TiRex,0.455,0.36,0.55,-0.007,-0.044,0.033
+FlowState,TimesFM-2.5,0.4,0.315,0.5,-0.009,-0.044,0.024
 FlowState,TabPFN-TS-3,0.49,0.39,0.6,-0.043,-0.098,0.004
 FlowState,FlowState,0.5,0.5,0.5,0.0,0.0,0.0
 FlowState,TabPFN-TS,0.53,0.43,0.64,-0.027,-0.078,0.022
@@ -141,15 +158,15 @@ FlowState,Toto-1.0,0.53,0.44,0.625,0.023,-0.018,0.067
 FlowState,Moirai-2.0,0.55,0.455,0.64,0.036,-0.002,0.077
 FlowState,Toto-2.0-4m,0.56,0.46,0.66,0.031,-0.008,0.07
 FlowState,Chronos-Bolt,0.64,0.545,0.73,0.048,0.016,0.084
-FlowState,Sundial-Base,0.705,0.615,0.795,0.081,0.04,0.121
 FlowState,Seasonal Naive,0.92,0.86,0.97,0.331,0.285,0.379
 TabPFN-TS,Toto-2.0-2.5B,0.29,0.21,0.38,-0.028,-0.077,0.018
 TabPFN-TS,Toto-2.0-1B,0.29,0.2,0.38,-0.027,-0.078,0.021
 TabPFN-TS,Chronos-2,0.21,0.13,0.29,-0.075,-0.111,-0.04
 TabPFN-TS,Toto-2.0-313m,0.3,0.22,0.39,-0.021,-0.071,0.025
+TabPFN-TS,TiRex-2,0.3,0.21,0.39,-0.034,-0.069,-0.002
 TabPFN-TS,Toto-2.0-22m,0.42,0.33,0.52,0.005,-0.039,0.046
-TabPFN-TS,TimesFM-2.5,0.41,0.31,0.51,0.017,-0.027,0.057
 TabPFN-TS,TiRex,0.38,0.29,0.48,0.019,-0.026,0.061
+TabPFN-TS,TimesFM-2.5,0.41,0.31,0.51,0.017,-0.027,0.057
 TabPFN-TS,TabPFN-TS-3,0.42,0.32,0.52,-0.016,-0.051,0.014
 TabPFN-TS,FlowState,0.47,0.36,0.57,0.026,-0.023,0.073
 TabPFN-TS,TabPFN-TS,0.5,0.5,0.5,0.0,0.0,0.0
@@ -157,15 +174,15 @@ TabPFN-TS,Toto-1.0,0.5,0.41,0.6,0.049,0.004,0.095
 TabPFN-TS,Moirai-2.0,0.57,0.48,0.66,0.061,0.016,0.104
 TabPFN-TS,Toto-2.0-4m,0.59,0.5,0.68,0.056,0.013,0.097
 TabPFN-TS,Chronos-Bolt,0.61,0.51,0.71,0.072,0.032,0.113
-TabPFN-TS,Sundial-Base,0.71,0.62,0.8,0.104,0.057,0.149
 TabPFN-TS,Seasonal Naive,0.975,0.94,1.0,0.349,0.305,0.394
 Toto-1.0,Toto-2.0-2.5B,0.21,0.12,0.29,-0.081,-0.115,-0.052
 Toto-1.0,Toto-2.0-1B,0.18,0.1,0.26,-0.079,-0.112,-0.049
 Toto-1.0,Chronos-2,0.32,0.23,0.42,-0.13,-0.18,-0.089
 Toto-1.0,Toto-2.0-313m,0.17,0.1,0.24,-0.073,-0.104,-0.045
+Toto-1.0,TiRex-2,0.36,0.27,0.45,-0.087,-0.13,-0.052
 Toto-1.0,Toto-2.0-22m,0.26,0.17,0.35,-0.046,-0.07,-0.024
-Toto-1.0,TimesFM-2.5,0.46,0.365,0.545,-0.033,-0.063,-0.006
 Toto-1.0,TiRex,0.375,0.275,0.465,-0.031,-0.053,-0.007
+Toto-1.0,TimesFM-2.5,0.46,0.365,0.545,-0.033,-0.063,-0.006
 Toto-1.0,TabPFN-TS-3,0.45,0.36,0.55,-0.068,-0.127,-0.011
 Toto-1.0,FlowState,0.47,0.375,0.56,-0.024,-0.072,0.018
 Toto-1.0,TabPFN-TS,0.5,0.4,0.59,-0.051,-0.105,-0.004
@@ -173,15 +190,15 @@ Toto-1.0,Toto-1.0,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-1.0,Moirai-2.0,0.58,0.485,0.67,0.013,-0.011,0.037
 Toto-1.0,Toto-2.0-4m,0.62,0.52,0.71,0.008,-0.01,0.022
 Toto-1.0,Chronos-Bolt,0.59,0.5,0.68,0.025,-0.003,0.053
-Toto-1.0,Sundial-Base,0.665,0.575,0.75,0.059,0.012,0.104
 Toto-1.0,Seasonal Naive,0.92,0.86,0.97,0.315,0.266,0.365
 Moirai-2.0,Toto-2.0-2.5B,0.18,0.11,0.25,-0.095,-0.138,-0.056
 Moirai-2.0,Toto-2.0-1B,0.18,0.11,0.26,-0.093,-0.137,-0.053
 Moirai-2.0,Chronos-2,0.16,0.09,0.24,-0.145,-0.189,-0.106
 Moirai-2.0,Toto-2.0-313m,0.19,0.12,0.27,-0.087,-0.127,-0.048
+Moirai-2.0,TiRex-2,0.2,0.12,0.28,-0.101,-0.147,-0.062
 Moirai-2.0,Toto-2.0-22m,0.27,0.18,0.36,-0.06,-0.094,-0.028
-Moirai-2.0,TimesFM-2.5,0.3,0.22,0.385,-0.047,-0.075,-0.02
 Moirai-2.0,TiRex,0.305,0.21,0.385,-0.044,-0.069,-0.024
+Moirai-2.0,TimesFM-2.5,0.3,0.22,0.385,-0.047,-0.075,-0.02
 Moirai-2.0,TabPFN-TS-3,0.37,0.28,0.47,-0.082,-0.137,-0.028
 Moirai-2.0,FlowState,0.45,0.36,0.545,-0.037,-0.084,0.002
 Moirai-2.0,TabPFN-TS,0.43,0.34,0.52,-0.065,-0.116,-0.016
@@ -189,15 +206,15 @@ Moirai-2.0,Toto-1.0,0.42,0.33,0.515,-0.013,-0.038,0.011
 Moirai-2.0,Moirai-2.0,0.5,0.5,0.5,0.0,0.0,0.0
 Moirai-2.0,Toto-2.0-4m,0.46,0.36,0.56,-0.006,-0.031,0.02
 Moirai-2.0,Chronos-Bolt,0.56,0.48,0.645,0.012,-0.012,0.036
-Moirai-2.0,Sundial-Base,0.665,0.57,0.76,0.046,0.003,0.087
 Moirai-2.0,Seasonal Naive,0.87,0.8,0.93,0.306,0.258,0.357
 Toto-2.0-4m,Toto-2.0-2.5B,0.13,0.06,0.2,-0.089,-0.117,-0.065
 Toto-2.0-4m,Toto-2.0-1B,0.1,0.05,0.16,-0.087,-0.114,-0.063
 Toto-2.0-4m,Chronos-2,0.22,0.14,0.3,-0.139,-0.183,-0.099
 Toto-2.0-4m,Toto-2.0-313m,0.09,0.03,0.15,-0.081,-0.106,-0.058
+Toto-2.0-4m,TiRex-2,0.29,0.2,0.38,-0.095,-0.134,-0.063
 Toto-2.0-4m,Toto-2.0-22m,0.13,0.06,0.2,-0.054,-0.071,-0.039
-Toto-2.0-4m,TimesFM-2.5,0.4,0.3,0.49,-0.041,-0.068,-0.018
 Toto-2.0-4m,TiRex,0.31,0.22,0.4,-0.038,-0.061,-0.017
+Toto-2.0-4m,TimesFM-2.5,0.4,0.3,0.49,-0.041,-0.068,-0.018
 Toto-2.0-4m,TabPFN-TS-3,0.42,0.33,0.51,-0.076,-0.132,-0.025
 Toto-2.0-4m,FlowState,0.44,0.34,0.54,-0.032,-0.075,0.008
 Toto-2.0-4m,TabPFN-TS,0.41,0.32,0.5,-0.059,-0.108,-0.013
@@ -205,15 +222,15 @@ Toto-2.0-4m,Toto-1.0,0.38,0.29,0.48,-0.008,-0.023,0.01
 Toto-2.0-4m,Moirai-2.0,0.54,0.44,0.64,0.005,-0.02,0.03
 Toto-2.0-4m,Toto-2.0-4m,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-2.0-4m,Chronos-Bolt,0.55,0.45,0.64,0.018,-0.011,0.045
-Toto-2.0-4m,Sundial-Base,0.68,0.58,0.77,0.051,0.007,0.097
 Toto-2.0-4m,Seasonal Naive,0.93,0.87,0.97,0.31,0.259,0.362
 Chronos-Bolt,Toto-2.0-2.5B,0.14,0.08,0.21,-0.109,-0.148,-0.068
 Chronos-Bolt,Toto-2.0-1B,0.17,0.1,0.25,-0.107,-0.146,-0.068
 Chronos-Bolt,Chronos-2,0.11,0.05,0.18,-0.159,-0.207,-0.117
 Chronos-Bolt,Toto-2.0-313m,0.17,0.1,0.25,-0.1,-0.138,-0.063
+Chronos-Bolt,TiRex-2,0.18,0.11,0.26,-0.115,-0.157,-0.075
 Chronos-Bolt,Toto-2.0-22m,0.26,0.18,0.34,-0.073,-0.106,-0.042
-Chronos-Bolt,TimesFM-2.5,0.27,0.19,0.35,-0.06,-0.086,-0.035
 Chronos-Bolt,TiRex,0.255,0.17,0.34,-0.057,-0.083,-0.033
+Chronos-Bolt,TimesFM-2.5,0.27,0.19,0.35,-0.06,-0.086,-0.035
 Chronos-Bolt,TabPFN-TS-3,0.37,0.27,0.47,-0.095,-0.149,-0.045
 Chronos-Bolt,FlowState,0.36,0.27,0.455,-0.05,-0.092,-0.016
 Chronos-Bolt,TabPFN-TS,0.39,0.29,0.49,-0.078,-0.127,-0.033
@@ -221,31 +238,15 @@ Chronos-Bolt,Toto-1.0,0.41,0.32,0.5,-0.026,-0.056,0.003
 Chronos-Bolt,Moirai-2.0,0.44,0.355,0.52,-0.012,-0.038,0.011
 Chronos-Bolt,Toto-2.0-4m,0.45,0.36,0.55,-0.018,-0.047,0.011
 Chronos-Bolt,Chronos-Bolt,0.5,0.5,0.5,0.0,0.0,0.0
-Chronos-Bolt,Sundial-Base,0.635,0.54,0.73,0.034,-0.006,0.071
 Chronos-Bolt,Seasonal Naive,0.91,0.85,0.96,0.298,0.252,0.345
-Sundial-Base,Toto-2.0-2.5B,0.14,0.08,0.21,-0.148,-0.207,-0.094
-Sundial-Base,Toto-2.0-1B,0.13,0.07,0.2,-0.146,-0.207,-0.092
-Sundial-Base,Chronos-2,0.07,0.02,0.12,-0.2,-0.25,-0.154
-Sundial-Base,Toto-2.0-313m,0.15,0.09,0.22,-0.14,-0.198,-0.087
-Sundial-Base,Toto-2.0-22m,0.22,0.14,0.3,-0.111,-0.167,-0.063
-Sundial-Base,TimesFM-2.5,0.175,0.1,0.25,-0.097,-0.143,-0.055
-Sundial-Base,TiRex,0.225,0.15,0.305,-0.095,-0.144,-0.05
-Sundial-Base,TabPFN-TS-3,0.21,0.13,0.29,-0.135,-0.184,-0.089
-Sundial-Base,FlowState,0.295,0.205,0.385,-0.088,-0.138,-0.042
-Sundial-Base,TabPFN-TS,0.29,0.2,0.38,-0.117,-0.175,-0.061
-Sundial-Base,Toto-1.0,0.335,0.25,0.425,-0.062,-0.115,-0.012
-Sundial-Base,Moirai-2.0,0.335,0.24,0.43,-0.048,-0.095,-0.003
-Sundial-Base,Toto-2.0-4m,0.32,0.23,0.42,-0.054,-0.107,-0.007
-Sundial-Base,Chronos-Bolt,0.365,0.27,0.46,-0.036,-0.076,0.006
-Sundial-Base,Sundial-Base,0.5,0.5,0.5,0.0,0.0,0.0
-Sundial-Base,Seasonal Naive,0.88,0.81,0.94,0.273,0.225,0.319
 Seasonal Naive,Toto-2.0-2.5B,0.05,0.01,0.1,-0.579,-0.727,-0.458
 Seasonal Naive,Toto-2.0-1B,0.04,0.01,0.08,-0.576,-0.72,-0.455
 Seasonal Naive,Chronos-2,0.05,0.01,0.1,-0.65,-0.787,-0.537
 Seasonal Naive,Toto-2.0-313m,0.05,0.01,0.1,-0.567,-0.709,-0.45
+Seasonal Naive,TiRex-2,0.02,0.0,0.05,-0.588,-0.713,-0.483
 Seasonal Naive,Toto-2.0-22m,0.04,0.01,0.08,-0.528,-0.66,-0.419
-Seasonal Naive,TimesFM-2.5,0.05,0.01,0.1,-0.509,-0.63,-0.414
 Seasonal Naive,TiRex,0.05,0.01,0.1,-0.505,-0.623,-0.408
+Seasonal Naive,TimesFM-2.5,0.05,0.01,0.1,-0.509,-0.63,-0.414
 Seasonal Naive,TabPFN-TS-3,0.03,0.0,0.07,-0.56,-0.678,-0.458
 Seasonal Naive,FlowState,0.08,0.03,0.14,-0.495,-0.609,-0.398
 Seasonal Naive,TabPFN-TS,0.025,0.0,0.06,-0.535,-0.65,-0.439
@@ -253,5 +254,4 @@ Seasonal Naive,Toto-1.0,0.08,0.03,0.14,-0.46,-0.576,-0.363
 Seasonal Naive,Moirai-2.0,0.13,0.07,0.2,-0.441,-0.554,-0.347
 Seasonal Naive,Toto-2.0-4m,0.07,0.03,0.13,-0.449,-0.568,-0.349
 Seasonal Naive,Chronos-Bolt,0.09,0.04,0.15,-0.424,-0.527,-0.336
-Seasonal Naive,Sundial-Base,0.12,0.06,0.19,-0.375,-0.469,-0.29
 Seasonal Naive,Seasonal Naive,0.5,0.5,0.5,0.0,0.0,0.0
diff --git a/tables/full/pairwise_WQL.csv b/tables/full/pairwise_WQL.csv
index b4db984683f351ee85f00aa74b58eac0beec7bc3..528399d657a1b29f54fb7e43bc8bc09a099fdb69 100644
--- a/tables/full/pairwise_WQL.csv
+++ b/tables/full/pairwise_WQL.csv
@@ -1,24 +1,9 @@
 model_1,model_2,win_rate,win_rate_lower,win_rate_upper,skill_score,skill_score_lower,skill_score_upper
-Toto-2.0-1B,Toto-2.0-1B,0.5,0.5,0.5,0.0,0.0,0.0
-Toto-2.0-1B,Toto-2.0-2.5B,0.44,0.34,0.53,0.001,-0.007,0.008
-Toto-2.0-1B,Chronos-2,0.54,0.44,0.64,-0.047,-0.083,-0.012
-Toto-2.0-1B,Toto-2.0-313m,0.62,0.53,0.71,0.006,-0.002,0.014
-Toto-2.0-1B,Toto-2.0-22m,0.82,0.75,0.89,0.03,0.016,0.045
-Toto-2.0-1B,TiRex,0.7,0.61,0.78,0.048,0.02,0.077
-Toto-2.0-1B,TabPFN-TS-3,0.6,0.52,0.7,0.008,-0.039,0.057
-Toto-2.0-1B,TimesFM-2.5,0.71,0.62,0.8,0.047,0.022,0.071
-Toto-2.0-1B,FlowState,0.72,0.63,0.8,0.06,0.019,0.095
-Toto-2.0-1B,TabPFN-TS,0.71,0.62,0.8,0.049,-0.001,0.094
-Toto-2.0-1B,Toto-1.0,0.84,0.77,0.91,0.077,0.051,0.105
-Toto-2.0-1B,Toto-2.0-4m,0.89,0.83,0.95,0.082,0.061,0.106
-Toto-2.0-1B,Moirai-2.0,0.81,0.73,0.88,0.096,0.063,0.129
-Toto-2.0-1B,Chronos-Bolt,0.84,0.77,0.91,0.107,0.074,0.137
-Toto-2.0-1B,TFT,0.87,0.81,0.93,0.22,0.167,0.276
-Toto-2.0-1B,Seasonal Naive,0.97,0.93,1.0,0.492,0.44,0.545
-Toto-2.0-2.5B,Toto-2.0-1B,0.56,0.47,0.66,-0.001,-0.008,0.007
 Toto-2.0-2.5B,Toto-2.0-2.5B,0.5,0.5,0.5,0.0,0.0,0.0
+Toto-2.0-2.5B,Toto-2.0-1B,0.56,0.47,0.66,-0.001,-0.008,0.007
 Toto-2.0-2.5B,Chronos-2,0.52,0.42,0.62,-0.048,-0.082,-0.014
 Toto-2.0-2.5B,Toto-2.0-313m,0.67,0.57,0.76,0.005,-0.005,0.015
+Toto-2.0-2.5B,TiRex-2,0.6,0.5,0.69,-0.006,-0.046,0.034
 Toto-2.0-2.5B,Toto-2.0-22m,0.79,0.71,0.87,0.03,0.014,0.046
 Toto-2.0-2.5B,TiRex,0.7,0.61,0.78,0.048,0.021,0.079
 Toto-2.0-2.5B,TabPFN-TS-3,0.61,0.52,0.7,0.008,-0.04,0.054
@@ -29,12 +14,28 @@ Toto-2.0-2.5B,Toto-1.0,0.83,0.76,0.9,0.076,0.049,0.105
 Toto-2.0-2.5B,Toto-2.0-4m,0.83,0.75,0.9,0.081,0.06,0.105
 Toto-2.0-2.5B,Moirai-2.0,0.79,0.71,0.86,0.096,0.063,0.13
 Toto-2.0-2.5B,Chronos-Bolt,0.82,0.75,0.89,0.106,0.072,0.137
-Toto-2.0-2.5B,TFT,0.85,0.78,0.92,0.219,0.166,0.276
 Toto-2.0-2.5B,Seasonal Naive,0.97,0.93,1.0,0.492,0.441,0.544
-Chronos-2,Toto-2.0-1B,0.46,0.36,0.56,0.045,0.012,0.077
+Toto-2.0-1B,Toto-2.0-2.5B,0.44,0.34,0.53,0.001,-0.007,0.008
+Toto-2.0-1B,Toto-2.0-1B,0.5,0.5,0.5,0.0,0.0,0.0
+Toto-2.0-1B,Chronos-2,0.54,0.44,0.64,-0.047,-0.083,-0.012
+Toto-2.0-1B,Toto-2.0-313m,0.62,0.53,0.71,0.006,-0.002,0.014
+Toto-2.0-1B,TiRex-2,0.59,0.49,0.68,-0.006,-0.044,0.033
+Toto-2.0-1B,Toto-2.0-22m,0.82,0.75,0.89,0.03,0.016,0.045
+Toto-2.0-1B,TiRex,0.7,0.61,0.78,0.048,0.02,0.077
+Toto-2.0-1B,TabPFN-TS-3,0.6,0.52,0.7,0.008,-0.039,0.057
+Toto-2.0-1B,TimesFM-2.5,0.71,0.62,0.8,0.047,0.022,0.071
+Toto-2.0-1B,FlowState,0.72,0.63,0.8,0.06,0.019,0.095
+Toto-2.0-1B,TabPFN-TS,0.71,0.62,0.8,0.049,-0.001,0.094
+Toto-2.0-1B,Toto-1.0,0.84,0.77,0.91,0.077,0.051,0.105
+Toto-2.0-1B,Toto-2.0-4m,0.89,0.83,0.95,0.082,0.061,0.106
+Toto-2.0-1B,Moirai-2.0,0.81,0.73,0.88,0.096,0.063,0.129
+Toto-2.0-1B,Chronos-Bolt,0.84,0.77,0.91,0.107,0.074,0.137
+Toto-2.0-1B,Seasonal Naive,0.97,0.93,1.0,0.492,0.44,0.545
 Chronos-2,Toto-2.0-2.5B,0.48,0.38,0.58,0.045,0.014,0.075
+Chronos-2,Toto-2.0-1B,0.46,0.36,0.56,0.045,0.012,0.077
 Chronos-2,Chronos-2,0.5,0.5,0.5,0.0,0.0,0.0
 Chronos-2,Toto-2.0-313m,0.54,0.44,0.63,0.05,0.017,0.081
+Chronos-2,TiRex-2,0.57,0.47,0.66,0.039,0.009,0.069
 Chronos-2,Toto-2.0-22m,0.58,0.49,0.68,0.074,0.042,0.107
 Chronos-2,TiRex,0.74,0.65,0.82,0.091,0.058,0.126
 Chronos-2,TabPFN-TS-3,0.68,0.59,0.77,0.053,0.026,0.079
@@ -45,12 +46,12 @@ Chronos-2,Toto-1.0,0.69,0.6,0.78,0.118,0.083,0.156
 Chronos-2,Toto-2.0-4m,0.82,0.74,0.89,0.123,0.091,0.156
 Chronos-2,Moirai-2.0,0.86,0.79,0.92,0.137,0.105,0.17
 Chronos-2,Chronos-Bolt,0.9,0.84,0.95,0.147,0.114,0.18
-Chronos-2,TFT,0.91,0.85,0.97,0.255,0.202,0.308
 Chronos-2,Seasonal Naive,0.98,0.95,1.0,0.515,0.469,0.559
-Toto-2.0-313m,Toto-2.0-1B,0.38,0.29,0.47,-0.006,-0.014,0.002
 Toto-2.0-313m,Toto-2.0-2.5B,0.33,0.24,0.43,-0.005,-0.015,0.005
+Toto-2.0-313m,Toto-2.0-1B,0.38,0.29,0.47,-0.006,-0.014,0.002
 Toto-2.0-313m,Chronos-2,0.46,0.37,0.56,-0.053,-0.088,-0.017
 Toto-2.0-313m,Toto-2.0-313m,0.5,0.5,0.5,0.0,0.0,0.0
+Toto-2.0-313m,TiRex-2,0.57,0.47,0.66,-0.011,-0.048,0.025
 Toto-2.0-313m,Toto-2.0-22m,0.8,0.71,0.87,0.025,0.014,0.036
 Toto-2.0-313m,TiRex,0.72,0.64,0.8,0.043,0.019,0.071
 Toto-2.0-313m,TabPFN-TS-3,0.62,0.54,0.71,0.003,-0.045,0.052
@@ -61,12 +62,28 @@ Toto-2.0-313m,Toto-1.0,0.84,0.76,0.91,0.072,0.047,0.097
 Toto-2.0-313m,Toto-2.0-4m,0.92,0.86,0.97,0.077,0.058,0.099
 Toto-2.0-313m,Moirai-2.0,0.8,0.72,0.87,0.091,0.059,0.123
 Toto-2.0-313m,Chronos-Bolt,0.83,0.75,0.9,0.102,0.069,0.131
-Toto-2.0-313m,TFT,0.87,0.8,0.93,0.215,0.161,0.272
 Toto-2.0-313m,Seasonal Naive,0.97,0.93,1.0,0.49,0.439,0.542
-Toto-2.0-22m,Toto-2.0-1B,0.18,0.11,0.25,-0.031,-0.047,-0.016
+TiRex-2,Toto-2.0-2.5B,0.4,0.31,0.5,0.006,-0.035,0.044
+TiRex-2,Toto-2.0-1B,0.41,0.32,0.51,0.006,-0.034,0.042
+TiRex-2,Chronos-2,0.43,0.34,0.53,-0.041,-0.074,-0.009
+TiRex-2,Toto-2.0-313m,0.43,0.34,0.53,0.011,-0.026,0.046
+TiRex-2,TiRex-2,0.5,0.5,0.5,0.0,0.0,0.0
+TiRex-2,Toto-2.0-22m,0.54,0.43,0.63,0.036,0.002,0.067
+TiRex-2,TiRex,0.61,0.52,0.7,0.054,0.027,0.085
+TiRex-2,TabPFN-TS-3,0.61,0.52,0.71,0.014,-0.03,0.054
+TiRex-2,TimesFM-2.5,0.65,0.56,0.74,0.053,0.022,0.087
+TiRex-2,FlowState,0.71,0.61,0.79,0.065,0.017,0.107
+TiRex-2,TabPFN-TS,0.68,0.59,0.77,0.054,0.02,0.087
+TiRex-2,Toto-1.0,0.7,0.61,0.79,0.082,0.053,0.118
+TiRex-2,Toto-2.0-4m,0.77,0.68,0.85,0.087,0.059,0.117
+TiRex-2,Moirai-2.0,0.85,0.78,0.92,0.101,0.07,0.136
+TiRex-2,Chronos-Bolt,0.86,0.8,0.93,0.112,0.08,0.143
+TiRex-2,Seasonal Naive,0.99,0.96,1.0,0.495,0.449,0.541
 Toto-2.0-22m,Toto-2.0-2.5B,0.21,0.13,0.29,-0.031,-0.049,-0.014
+Toto-2.0-22m,Toto-2.0-1B,0.18,0.11,0.25,-0.031,-0.047,-0.016
 Toto-2.0-22m,Chronos-2,0.42,0.32,0.51,-0.079,-0.12,-0.043
 Toto-2.0-22m,Toto-2.0-313m,0.2,0.13,0.29,-0.025,-0.037,-0.014
+Toto-2.0-22m,TiRex-2,0.46,0.37,0.57,-0.037,-0.072,-0.002
 Toto-2.0-22m,Toto-2.0-22m,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-2.0-22m,TiRex,0.56,0.45,0.65,0.019,-0.003,0.043
 Toto-2.0-22m,TabPFN-TS-3,0.56,0.47,0.66,-0.023,-0.074,0.027
@@ -77,12 +94,12 @@ Toto-2.0-22m,Toto-1.0,0.76,0.67,0.84,0.048,0.027,0.07
 Toto-2.0-22m,Toto-2.0-4m,0.89,0.82,0.95,0.053,0.04,0.069
 Toto-2.0-22m,Moirai-2.0,0.76,0.68,0.84,0.068,0.039,0.095
 Toto-2.0-22m,Chronos-Bolt,0.77,0.69,0.85,0.079,0.05,0.105
-Toto-2.0-22m,TFT,0.85,0.77,0.92,0.195,0.138,0.252
 Toto-2.0-22m,Seasonal Naive,0.97,0.93,1.0,0.477,0.426,0.528
-TiRex,Toto-2.0-1B,0.3,0.22,0.39,-0.051,-0.083,-0.021
 TiRex,Toto-2.0-2.5B,0.3,0.22,0.39,-0.05,-0.086,-0.021
+TiRex,Toto-2.0-1B,0.3,0.22,0.39,-0.051,-0.083,-0.021
 TiRex,Chronos-2,0.26,0.18,0.35,-0.1,-0.144,-0.062
 TiRex,Toto-2.0-313m,0.28,0.2,0.36,-0.045,-0.076,-0.019
+TiRex,TiRex-2,0.39,0.3,0.48,-0.057,-0.093,-0.027
 TiRex,Toto-2.0-22m,0.44,0.35,0.55,-0.019,-0.045,0.003
 TiRex,TiRex,0.5,0.5,0.5,0.0,0.0,0.0
 TiRex,TabPFN-TS-3,0.54,0.44,0.64,-0.042,-0.096,0.012
@@ -93,12 +110,12 @@ TiRex,Toto-1.0,0.675,0.585,0.765,0.03,0.008,0.05
 TiRex,Toto-2.0-4m,0.68,0.58,0.77,0.035,0.015,0.056
 TiRex,Moirai-2.0,0.795,0.715,0.87,0.05,0.031,0.073
 TiRex,Chronos-Bolt,0.815,0.735,0.885,0.061,0.039,0.083
-TiRex,TFT,0.81,0.73,0.89,0.18,0.119,0.236
 TiRex,Seasonal Naive,0.99,0.96,1.0,0.467,0.42,0.515
-TabPFN-TS-3,Toto-2.0-1B,0.4,0.3,0.48,-0.008,-0.06,0.038
 TabPFN-TS-3,Toto-2.0-2.5B,0.39,0.3,0.48,-0.008,-0.057,0.038
+TabPFN-TS-3,Toto-2.0-1B,0.4,0.3,0.48,-0.008,-0.06,0.038
 TabPFN-TS-3,Chronos-2,0.32,0.23,0.41,-0.056,-0.086,-0.027
 TabPFN-TS-3,Toto-2.0-313m,0.38,0.29,0.46,-0.003,-0.055,0.043
+TabPFN-TS-3,TiRex-2,0.39,0.29,0.48,-0.014,-0.057,0.029
 TabPFN-TS-3,Toto-2.0-22m,0.44,0.34,0.53,0.022,-0.028,0.069
 TabPFN-TS-3,TiRex,0.46,0.36,0.56,0.04,-0.012,0.088
 TabPFN-TS-3,TabPFN-TS-3,0.5,0.5,0.5,0.0,0.0,0.0
@@ -109,12 +126,12 @@ TabPFN-TS-3,Toto-1.0,0.57,0.47,0.66,0.069,0.016,0.118
 TabPFN-TS-3,Toto-2.0-4m,0.61,0.52,0.7,0.074,0.026,0.121
 TabPFN-TS-3,Moirai-2.0,0.66,0.57,0.75,0.089,0.04,0.134
 TabPFN-TS-3,Chronos-Bolt,0.72,0.63,0.8,0.099,0.055,0.142
-TabPFN-TS-3,TFT,0.8,0.73,0.87,0.213,0.155,0.272
 TabPFN-TS-3,Seasonal Naive,0.99,0.96,1.0,0.488,0.44,0.535
-TimesFM-2.5,Toto-2.0-1B,0.29,0.2,0.38,-0.05,-0.077,-0.023
 TimesFM-2.5,Toto-2.0-2.5B,0.34,0.25,0.43,-0.049,-0.078,-0.02
+TimesFM-2.5,Toto-2.0-1B,0.29,0.2,0.38,-0.05,-0.077,-0.023
 TimesFM-2.5,Chronos-2,0.28,0.2,0.37,-0.099,-0.139,-0.063
 TimesFM-2.5,Toto-2.0-313m,0.33,0.24,0.42,-0.044,-0.071,-0.019
+TimesFM-2.5,TiRex-2,0.35,0.26,0.44,-0.056,-0.095,-0.022
 TimesFM-2.5,Toto-2.0-22m,0.41,0.32,0.5,-0.018,-0.042,0.006
 TimesFM-2.5,TiRex,0.445,0.35,0.545,0.001,-0.017,0.019
 TimesFM-2.5,TabPFN-TS-3,0.53,0.44,0.63,-0.041,-0.088,0.009
@@ -125,12 +142,12 @@ TimesFM-2.5,Toto-1.0,0.57,0.475,0.665,0.031,0.006,0.056
 TimesFM-2.5,Toto-2.0-4m,0.62,0.53,0.71,0.036,0.014,0.061
 TimesFM-2.5,Moirai-2.0,0.73,0.645,0.81,0.051,0.028,0.076
 TimesFM-2.5,Chronos-Bolt,0.76,0.685,0.835,0.062,0.04,0.085
-TimesFM-2.5,TFT,0.8,0.72,0.88,0.181,0.127,0.236
 TimesFM-2.5,Seasonal Naive,0.99,0.97,1.0,0.467,0.422,0.518
-FlowState,Toto-2.0-1B,0.28,0.2,0.37,-0.064,-0.106,-0.02
 FlowState,Toto-2.0-2.5B,0.26,0.18,0.35,-0.063,-0.102,-0.02
+FlowState,Toto-2.0-1B,0.28,0.2,0.37,-0.064,-0.106,-0.02
 FlowState,Chronos-2,0.24,0.16,0.33,-0.114,-0.159,-0.068
 FlowState,Toto-2.0-313m,0.3,0.21,0.39,-0.058,-0.1,-0.015
+FlowState,TiRex-2,0.29,0.21,0.39,-0.07,-0.12,-0.018
 FlowState,Toto-2.0-22m,0.37,0.28,0.47,-0.032,-0.071,0.007
 FlowState,TiRex,0.395,0.3,0.485,-0.012,-0.051,0.032
 FlowState,TabPFN-TS-3,0.41,0.31,0.51,-0.055,-0.11,-0.007
@@ -141,12 +158,12 @@ FlowState,Toto-1.0,0.54,0.45,0.635,0.018,-0.024,0.065
 FlowState,Toto-2.0-4m,0.53,0.44,0.63,0.023,-0.016,0.062
 FlowState,Moirai-2.0,0.56,0.475,0.65,0.038,-0.002,0.08
 FlowState,Chronos-Bolt,0.66,0.575,0.75,0.05,0.015,0.088
-FlowState,TFT,0.73,0.64,0.82,0.17,0.107,0.231
 FlowState,Seasonal Naive,0.96,0.91,0.99,0.46,0.412,0.509
-TabPFN-TS,Toto-2.0-1B,0.29,0.2,0.38,-0.051,-0.104,0.001
 TabPFN-TS,Toto-2.0-2.5B,0.28,0.2,0.37,-0.051,-0.104,0.001
+TabPFN-TS,Toto-2.0-1B,0.29,0.2,0.38,-0.051,-0.104,0.001
 TabPFN-TS,Chronos-2,0.17,0.1,0.25,-0.101,-0.137,-0.061
 TabPFN-TS,Toto-2.0-313m,0.33,0.24,0.42,-0.045,-0.097,0.006
+TabPFN-TS,TiRex-2,0.32,0.23,0.41,-0.057,-0.095,-0.021
 TabPFN-TS,Toto-2.0-22m,0.41,0.32,0.5,-0.02,-0.068,0.029
 TabPFN-TS,TiRex,0.37,0.28,0.47,-0.0,-0.047,0.046
 TabPFN-TS,TabPFN-TS-3,0.36,0.26,0.46,-0.043,-0.082,-0.009
@@ -157,12 +174,12 @@ TabPFN-TS,Toto-1.0,0.49,0.4,0.58,0.03,-0.02,0.08
 TabPFN-TS,Toto-2.0-4m,0.56,0.46,0.65,0.035,-0.012,0.082
 TabPFN-TS,Moirai-2.0,0.55,0.45,0.65,0.05,0.004,0.097
 TabPFN-TS,Chronos-Bolt,0.57,0.48,0.67,0.061,0.019,0.105
-TabPFN-TS,TFT,0.68,0.59,0.77,0.18,0.117,0.241
 TabPFN-TS,Seasonal Naive,0.985,0.96,1.0,0.466,0.42,0.513
-Toto-1.0,Toto-2.0-1B,0.16,0.09,0.23,-0.083,-0.117,-0.054
 Toto-1.0,Toto-2.0-2.5B,0.17,0.1,0.24,-0.083,-0.117,-0.052
+Toto-1.0,Toto-2.0-1B,0.16,0.09,0.23,-0.083,-0.117,-0.054
 Toto-1.0,Chronos-2,0.31,0.22,0.4,-0.134,-0.185,-0.091
 Toto-1.0,Toto-2.0-313m,0.16,0.09,0.24,-0.077,-0.108,-0.05
+Toto-1.0,TiRex-2,0.3,0.21,0.39,-0.09,-0.134,-0.056
 Toto-1.0,Toto-2.0-22m,0.24,0.16,0.33,-0.051,-0.075,-0.028
 Toto-1.0,TiRex,0.325,0.235,0.415,-0.031,-0.053,-0.008
 Toto-1.0,TabPFN-TS-3,0.43,0.34,0.53,-0.074,-0.133,-0.016
@@ -173,12 +190,12 @@ Toto-1.0,Toto-1.0,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-1.0,Toto-2.0-4m,0.58,0.48,0.68,0.006,-0.012,0.021
 Toto-1.0,Moirai-2.0,0.58,0.485,0.675,0.021,-0.002,0.045
 Toto-1.0,Chronos-Bolt,0.59,0.5,0.675,0.032,0.004,0.061
-Toto-1.0,TFT,0.77,0.68,0.85,0.155,0.095,0.215
 Toto-1.0,Seasonal Naive,0.96,0.92,0.99,0.45,0.398,0.501
-Toto-2.0-4m,Toto-2.0-1B,0.11,0.05,0.17,-0.089,-0.119,-0.065
 Toto-2.0-4m,Toto-2.0-2.5B,0.17,0.1,0.25,-0.089,-0.117,-0.064
+Toto-2.0-4m,Toto-2.0-1B,0.11,0.05,0.17,-0.089,-0.119,-0.065
 Toto-2.0-4m,Chronos-2,0.18,0.11,0.26,-0.14,-0.185,-0.1
 Toto-2.0-4m,Toto-2.0-313m,0.08,0.03,0.14,-0.083,-0.11,-0.062
+Toto-2.0-4m,TiRex-2,0.23,0.15,0.32,-0.096,-0.133,-0.063
 Toto-2.0-4m,Toto-2.0-22m,0.11,0.05,0.18,-0.056,-0.074,-0.042
 Toto-2.0-4m,TiRex,0.32,0.23,0.42,-0.037,-0.059,-0.015
 Toto-2.0-4m,TabPFN-TS-3,0.39,0.3,0.48,-0.08,-0.138,-0.027
@@ -189,12 +206,12 @@ Toto-2.0-4m,Toto-1.0,0.42,0.32,0.52,-0.006,-0.021,0.012
 Toto-2.0-4m,Toto-2.0-4m,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-2.0-4m,Moirai-2.0,0.58,0.48,0.68,0.015,-0.011,0.039
 Toto-2.0-4m,Chronos-Bolt,0.58,0.48,0.68,0.027,-0.002,0.054
-Toto-2.0-4m,TFT,0.75,0.66,0.83,0.15,0.089,0.21
 Toto-2.0-4m,Seasonal Naive,0.97,0.93,1.0,0.447,0.394,0.5
-Moirai-2.0,Toto-2.0-1B,0.19,0.12,0.27,-0.106,-0.149,-0.067
 Moirai-2.0,Toto-2.0-2.5B,0.21,0.14,0.29,-0.106,-0.149,-0.067
+Moirai-2.0,Toto-2.0-1B,0.19,0.12,0.27,-0.106,-0.149,-0.067
 Moirai-2.0,Chronos-2,0.14,0.08,0.21,-0.158,-0.205,-0.118
 Moirai-2.0,Toto-2.0-313m,0.2,0.13,0.28,-0.1,-0.14,-0.063
+Moirai-2.0,TiRex-2,0.15,0.08,0.22,-0.113,-0.158,-0.075
 Moirai-2.0,Toto-2.0-22m,0.24,0.16,0.32,-0.073,-0.105,-0.04
 Moirai-2.0,TiRex,0.205,0.13,0.285,-0.053,-0.079,-0.031
 Moirai-2.0,TabPFN-TS-3,0.34,0.25,0.43,-0.097,-0.155,-0.042
@@ -205,12 +222,12 @@ Moirai-2.0,Toto-1.0,0.42,0.325,0.515,-0.021,-0.047,0.002
 Moirai-2.0,Toto-2.0-4m,0.42,0.32,0.52,-0.016,-0.041,0.011
 Moirai-2.0,Moirai-2.0,0.5,0.5,0.5,0.0,0.0,0.0
 Moirai-2.0,Chronos-Bolt,0.59,0.505,0.67,0.012,-0.013,0.037
-Moirai-2.0,TFT,0.71,0.62,0.79,0.137,0.071,0.2
 Moirai-2.0,Seasonal Naive,0.93,0.87,0.97,0.439,0.387,0.49
-Chronos-Bolt,Toto-2.0-1B,0.16,0.09,0.23,-0.119,-0.158,-0.08
 Chronos-Bolt,Toto-2.0-2.5B,0.18,0.11,0.25,-0.119,-0.159,-0.078
+Chronos-Bolt,Toto-2.0-1B,0.16,0.09,0.23,-0.119,-0.158,-0.08
 Chronos-Bolt,Chronos-2,0.1,0.05,0.16,-0.172,-0.22,-0.129
 Chronos-Bolt,Toto-2.0-313m,0.17,0.1,0.25,-0.113,-0.151,-0.074
+Chronos-Bolt,TiRex-2,0.14,0.07,0.2,-0.126,-0.167,-0.086
 Chronos-Bolt,Toto-2.0-22m,0.23,0.15,0.31,-0.086,-0.118,-0.053
 Chronos-Bolt,TiRex,0.185,0.115,0.265,-0.065,-0.091,-0.041
 Chronos-Bolt,TabPFN-TS-3,0.28,0.2,0.37,-0.11,-0.166,-0.058
@@ -221,28 +238,12 @@ Chronos-Bolt,Toto-1.0,0.41,0.325,0.5,-0.033,-0.065,-0.004
 Chronos-Bolt,Toto-2.0-4m,0.42,0.32,0.52,-0.028,-0.057,0.002
 Chronos-Bolt,Moirai-2.0,0.41,0.33,0.495,-0.012,-0.038,0.013
 Chronos-Bolt,Chronos-Bolt,0.5,0.5,0.5,0.0,0.0,0.0
-Chronos-Bolt,TFT,0.67,0.58,0.76,0.126,0.066,0.184
 Chronos-Bolt,Seasonal Naive,0.97,0.94,1.0,0.432,0.384,0.482
-TFT,Toto-2.0-1B,0.13,0.07,0.19,-0.281,-0.382,-0.2
-TFT,Toto-2.0-2.5B,0.15,0.08,0.22,-0.281,-0.382,-0.2
-TFT,Chronos-2,0.09,0.03,0.15,-0.341,-0.444,-0.252
-TFT,Toto-2.0-313m,0.13,0.07,0.2,-0.274,-0.373,-0.191
-TFT,Toto-2.0-22m,0.15,0.08,0.23,-0.243,-0.337,-0.16
-TFT,TiRex,0.19,0.11,0.27,-0.219,-0.309,-0.136
-TFT,TabPFN-TS-3,0.2,0.13,0.27,-0.271,-0.374,-0.183
-TFT,TimesFM-2.5,0.2,0.12,0.28,-0.221,-0.308,-0.145
-TFT,FlowState,0.27,0.18,0.36,-0.204,-0.3,-0.119
-TFT,TabPFN-TS,0.32,0.23,0.41,-0.219,-0.318,-0.132
-TFT,Toto-1.0,0.23,0.15,0.32,-0.183,-0.274,-0.105
-TFT,Toto-2.0-4m,0.25,0.17,0.34,-0.176,-0.265,-0.098
-TFT,Moirai-2.0,0.29,0.21,0.38,-0.158,-0.251,-0.077
-TFT,Chronos-Bolt,0.33,0.24,0.42,-0.145,-0.226,-0.071
-TFT,TFT,0.5,0.5,0.5,0.0,0.0,0.0
-TFT,Seasonal Naive,0.82,0.74,0.89,0.35,0.288,0.412
-Seasonal Naive,Toto-2.0-1B,0.03,0.0,0.07,-0.97,-1.195,-0.786
 Seasonal Naive,Toto-2.0-2.5B,0.03,0.0,0.07,-0.969,-1.195,-0.789
+Seasonal Naive,Toto-2.0-1B,0.03,0.0,0.07,-0.97,-1.195,-0.786
 Seasonal Naive,Chronos-2,0.02,0.0,0.05,-1.063,-1.27,-0.883
 Seasonal Naive,Toto-2.0-313m,0.03,0.0,0.07,-0.959,-1.184,-0.782
+Seasonal Naive,TiRex-2,0.01,0.0,0.04,-0.982,-1.179,-0.814
 Seasonal Naive,Toto-2.0-22m,0.03,0.0,0.07,-0.911,-1.118,-0.742
 Seasonal Naive,TiRex,0.01,0.0,0.04,-0.875,-1.061,-0.724
 Seasonal Naive,TabPFN-TS-3,0.01,0.0,0.04,-0.954,-1.15,-0.785
@@ -253,5 +254,4 @@ Seasonal Naive,Toto-1.0,0.04,0.01,0.08,-0.819,-1.004,-0.66
 Seasonal Naive,Toto-2.0-4m,0.03,0.0,0.07,-0.809,-0.999,-0.651
 Seasonal Naive,Moirai-2.0,0.07,0.03,0.13,-0.781,-0.96,-0.632
 Seasonal Naive,Chronos-Bolt,0.03,0.0,0.06,-0.76,-0.929,-0.623
-Seasonal Naive,TFT,0.18,0.11,0.26,-0.538,-0.702,-0.405
 Seasonal Naive,Seasonal Naive,0.5,0.5,0.5,0.0,0.0,0.0
diff --git a/tables/mini/leaderboard_MASE.csv b/tables/mini/leaderboard_MASE.csv
index 60c3d3eeed93f3ea8ef4b6621ce8b4c1cb008142..6bf0fc88e51cedffe37833ed2eabf0deaec108c9 100644
--- a/tables/mini/leaderboard_MASE.csv
+++ b/tables/mini/leaderboard_MASE.csv
@@ -1,28 +1,29 @@
 model_name,win_rate,skill_score,median_training_time_s_per100,median_inference_time_s_per100,training_corpus_overlap,num_failures
-Chronos-2,80.96153846153847,40.35527492863492,0.0,1.1862588189,0.0,0.0
-Toto-2.0-2.5B,76.53846153846152,33.8286308921188,0.0,5.735699410595238,0.0,0.0
-Toto-2.0-1B,75.76923076923077,33.45628492457764,0.0,2.700883252291667,0.0,0.0
-Toto-2.0-313m,73.46153846153847,33.23816302237865,0.0,1.0987693,0.0,0.0
-TiRex,66.53846153846152,31.37878712819341,0.0,0.39641162208333336,0.0,0.0
-Toto-2.0-22m,66.34615384615384,31.711376634125298,0.0,0.37732213339285714,0.0,0.0
-TimesFM-2.5,66.15384615384616,32.341284052204614,0.0,5.2455996205288455,0.05,0.0
-TabPFN-TS-3,65.76923076923076,38.731113564322584,0.0,319.0226225101019,0.0,0.0
-FlowState,64.61538461538461,29.889473184557,0.0,3.2446928825,0.05,0.0
-Toto-1.0,62.11538461538463,30.96058630074824,0.0,44.14851767984478,0.05,0.0
-TabPFN-TS,60.57692307692307,37.31565282683812,0.0,270.3091542850756,0.0,0.0
-Moirai-2.0,54.13461538461537,30.066987483189834,0.0,0.40595794726562495,0.3,0.0
-CatBoost,53.07692307692308,30.455043900424116,93.9550529325,0.578047204375,0.0,0.0
-Toto-2.0-4m,52.307692307692314,28.910798192784526,0.0,0.3229108467857143,0.0,0.0
-Chronos-Bolt,51.82692307692308,28.43040512442394,0.0,0.49442661169642854,0.0,0.0
-Sundial-Base,51.153846153846146,29.84834988479378,0.0,8.290017479345238,0.0,0.0
-LightGBM,48.07692307692308,26.15800221608241,7.469424907204671,0.5472496610677083,0.0,0.0
-TFT,44.038461538461526,25.36909549957551,1888.8738837686383,1.1259465993475275,0.0,0.0
-Stat. Ensemble,42.30769230769231,22.043936094093443,0.0,252.33031052571428,0.0,5.0
-PatchTST,37.11538461538461,23.853686364116655,1517.0892329326548,0.6588399024480769,0.0,0.0
-AutoARIMA,36.346153846153854,21.286621636178083,0.0,95.12863658364125,0.0,5.0
-DeepAR,32.69230769230769,20.242779035445857,2859.1640691925713,1.6232729878660712,0.0,0.0
-AutoETS,27.884615384615387,2.308819055034983,0.0,6.190848325833333,0.0,0.0
-AutoTheta,27.499999999999996,14.792523584936335,0.0,5.100141755178572,0.0,0.0
-Seasonal Naive,11.538461538461538,0.0,0.0,0.7938363827857143,0.0,0.0
-Drift,10.96153846153846,-17.194952506512085,0.0,0.8236461341666665,0.0,0.0
-Naive,10.192307692307692,-17.371605726274986,0.0,0.8122960976190476,0.0,0.0
+TiRex-2,81.11111111111113,39.36065711235778,0.0,0.3680488405184875,0.0,0.0
+Chronos-2,79.44444444444444,40.35527492863492,0.0,1.1862588189,0.0,0.0
+Toto-2.0-2.5B,75.55555555555554,33.8286308921188,0.0,5.735699410595238,0.0,0.0
+Toto-2.0-1B,74.62962962962962,33.45628492457764,0.0,2.700883252291667,0.0,0.0
+Toto-2.0-313m,72.22222222222221,33.23816302237865,0.0,1.0987693,0.0,0.0
+Toto-2.0-22m,64.99999999999999,31.711376634125298,0.0,0.37732213339285714,0.0,0.0
+TabPFN-TS-3,64.62962962962962,38.731113564322584,0.0,319.0226225101019,0.0,0.0
+TiRex,64.62962962962962,31.37878712819341,0.0,0.39641162208333336,0.0,0.0
+TimesFM-2.5,64.44444444444444,32.341284052204614,0.0,5.2455996205288455,0.05,0.0
+FlowState,63.33333333333334,29.889473184557,0.0,3.2446928825,0.05,0.0
+Toto-1.0,60.555555555555564,30.96058630074824,0.0,44.14851767984478,0.05,0.0
+TabPFN-TS,59.444444444444436,37.31565282683812,0.0,270.3091542850756,0.0,0.0
+Moirai-2.0,52.685185185185176,30.066987483189834,0.0,0.40595794726562495,0.3,0.0
+CatBoost,52.03703703703704,30.455043900424116,93.9550529325,0.578047204375,0.0,0.0
+Toto-2.0-4m,51.11111111111111,28.910798192784526,0.0,0.3229108467857143,0.0,0.0
+Chronos-Bolt,50.27777777777778,28.43040512442394,0.0,0.49442661169642854,0.0,0.0
+Sundial-Base,49.81481481481481,29.84834988479378,0.0,8.290017479345238,0.0,0.0
+LightGBM,47.22222222222223,26.15800221608241,7.469424907204671,0.5472496610677083,0.0,0.0
+TFT,43.14814814814814,25.36909549957551,1888.8738837686383,1.1259465993475275,0.0,0.0
+Stat. Ensemble,40.925925925925924,22.043936094093443,0.0,252.33031052571428,0.0,5.0
+PatchTST,35.925925925925924,23.853686364116655,1517.0892329326548,0.6588399024480769,0.0,0.0
+AutoARIMA,35.0,21.286621636178083,0.0,95.12863658364125,0.0,5.0
+DeepAR,31.851851851851848,20.242779035445857,2859.1640691925713,1.6232729878660712,0.0,0.0
+AutoETS,26.851851851851855,2.308819055034983,0.0,6.190848325833333,0.0,0.0
+AutoTheta,26.481481481481477,14.792523584936335,0.0,5.100141755178572,0.0,0.0
+Seasonal Naive,11.111111111111109,0.0,0.0,0.7938363827857143,0.0,0.0
+Drift,10.555555555555554,-17.194952506512085,0.0,0.8236461341666665,0.0,0.0
+Naive,10.0,-17.371605726274986,0.0,0.8122960976190476,0.0,0.0
diff --git a/tables/mini/leaderboard_SQL.csv b/tables/mini/leaderboard_SQL.csv
index eb786bedd55aee2ce7521f8633393a99d8799019..92a8c9760b19bc8052d568fef699e72cecc29e8a 100644
--- a/tables/mini/leaderboard_SQL.csv
+++ b/tables/mini/leaderboard_SQL.csv
@@ -1,28 +1,29 @@
 model_name,win_rate,skill_score,median_training_time_s_per100,median_inference_time_s_per100,training_corpus_overlap,num_failures
-Chronos-2,85.00000000000001,51.11726173711795,0.0,1.1862588189,0.0,0.0
-Toto-2.0-2.5B,83.26923076923077,46.0701139374327,0.0,5.735699410595238,0.0,0.0
-Toto-2.0-1B,82.30769230769232,45.923366881561044,0.0,2.700883252291667,0.0,0.0
-Toto-2.0-313m,79.42307692307693,45.509009126528746,0.0,1.0987693,0.0,0.0
-Toto-2.0-22m,71.34615384615384,43.986765819509955,0.0,0.37732213339285714,0.0,0.0
-TiRex,70.57692307692307,43.41265479231578,0.0,0.39641162208333336,0.0,0.0
-TabPFN-TS-3,69.61538461538461,49.23132961740353,0.0,319.0226225101019,0.0,0.0
-TimesFM-2.5,68.07692307692305,43.975850949879494,0.0,5.2455996205288455,0.05,0.0
-Toto-1.0,64.23076923076921,42.985101438365106,0.0,44.14851767984478,0.05,0.0
-FlowState,63.07692307692307,41.770607055033416,0.0,3.2446928825,0.05,0.0
-TabPFN-TS,62.30769230769232,47.58870581866148,0.0,270.3091542850756,0.0,0.0
-Moirai-2.0,56.82692307692307,41.66951867743352,0.0,0.40595794726562495,0.3,0.0
-Toto-2.0-4m,55.38461538461538,41.168665124101466,0.0,0.3229108467857143,0.0,0.0
-Chronos-Bolt,54.71153846153847,40.39825907941946,0.0,0.49442661169642854,0.0,0.0
-TFT,46.25,35.25719900873755,1888.8738837686383,1.1259465993475275,0.0,0.0
-PatchTST,43.07692307692307,34.960543144337095,1517.0892329326548,0.6588399024480769,0.0,0.0
-Sundial-Base,41.92307692307693,37.62388936758738,0.0,8.290017479345238,0.0,0.0
-DeepAR,39.32692307692308,30.866627409785742,2859.1640691925713,1.6232729878660712,0.0,0.0
-Stat. Ensemble,39.03846153846153,28.07755146139175,0.0,252.33031052571428,0.0,5.0
-AutoARIMA,37.5,31.41463828851714,0.0,95.12863658364125,0.0,5.0
-CatBoost,32.692307692307686,28.408790986693145,93.9550529325,0.578047204375,0.0,0.0
-LightGBM,29.807692307692307,23.985315488022508,7.469424907204671,0.5472496610677083,0.0,0.0
-AutoETS,26.923076923076923,-9.388091327894731,0.0,6.190848325833333,0.0,0.0
-AutoTheta,19.615384615384617,8.467204297422992,0.0,5.100141755178572,0.0,0.0
-Seasonal Naive,11.923076923076923,0.0,0.0,0.7938363827857143,0.0,0.0
-Naive,9.038461538461538,-36.92812112198962,0.0,0.8122960976190476,0.0,0.0
-Drift,6.730769230769232,-36.00664557240114,0.0,0.8236461341666665,0.0,0.0
+TiRex-2,83.8888888888889,49.69769702480558,0.0,0.3680488405184875,0.0,0.0
+Chronos-2,83.33333333333334,51.11726173711795,0.0,1.1862588189,0.0,0.0
+Toto-2.0-2.5B,81.85185185185185,46.0701139374327,0.0,5.735699410595238,0.0,0.0
+Toto-2.0-1B,80.74074074074075,45.923366881561044,0.0,2.700883252291667,0.0,0.0
+Toto-2.0-313m,77.96296296296298,45.509009126528746,0.0,1.0987693,0.0,0.0
+Toto-2.0-22m,70.0,43.986765819509955,0.0,0.37732213339285714,0.0,0.0
+TiRex,68.51851851851852,43.41265479231578,0.0,0.39641162208333336,0.0,0.0
+TabPFN-TS-3,67.96296296296296,49.23132961740353,0.0,319.0226225101019,0.0,0.0
+TimesFM-2.5,66.48148148148147,43.975850949879494,0.0,5.2455996205288455,0.05,0.0
+Toto-1.0,62.77777777777778,42.985101438365106,0.0,44.14851767984478,0.05,0.0
+FlowState,61.66666666666666,41.770607055033416,0.0,3.2446928825,0.05,0.0
+TabPFN-TS,60.92592592592594,47.58870581866148,0.0,270.3091542850756,0.0,0.0
+Moirai-2.0,55.27777777777778,41.66951867743352,0.0,0.40595794726562495,0.3,0.0
+Toto-2.0-4m,53.888888888888886,41.168665124101466,0.0,0.3229108467857143,0.0,0.0
+Chronos-Bolt,52.87037037037038,40.39825907941946,0.0,0.49442661169642854,0.0,0.0
+TFT,45.27777777777777,35.25719900873755,1888.8738837686383,1.1259465993475275,0.0,0.0
+PatchTST,41.66666666666667,34.960543144337095,1517.0892329326548,0.6588399024480769,0.0,0.0
+Sundial-Base,40.55555555555555,37.62388936758738,0.0,8.290017479345238,0.0,0.0
+DeepAR,38.05555555555556,30.866627409785742,2859.1640691925713,1.6232729878660712,0.0,0.0
+Stat. Ensemble,37.77777777777778,28.07755146139175,0.0,252.33031052571428,0.0,5.0
+AutoARIMA,36.111111111111114,31.41463828851714,0.0,95.12863658364125,0.0,5.0
+CatBoost,31.666666666666664,28.408790986693145,93.9550529325,0.578047204375,0.0,0.0
+LightGBM,29.07407407407407,23.985315488022508,7.469424907204671,0.5472496610677083,0.0,0.0
+AutoETS,26.111111111111114,-9.388091327894731,0.0,6.190848325833333,0.0,0.0
+AutoTheta,18.88888888888889,8.467204297422992,0.0,5.100141755178572,0.0,0.0
+Seasonal Naive,11.481481481481481,0.0,0.0,0.7938363827857143,0.0,0.0
+Naive,8.703703703703704,-36.92812112198962,0.0,0.8122960976190476,0.0,0.0
+Drift,6.481481481481483,-36.00664557240114,0.0,0.8236461341666665,0.0,0.0
diff --git a/tables/mini/leaderboard_WAPE.csv b/tables/mini/leaderboard_WAPE.csv
index 6c88f8c3be6f3ca5ac03113c03b205287747a429..552ce30701c2ec5e8b5451c122b647105fc38686 100644
--- a/tables/mini/leaderboard_WAPE.csv
+++ b/tables/mini/leaderboard_WAPE.csv
@@ -1,28 +1,29 @@
 model_name,win_rate,skill_score,median_training_time_s_per100,median_inference_time_s_per100,training_corpus_overlap,num_failures
-Toto-2.0-1B,77.88461538461539,40.5443136269659,0.0,2.700883252291667,0.0,0.0
-Toto-2.0-2.5B,77.11538461538461,40.59545232120661,0.0,5.735699410595238,0.0,0.0
-Chronos-2,76.92307692307693,46.42945599946328,0.0,1.1862588189,0.0,0.0
-Toto-2.0-313m,73.07692307692307,39.35647757871554,0.0,1.0987693,0.0,0.0
-Toto-2.0-22m,69.23076923076924,37.79774120616134,0.0,0.37732213339285714,0.0,0.0
-TabPFN-TS-3,67.5,45.35245906888268,0.0,319.0226225101019,0.0,0.0
-TabPFN-TS,66.34615384615384,43.80144484440236,0.0,270.3091542850756,0.0,0.0
-TimesFM-2.5,65.57692307692307,37.92043843564766,0.0,5.2455996205288455,0.05,0.0
-TiRex,62.115384615384606,36.44667265137919,0.0,0.39641162208333336,0.0,0.0
-FlowState,61.73076923076923,36.45959491236115,0.0,3.2446928825,0.05,0.0
-Toto-1.0,60.96153846153847,35.839403979765414,0.0,44.14851767984478,0.05,0.0
-Moirai-2.0,53.942307692307686,34.00276523407868,0.0,0.40595794726562495,0.3,0.0
-Toto-2.0-4m,53.46153846153846,34.646634616614506,0.0,0.3229108467857143,0.0,0.0
-Chronos-Bolt,50.67307692307692,32.04345534981628,0.0,0.49442661169642854,0.0,0.0
-CatBoost,48.07692307692307,32.95419144870776,93.9550529325,0.578047204375,0.0,0.0
-Sundial-Base,46.730769230769226,32.562191014123485,0.0,8.290017479345238,0.0,0.0
-TFT,45.57692307692307,30.29729199130888,1888.8738837686383,1.1259465993475275,0.0,0.0
-LightGBM,44.230769230769226,28.35776598037154,7.469424907204671,0.5472496610677083,0.0,0.0
-Stat. Ensemble,40.769230769230774,26.82155106405505,0.0,252.33031052571428,0.0,5.0
-PatchTST,40.57692307692307,31.31052759701759,1517.0892329326548,0.6588399024480769,0.0,0.0
-AutoARIMA,37.3076923076923,22.965967222391914,0.0,95.12863658364125,0.0,5.0
-DeepAR,34.42307692307692,23.8323881195716,2859.1640691925713,1.6232729878660712,0.0,0.0
-AutoETS,31.153846153846153,11.232208577032987,0.0,6.190848325833333,0.0,0.0
-AutoTheta,26.15384615384615,18.48735923310082,0.0,5.100141755178572,0.0,0.0
-Naive,13.653846153846153,-7.33838516088694,0.0,0.8122960976190476,0.0,0.0
-Drift,13.076923076923078,-6.944317709784564,0.0,0.8236461341666665,0.0,0.0
-Seasonal Naive,11.73076923076923,0.0,0.0,0.7938363827857143,0.0,0.0
+TiRex-2,77.5925925925926,44.381624128298924,0.0,0.3680488405184875,0.0,0.0
+Toto-2.0-1B,76.66666666666667,40.5443136269659,0.0,2.700883252291667,0.0,0.0
+Toto-2.0-2.5B,76.1111111111111,40.59545232120661,0.0,5.735699410595238,0.0,0.0
+Chronos-2,75.55555555555556,46.42945599946328,0.0,1.1862588189,0.0,0.0
+Toto-2.0-313m,72.59259259259258,39.35647757871554,0.0,1.0987693,0.0,0.0
+Toto-2.0-22m,68.14814814814815,37.79774120616134,0.0,0.37732213339285714,0.0,0.0
+TabPFN-TS-3,66.29629629629629,45.35245906888268,0.0,319.0226225101019,0.0,0.0
+TabPFN-TS,65.18518518518516,43.80144484440236,0.0,270.3091542850756,0.0,0.0
+TimesFM-2.5,64.07407407407408,37.92043843564766,0.0,5.2455996205288455,0.05,0.0
+TiRex,60.74074074074075,36.44667265137919,0.0,0.39641162208333336,0.0,0.0
+FlowState,60.370370370370374,36.45959491236115,0.0,3.2446928825,0.05,0.0
+Toto-1.0,60.0,35.839403979765414,0.0,44.14851767984478,0.05,0.0
+Moirai-2.0,52.87037037037037,34.00276523407868,0.0,0.40595794726562495,0.3,0.0
+Toto-2.0-4m,52.5925925925926,34.646634616614506,0.0,0.3229108467857143,0.0,0.0
+Chronos-Bolt,49.53703703703704,32.04345534981628,0.0,0.49442661169642854,0.0,0.0
+CatBoost,47.222222222222214,32.95419144870776,93.9550529325,0.578047204375,0.0,0.0
+Sundial-Base,45.55555555555555,32.562191014123485,0.0,8.290017479345238,0.0,0.0
+TFT,44.62962962962962,30.29729199130888,1888.8738837686383,1.1259465993475275,0.0,0.0
+LightGBM,43.51851851851852,28.35776598037154,7.469424907204671,0.5472496610677083,0.0,0.0
+Stat. Ensemble,39.44444444444444,26.82155106405505,0.0,252.33031052571428,0.0,5.0
+PatchTST,39.25925925925925,31.31052759701759,1517.0892329326548,0.6588399024480769,0.0,0.0
+AutoARIMA,35.92592592592592,22.965967222391914,0.0,95.12863658364125,0.0,5.0
+DeepAR,33.51851851851851,23.8323881195716,2859.1640691925713,1.6232729878660712,0.0,0.0
+AutoETS,30.185185185185187,11.232208577032987,0.0,6.190848325833333,0.0,0.0
+AutoTheta,25.185185185185183,18.48735923310082,0.0,5.100141755178572,0.0,0.0
+Naive,13.33333333333333,-7.33838516088694,0.0,0.8122960976190476,0.0,0.0
+Drift,12.592592592592593,-6.944317709784564,0.0,0.8236461341666665,0.0,0.0
+Seasonal Naive,11.296296296296294,0.0,0.0,0.7938363827857143,0.0,0.0
diff --git a/tables/mini/leaderboard_WQL.csv b/tables/mini/leaderboard_WQL.csv
index ad22a68955110a0e3eaf84b86134742aa631cde2..ea57e67617181a91a03446d86772c6803232d52e 100644
--- a/tables/mini/leaderboard_WQL.csv
+++ b/tables/mini/leaderboard_WQL.csv
@@ -1,28 +1,29 @@
 model_name,win_rate,skill_score,median_training_time_s_per100,median_inference_time_s_per100,training_corpus_overlap,num_failures
-Toto-2.0-2.5B,82.88461538461539,53.12994473655765,0.0,5.735699410595238,0.0,0.0
-Toto-2.0-1B,82.11538461538463,53.33541041660834,0.0,2.700883252291667,0.0,0.0
-Chronos-2,81.92307692307692,57.23698536593628,0.0,1.1862588189,0.0,0.0
-Toto-2.0-313m,77.6923076923077,52.023804419022525,0.0,1.0987693,0.0,0.0
-Toto-2.0-22m,71.92307692307693,50.71609002659482,0.0,0.37732213339285714,0.0,0.0
-TabPFN-TS-3,71.53846153846153,56.3528443902342,0.0,319.0226225101019,0.0,0.0
-TimesFM-2.5,68.65384615384616,50.01612769240715,0.0,5.2455996205288455,0.05,0.0
-TiRex,68.46153846153847,49.10426511916396,0.0,0.39641162208333336,0.0,0.0
-TabPFN-TS,65.76923076923077,54.56497559001957,0.0,270.3091542850756,0.0,0.0
-FlowState,63.26923076923078,48.92632727441107,0.0,3.2446928825,0.05,0.0
-Toto-1.0,63.26923076923077,48.587775840553334,0.0,44.14851767984478,0.05,0.0
-Moirai-2.0,57.78846153846155,46.50676313572143,0.0,0.40595794726562495,0.3,0.0
-Toto-2.0-4m,57.6923076923077,47.48384541528413,0.0,0.3229108467857143,0.0,0.0
-Chronos-Bolt,53.942307692307686,45.163123321951495,0.0,0.49442661169642854,0.0,0.0
-TFT,46.63461538461539,41.22673219213343,1888.8738837686383,1.1259465993475275,0.0,0.0
-PatchTST,44.230769230769226,43.384946426947444,1517.0892329326548,0.6588399024480769,0.0,0.0
-Sundial-Base,39.80769230769231,41.57117437735931,0.0,8.290017479345238,0.0,0.0
-AutoARIMA,39.03846153846153,34.59301612432139,0.0,95.12863658364125,0.0,5.0
-Stat. Ensemble,38.84615384615385,30.64976777590186,0.0,252.33031052571428,0.0,5.0
-DeepAR,37.59615384615384,35.666728318741306,2859.1640691925713,1.6232729878660712,0.0,0.0
-CatBoost,33.46153846153846,33.32014356092802,93.9550529325,0.578047204375,0.0,0.0
-LightGBM,31.153846153846153,28.748806501732805,7.469424907204671,0.5472496610677083,0.0,0.0
-AutoETS,25.384615384615383,-0.6607124076495996,0.0,6.190848325833333,0.0,0.0
-AutoTheta,19.230769230769226,9.363488940302078,0.0,5.100141755178572,0.0,0.0
-Seasonal Naive,12.884615384615387,0.0,0.0,0.7938363827857143,0.0,0.0
-Naive,8.076923076923077,-33.756820931714884,0.0,0.8122960976190476,0.0,0.0
-Drift,6.730769230769232,-32.08602565701002,0.0,0.8236461341666665,0.0,0.0
+Toto-2.0-2.5B,81.66666666666667,53.12994473655765,0.0,5.735699410595238,0.0,0.0
+Toto-2.0-1B,81.1111111111111,53.33541041660834,0.0,2.700883252291667,0.0,0.0
+TiRex-2,80.92592592592594,55.12837085085486,0.0,0.3680488405184875,0.0,0.0
+Chronos-2,80.18518518518518,57.23698536593628,0.0,1.1862588189,0.0,0.0
+Toto-2.0-313m,76.85185185185185,52.023804419022525,0.0,1.0987693,0.0,0.0
+Toto-2.0-22m,70.74074074074073,50.71609002659482,0.0,0.37732213339285714,0.0,0.0
+TabPFN-TS-3,70.18518518518519,56.3528443902342,0.0,319.0226225101019,0.0,0.0
+TimesFM-2.5,67.03703703703704,50.01612769240715,0.0,5.2455996205288455,0.05,0.0
+TiRex,66.85185185185185,49.10426511916396,0.0,0.39641162208333336,0.0,0.0
+TabPFN-TS,64.25925925925927,54.56497559001957,0.0,270.3091542850756,0.0,0.0
+Toto-1.0,62.037037037037024,48.587775840553334,0.0,44.14851767984478,0.05,0.0
+FlowState,61.66666666666667,48.92632727441107,0.0,3.2446928825,0.05,0.0
+Toto-2.0-4m,56.29629629629631,47.48384541528413,0.0,0.3229108467857143,0.0,0.0
+Moirai-2.0,56.2037037037037,46.50676313572143,0.0,0.40595794726562495,0.3,0.0
+Chronos-Bolt,52.31481481481482,45.163123321951495,0.0,0.49442661169642854,0.0,0.0
+TFT,45.648148148148145,41.22673219213343,1888.8738837686383,1.1259465993475275,0.0,0.0
+PatchTST,42.96296296296297,43.384946426947444,1517.0892329326548,0.6588399024480769,0.0,0.0
+Sundial-Base,38.7037037037037,41.57117437735931,0.0,8.290017479345238,0.0,0.0
+Stat. Ensemble,37.592592592592595,30.64976777590186,0.0,252.33031052571428,0.0,5.0
+AutoARIMA,37.59259259259259,34.59301612432139,0.0,95.12863658364125,0.0,5.0
+DeepAR,36.574074074074076,35.666728318741306,2859.1640691925713,1.6232729878660712,0.0,0.0
+CatBoost,32.407407407407405,33.32014356092802,93.9550529325,0.578047204375,0.0,0.0
+LightGBM,30.37037037037037,28.748806501732805,7.469424907204671,0.5472496610677083,0.0,0.0
+AutoETS,24.629629629629626,-0.6607124076495996,0.0,6.190848325833333,0.0,0.0
+AutoTheta,18.518518518518512,9.363488940302078,0.0,5.100141755178572,0.0,0.0
+Seasonal Naive,12.40740740740741,0.0,0.0,0.7938363827857143,0.0,0.0
+Naive,7.777777777777778,-33.756820931714884,0.0,0.8122960976190476,0.0,0.0
+Drift,6.481481481481483,-32.08602565701002,0.0,0.8236461341666665,0.0,0.0
diff --git a/tables/mini/pairwise_MASE.csv b/tables/mini/pairwise_MASE.csv
index cd72a4882ccf0abdfed26e738238a4cf6eb0e346..a29b13ab73ee7d781616822f6d5eb01223da346e 100644
--- a/tables/mini/pairwise_MASE.csv
+++ b/tables/mini/pairwise_MASE.csv
@@ -1,12 +1,13 @@
 model_1,model_2,win_rate,win_rate_lower,win_rate_upper,skill_score,skill_score_lower,skill_score_upper
 Chronos-2,Chronos-2,0.5,0.5,0.5,0.0,0.0,0.0
+Chronos-2,TiRex-2,0.4,0.2,0.6,0.016,-0.041,0.079
 Chronos-2,Toto-2.0-2.5B,0.6,0.35,0.8,0.099,0.023,0.183
 Chronos-2,Toto-2.0-1B,0.55,0.3,0.75,0.104,0.031,0.188
 Chronos-2,Toto-2.0-313m,0.7,0.45,0.9,0.107,0.029,0.195
 Chronos-2,TiRex,0.75,0.55,0.95,0.131,0.053,0.212
 Chronos-2,TabPFN-TS-3,0.6,0.4,0.8,0.027,-0.028,0.076
-Chronos-2,TimesFM-2.5,0.8,0.6,0.95,0.118,0.039,0.207
 Chronos-2,Toto-2.0-22m,0.75,0.55,0.9,0.127,0.047,0.212
+Chronos-2,TimesFM-2.5,0.8,0.6,0.95,0.118,0.039,0.207
 Chronos-2,FlowState,0.75,0.55,0.9,0.149,0.066,0.235
 Chronos-2,TabPFN-TS,0.75,0.55,0.95,0.048,-0.004,0.102
 Chronos-2,Toto-1.0,0.7,0.5,0.9,0.136,0.052,0.224
@@ -15,14 +16,32 @@ Chronos-2,Moirai-2.0,0.9,0.75,1.0,0.147,0.07,0.228
 Chronos-2,Toto-2.0-4m,0.75,0.55,0.95,0.161,0.079,0.246
 Chronos-2,Chronos-Bolt,1.0,1.0,1.0,0.167,0.095,0.241
 Chronos-2,Seasonal Naive,1.0,1.0,1.0,0.404,0.32,0.476
+TiRex-2,Chronos-2,0.6,0.4,0.8,-0.017,-0.085,0.04
+TiRex-2,TiRex-2,0.5,0.5,0.5,0.0,0.0,0.0
+TiRex-2,Toto-2.0-2.5B,0.5,0.25,0.7,0.084,-0.006,0.178
+TiRex-2,Toto-2.0-1B,0.55,0.35,0.75,0.089,0.007,0.18
+TiRex-2,Toto-2.0-313m,0.6,0.4,0.8,0.092,0.009,0.184
+TiRex-2,TiRex,0.85,0.7,1.0,0.116,0.045,0.199
+TiRex-2,TabPFN-TS-3,0.65,0.45,0.85,0.01,-0.09,0.092
+TiRex-2,Toto-2.0-22m,0.7,0.5,0.9,0.112,0.036,0.196
+TiRex-2,TimesFM-2.5,0.8,0.6,0.95,0.104,0.011,0.2
+TiRex-2,FlowState,0.7,0.5,0.9,0.135,0.023,0.242
+TiRex-2,TabPFN-TS,0.7,0.5,0.9,0.033,-0.044,0.1
+TiRex-2,Toto-1.0,0.8,0.6,0.95,0.122,0.043,0.207
+TiRex-2,CatBoost,0.75,0.55,0.95,0.128,0.04,0.213
+TiRex-2,Moirai-2.0,0.85,0.7,1.0,0.133,0.06,0.215
+TiRex-2,Toto-2.0-4m,0.8,0.6,0.95,0.147,0.065,0.238
+TiRex-2,Chronos-Bolt,0.9,0.75,1.0,0.153,0.079,0.233
+TiRex-2,Seasonal Naive,1.0,1.0,1.0,0.394,0.306,0.479
 Toto-2.0-2.5B,Chronos-2,0.4,0.2,0.65,-0.109,-0.224,-0.024
+Toto-2.0-2.5B,TiRex-2,0.5,0.3,0.75,-0.091,-0.216,0.006
 Toto-2.0-2.5B,Toto-2.0-2.5B,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-2.0-2.5B,Toto-2.0-1B,0.65,0.45,0.85,0.006,-0.004,0.017
 Toto-2.0-2.5B,Toto-2.0-313m,0.7,0.5,0.9,0.009,-0.005,0.024
 Toto-2.0-2.5B,TiRex,0.6,0.4,0.8,0.036,0.002,0.079
 Toto-2.0-2.5B,TabPFN-TS-3,0.65,0.449,0.85,-0.08,-0.24,0.039
-Toto-2.0-2.5B,TimesFM-2.5,0.7,0.5,0.9,0.022,-0.003,0.047
 Toto-2.0-2.5B,Toto-2.0-22m,0.75,0.55,0.9,0.031,0.005,0.058
+Toto-2.0-2.5B,TimesFM-2.5,0.7,0.5,0.9,0.022,-0.003,0.047
 Toto-2.0-2.5B,FlowState,0.65,0.45,0.85,0.056,-0.003,0.129
 Toto-2.0-2.5B,TabPFN-TS,0.7,0.5,0.9,-0.056,-0.207,0.055
 Toto-2.0-2.5B,Toto-1.0,0.75,0.55,0.9,0.042,0.009,0.074
@@ -32,13 +51,14 @@ Toto-2.0-2.5B,Toto-2.0-4m,0.9,0.75,1.0,0.069,0.043,0.098
 Toto-2.0-2.5B,Chronos-Bolt,0.95,0.85,1.0,0.075,0.029,0.127
 Toto-2.0-2.5B,Seasonal Naive,0.95,0.85,1.0,0.338,0.256,0.42
 Toto-2.0-1B,Chronos-2,0.45,0.25,0.7,-0.116,-0.232,-0.032
+Toto-2.0-1B,TiRex-2,0.45,0.25,0.65,-0.097,-0.22,-0.007
 Toto-2.0-1B,Toto-2.0-2.5B,0.35,0.15,0.55,-0.006,-0.017,0.004
 Toto-2.0-1B,Toto-2.0-1B,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-2.0-1B,Toto-2.0-313m,0.6,0.4,0.8,0.003,-0.01,0.015
 Toto-2.0-1B,TiRex,0.7,0.5,0.9,0.03,-0.003,0.069
 Toto-2.0-1B,TabPFN-TS-3,0.6,0.35,0.8,-0.086,-0.243,0.033
-Toto-2.0-1B,TimesFM-2.5,0.65,0.45,0.85,0.016,-0.011,0.044
 Toto-2.0-1B,Toto-2.0-22m,0.75,0.55,0.9,0.026,0.0,0.047
+Toto-2.0-1B,TimesFM-2.5,0.65,0.45,0.85,0.016,-0.011,0.044
 Toto-2.0-1B,FlowState,0.65,0.45,0.85,0.051,-0.012,0.124
 Toto-2.0-1B,TabPFN-TS,0.6,0.399,0.8,-0.062,-0.208,0.047
 Toto-2.0-1B,Toto-1.0,0.7,0.5,0.9,0.036,0.004,0.067
@@ -48,13 +68,14 @@ Toto-2.0-1B,Toto-2.0-4m,0.9,0.75,1.0,0.064,0.041,0.091
 Toto-2.0-1B,Chronos-Bolt,0.85,0.7,1.0,0.07,0.026,0.121
 Toto-2.0-1B,Seasonal Naive,0.95,0.85,1.0,0.335,0.254,0.415
 Toto-2.0-313m,Chronos-2,0.3,0.1,0.55,-0.119,-0.242,-0.03
+Toto-2.0-313m,TiRex-2,0.4,0.2,0.6,-0.101,-0.225,-0.009
 Toto-2.0-313m,Toto-2.0-2.5B,0.3,0.1,0.5,-0.009,-0.024,0.005
 Toto-2.0-313m,Toto-2.0-1B,0.4,0.2,0.6,-0.003,-0.015,0.01
 Toto-2.0-313m,Toto-2.0-313m,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-2.0-313m,TiRex,0.7,0.5,0.9,0.027,-0.004,0.063
 Toto-2.0-313m,TabPFN-TS-3,0.55,0.349,0.75,-0.09,-0.251,0.034
-Toto-2.0-313m,TimesFM-2.5,0.7,0.5,0.9,0.013,-0.01,0.037
 Toto-2.0-313m,Toto-2.0-22m,0.75,0.55,0.9,0.022,0.006,0.039
+Toto-2.0-313m,TimesFM-2.5,0.7,0.5,0.9,0.013,-0.01,0.037
 Toto-2.0-313m,FlowState,0.65,0.449,0.85,0.048,-0.022,0.125
 Toto-2.0-313m,TabPFN-TS,0.65,0.4,0.85,-0.065,-0.216,0.044
 Toto-2.0-313m,Toto-1.0,0.75,0.55,0.9,0.033,0.009,0.056
@@ -64,13 +85,14 @@ Toto-2.0-313m,Toto-2.0-4m,0.9,0.75,1.0,0.061,0.04,0.082
 Toto-2.0-313m,Chronos-Bolt,0.85,0.7,1.0,0.067,0.024,0.118
 Toto-2.0-313m,Seasonal Naive,0.95,0.85,1.0,0.332,0.25,0.413
 TiRex,Chronos-2,0.25,0.05,0.45,-0.15,-0.269,-0.056
+TiRex,TiRex-2,0.15,0.0,0.3,-0.132,-0.248,-0.047
 TiRex,Toto-2.0-2.5B,0.4,0.2,0.6,-0.037,-0.086,-0.002
 TiRex,Toto-2.0-1B,0.3,0.1,0.5,-0.031,-0.074,0.003
 TiRex,Toto-2.0-313m,0.3,0.1,0.5,-0.028,-0.067,0.004
 TiRex,TiRex,0.5,0.5,0.5,0.0,0.0,0.0
 TiRex,TabPFN-TS-3,0.55,0.35,0.75,-0.12,-0.29,0.008
-TiRex,TimesFM-2.5,0.55,0.35,0.75,-0.014,-0.062,0.022
 TiRex,Toto-2.0-22m,0.5,0.25,0.7,-0.005,-0.041,0.027
+TiRex,TimesFM-2.5,0.55,0.35,0.75,-0.014,-0.062,0.022
 TiRex,FlowState,0.55,0.35,0.75,0.021,-0.066,0.094
 TiRex,TabPFN-TS,0.6,0.4,0.8,-0.095,-0.237,0.018
 TiRex,Toto-1.0,0.7,0.5,0.9,0.006,-0.025,0.036
@@ -80,13 +102,14 @@ TiRex,Toto-2.0-4m,0.7,0.5,0.9,0.035,0.003,0.068
 TiRex,Chronos-Bolt,0.85,0.7,1.0,0.041,0.01,0.074
 TiRex,Seasonal Naive,0.95,0.85,1.0,0.314,0.237,0.395
 TabPFN-TS-3,Chronos-2,0.4,0.2,0.6,-0.027,-0.082,0.027
+TabPFN-TS-3,TiRex-2,0.35,0.15,0.55,-0.01,-0.102,0.083
 TabPFN-TS-3,Toto-2.0-2.5B,0.35,0.15,0.551,0.074,-0.041,0.194
 TabPFN-TS-3,Toto-2.0-1B,0.4,0.2,0.65,0.079,-0.034,0.196
 TabPFN-TS-3,Toto-2.0-313m,0.45,0.25,0.651,0.082,-0.036,0.201
 TabPFN-TS-3,TiRex,0.45,0.25,0.65,0.107,-0.008,0.225
 TabPFN-TS-3,TabPFN-TS-3,0.5,0.5,0.5,0.0,0.0,0.0
-TabPFN-TS-3,TimesFM-2.5,0.5,0.3,0.7,0.094,-0.024,0.216
 TabPFN-TS-3,Toto-2.0-22m,0.5,0.3,0.701,0.103,-0.014,0.223
+TabPFN-TS-3,TimesFM-2.5,0.5,0.3,0.7,0.094,-0.024,0.216
 TabPFN-TS-3,FlowState,0.6,0.4,0.8,0.126,0.014,0.242
 TabPFN-TS-3,TabPFN-TS,0.45,0.25,0.7,0.023,-0.03,0.083
 TabPFN-TS-3,Toto-1.0,0.5,0.3,0.7,0.113,-0.01,0.236
@@ -95,30 +118,15 @@ TabPFN-TS-3,Moirai-2.0,0.7,0.5,0.9,0.124,0.007,0.237
 TabPFN-TS-3,Toto-2.0-4m,0.5,0.25,0.75,0.138,0.023,0.258
 TabPFN-TS-3,Chronos-Bolt,0.6,0.4,0.8,0.144,0.034,0.25
 TabPFN-TS-3,Seasonal Naive,1.0,1.0,1.0,0.387,0.3,0.469
-TimesFM-2.5,Chronos-2,0.2,0.05,0.4,-0.134,-0.261,-0.041
-TimesFM-2.5,Toto-2.0-2.5B,0.3,0.1,0.5,-0.022,-0.049,0.003
-TimesFM-2.5,Toto-2.0-1B,0.35,0.15,0.55,-0.017,-0.046,0.011
-TimesFM-2.5,Toto-2.0-313m,0.3,0.1,0.5,-0.013,-0.038,0.01
-TimesFM-2.5,TiRex,0.45,0.25,0.65,0.014,-0.022,0.058
-TimesFM-2.5,TabPFN-TS-3,0.5,0.3,0.7,-0.104,-0.275,0.023
-TimesFM-2.5,TimesFM-2.5,0.5,0.5,0.5,0.0,0.0,0.0
-TimesFM-2.5,Toto-2.0-22m,0.45,0.25,0.65,0.009,-0.024,0.043
-TimesFM-2.5,FlowState,0.575,0.399,0.775,0.035,-0.028,0.11
-TimesFM-2.5,TabPFN-TS,0.65,0.4,0.85,-0.079,-0.238,0.036
-TimesFM-2.5,Toto-1.0,0.575,0.375,0.775,0.02,-0.009,0.051
-TimesFM-2.5,CatBoost,0.6,0.4,0.8,0.027,-0.088,0.124
-TimesFM-2.5,Moirai-2.0,0.675,0.475,0.85,0.033,-0.006,0.073
-TimesFM-2.5,Toto-2.0-4m,0.7,0.5,0.9,0.048,0.018,0.08
-TimesFM-2.5,Chronos-Bolt,0.725,0.525,0.9,0.055,0.011,0.104
-TimesFM-2.5,Seasonal Naive,1.0,1.0,1.0,0.323,0.242,0.409
 Toto-2.0-22m,Chronos-2,0.25,0.1,0.45,-0.145,-0.268,-0.05
+Toto-2.0-22m,TiRex-2,0.3,0.1,0.5,-0.126,-0.244,-0.038
 Toto-2.0-22m,Toto-2.0-2.5B,0.25,0.1,0.45,-0.032,-0.062,-0.005
 Toto-2.0-22m,Toto-2.0-1B,0.25,0.1,0.45,-0.026,-0.049,-0.0
 Toto-2.0-22m,Toto-2.0-313m,0.25,0.1,0.45,-0.023,-0.04,-0.006
 Toto-2.0-22m,TiRex,0.5,0.3,0.75,0.005,-0.028,0.039
 Toto-2.0-22m,TabPFN-TS-3,0.5,0.299,0.7,-0.115,-0.288,0.014
-Toto-2.0-22m,TimesFM-2.5,0.55,0.35,0.75,-0.009,-0.045,0.023
 Toto-2.0-22m,Toto-2.0-22m,0.5,0.5,0.5,0.0,0.0,0.0
+Toto-2.0-22m,TimesFM-2.5,0.55,0.35,0.75,-0.009,-0.045,0.023
 Toto-2.0-22m,FlowState,0.5,0.3,0.7,0.026,-0.055,0.108
 Toto-2.0-22m,TabPFN-TS,0.55,0.35,0.75,-0.089,-0.249,0.022
 Toto-2.0-22m,Toto-1.0,0.6,0.4,0.8,0.011,-0.005,0.028
@@ -127,14 +135,32 @@ Toto-2.0-22m,Moirai-2.0,0.75,0.55,0.9,0.024,-0.013,0.055
 Toto-2.0-22m,Toto-2.0-4m,0.9,0.75,1.0,0.039,0.018,0.06
 Toto-2.0-22m,Chronos-Bolt,0.7,0.5,0.9,0.046,-0.001,0.098
 Toto-2.0-22m,Seasonal Naive,0.95,0.85,1.0,0.317,0.232,0.406
+TimesFM-2.5,Chronos-2,0.2,0.05,0.4,-0.134,-0.261,-0.041
+TimesFM-2.5,TiRex-2,0.2,0.05,0.4,-0.116,-0.25,-0.011
+TimesFM-2.5,Toto-2.0-2.5B,0.3,0.1,0.5,-0.022,-0.049,0.003
+TimesFM-2.5,Toto-2.0-1B,0.35,0.15,0.55,-0.017,-0.046,0.011
+TimesFM-2.5,Toto-2.0-313m,0.3,0.1,0.5,-0.013,-0.038,0.01
+TimesFM-2.5,TiRex,0.45,0.25,0.65,0.014,-0.022,0.058
+TimesFM-2.5,TabPFN-TS-3,0.5,0.3,0.7,-0.104,-0.275,0.023
+TimesFM-2.5,Toto-2.0-22m,0.45,0.25,0.65,0.009,-0.024,0.043
+TimesFM-2.5,TimesFM-2.5,0.5,0.5,0.5,0.0,0.0,0.0
+TimesFM-2.5,FlowState,0.575,0.399,0.775,0.035,-0.028,0.11
+TimesFM-2.5,TabPFN-TS,0.65,0.4,0.85,-0.079,-0.238,0.036
+TimesFM-2.5,Toto-1.0,0.575,0.375,0.775,0.02,-0.009,0.051
+TimesFM-2.5,CatBoost,0.6,0.4,0.8,0.027,-0.088,0.124
+TimesFM-2.5,Moirai-2.0,0.675,0.475,0.85,0.033,-0.006,0.073
+TimesFM-2.5,Toto-2.0-4m,0.7,0.5,0.9,0.048,0.018,0.08
+TimesFM-2.5,Chronos-Bolt,0.725,0.525,0.9,0.055,0.011,0.104
+TimesFM-2.5,Seasonal Naive,1.0,1.0,1.0,0.323,0.242,0.409
 FlowState,Chronos-2,0.25,0.1,0.45,-0.175,-0.307,-0.07
+FlowState,TiRex-2,0.3,0.1,0.5,-0.156,-0.32,-0.023
 FlowState,Toto-2.0-2.5B,0.35,0.15,0.55,-0.06,-0.148,0.003
 FlowState,Toto-2.0-1B,0.35,0.15,0.55,-0.054,-0.142,0.012
 FlowState,Toto-2.0-313m,0.35,0.15,0.551,-0.05,-0.143,0.021
 FlowState,TiRex,0.45,0.25,0.65,-0.022,-0.104,0.062
 FlowState,TabPFN-TS-3,0.4,0.2,0.6,-0.144,-0.319,-0.014
-FlowState,TimesFM-2.5,0.425,0.225,0.601,-0.036,-0.124,0.028
 FlowState,Toto-2.0-22m,0.5,0.3,0.7,-0.027,-0.121,0.052
+FlowState,TimesFM-2.5,0.425,0.225,0.601,-0.036,-0.124,0.028
 FlowState,FlowState,0.5,0.5,0.5,0.0,0.0,0.0
 FlowState,TabPFN-TS,0.5,0.3,0.7,-0.118,-0.28,0.02
 FlowState,Toto-1.0,0.575,0.375,0.75,-0.016,-0.114,0.064
@@ -144,13 +170,14 @@ FlowState,Toto-2.0-4m,0.65,0.45,0.85,0.014,-0.076,0.086
 FlowState,Chronos-Bolt,0.675,0.475,0.85,0.02,-0.037,0.088
 FlowState,Seasonal Naive,0.95,0.85,1.0,0.299,0.239,0.36
 TabPFN-TS,Chronos-2,0.25,0.05,0.45,-0.051,-0.113,0.004
+TabPFN-TS,TiRex-2,0.3,0.1,0.5,-0.034,-0.111,0.042
 TabPFN-TS,Toto-2.0-2.5B,0.3,0.1,0.5,0.053,-0.059,0.171
 TabPFN-TS,Toto-2.0-1B,0.4,0.2,0.601,0.058,-0.049,0.172
 TabPFN-TS,Toto-2.0-313m,0.35,0.15,0.6,0.061,-0.046,0.178
 TabPFN-TS,TiRex,0.4,0.2,0.6,0.087,-0.019,0.192
 TabPFN-TS,TabPFN-TS-3,0.55,0.3,0.75,-0.023,-0.09,0.029
-TabPFN-TS,TimesFM-2.5,0.35,0.15,0.6,0.074,-0.038,0.192
 TabPFN-TS,Toto-2.0-22m,0.45,0.25,0.65,0.082,-0.022,0.199
+TabPFN-TS,TimesFM-2.5,0.35,0.15,0.6,0.074,-0.038,0.192
 TabPFN-TS,FlowState,0.5,0.3,0.7,0.106,-0.02,0.219
 TabPFN-TS,TabPFN-TS,0.5,0.5,0.5,0.0,0.0,0.0
 TabPFN-TS,Toto-1.0,0.45,0.25,0.7,0.092,-0.017,0.206
@@ -160,13 +187,14 @@ TabPFN-TS,Toto-2.0-4m,0.65,0.449,0.85,0.118,0.011,0.228
 TabPFN-TS,Chronos-Bolt,0.55,0.3,0.75,0.124,0.024,0.224
 TabPFN-TS,Seasonal Naive,1.0,1.0,1.0,0.373,0.279,0.458
 Toto-1.0,Chronos-2,0.3,0.1,0.5,-0.158,-0.289,-0.054
+Toto-1.0,TiRex-2,0.2,0.05,0.4,-0.139,-0.26,-0.045
 Toto-1.0,Toto-2.0-2.5B,0.25,0.1,0.45,-0.043,-0.08,-0.009
 Toto-1.0,Toto-2.0-1B,0.3,0.1,0.5,-0.038,-0.072,-0.004
 Toto-1.0,Toto-2.0-313m,0.25,0.1,0.45,-0.034,-0.06,-0.009
 Toto-1.0,TiRex,0.3,0.1,0.5,-0.006,-0.037,0.024
 Toto-1.0,TabPFN-TS-3,0.5,0.3,0.7,-0.127,-0.31,0.009
-Toto-1.0,TimesFM-2.5,0.425,0.225,0.625,-0.02,-0.054,0.009
 Toto-1.0,Toto-2.0-22m,0.4,0.2,0.6,-0.011,-0.029,0.005
+Toto-1.0,TimesFM-2.5,0.425,0.225,0.625,-0.02,-0.054,0.009
 Toto-1.0,FlowState,0.425,0.25,0.625,0.015,-0.068,0.102
 Toto-1.0,TabPFN-TS,0.55,0.3,0.75,-0.101,-0.259,0.017
 Toto-1.0,Toto-1.0,0.5,0.5,0.5,0.0,0.0,0.0
@@ -176,13 +204,14 @@ Toto-1.0,Toto-2.0-4m,0.7,0.5,0.9,0.029,0.01,0.051
 Toto-1.0,Chronos-Bolt,0.625,0.425,0.825,0.035,-0.009,0.085
 Toto-1.0,Seasonal Naive,1.0,1.0,1.0,0.31,0.227,0.399
 CatBoost,Chronos-2,0.25,0.05,0.45,-0.166,-0.276,-0.073
+CatBoost,TiRex-2,0.25,0.05,0.45,-0.147,-0.271,-0.041
 CatBoost,Toto-2.0-2.5B,0.5,0.3,0.75,-0.051,-0.172,0.061
 CatBoost,Toto-2.0-1B,0.35,0.15,0.6,-0.045,-0.166,0.068
 CatBoost,Toto-2.0-313m,0.45,0.25,0.7,-0.042,-0.157,0.071
 CatBoost,TiRex,0.4,0.15,0.65,-0.013,-0.127,0.101
 CatBoost,TabPFN-TS-3,0.3,0.1,0.5,-0.135,-0.291,-0.019
-CatBoost,TimesFM-2.5,0.4,0.2,0.6,-0.028,-0.142,0.081
 CatBoost,Toto-2.0-22m,0.45,0.25,0.7,-0.018,-0.128,0.094
+CatBoost,TimesFM-2.5,0.4,0.2,0.6,-0.028,-0.142,0.081
 CatBoost,FlowState,0.35,0.15,0.55,0.008,-0.119,0.135
 CatBoost,TabPFN-TS,0.4,0.2,0.6,-0.109,-0.243,-0.003
 CatBoost,Toto-1.0,0.45,0.25,0.7,-0.007,-0.124,0.107
@@ -192,13 +221,14 @@ CatBoost,Toto-2.0-4m,0.5,0.3,0.75,0.022,-0.097,0.137
 CatBoost,Chronos-Bolt,0.5,0.25,0.701,0.028,-0.069,0.134
 CatBoost,Seasonal Naive,0.95,0.85,1.0,0.305,0.203,0.408
 Moirai-2.0,Chronos-2,0.1,0.0,0.25,-0.172,-0.296,-0.075
+Moirai-2.0,TiRex-2,0.15,0.0,0.3,-0.153,-0.273,-0.063
 Moirai-2.0,Toto-2.0-2.5B,0.2,0.05,0.4,-0.057,-0.104,-0.015
 Moirai-2.0,Toto-2.0-1B,0.2,0.05,0.4,-0.051,-0.098,-0.006
 Moirai-2.0,Toto-2.0-313m,0.2,0.05,0.4,-0.047,-0.085,-0.009
 Moirai-2.0,TiRex,0.35,0.15,0.55,-0.019,-0.049,0.006
 Moirai-2.0,TabPFN-TS-3,0.3,0.1,0.5,-0.141,-0.311,-0.007
-Moirai-2.0,TimesFM-2.5,0.325,0.15,0.525,-0.034,-0.078,0.006
 Moirai-2.0,Toto-2.0-22m,0.25,0.1,0.45,-0.024,-0.058,0.013
+Moirai-2.0,TimesFM-2.5,0.325,0.15,0.525,-0.034,-0.078,0.006
 Moirai-2.0,FlowState,0.375,0.175,0.575,0.003,-0.089,0.089
 Moirai-2.0,TabPFN-TS,0.4,0.2,0.65,-0.116,-0.268,-0.002
 Moirai-2.0,Toto-1.0,0.375,0.175,0.575,-0.013,-0.046,0.022
@@ -208,13 +238,14 @@ Moirai-2.0,Toto-2.0-4m,0.45,0.25,0.65,0.016,-0.018,0.053
 Moirai-2.0,Chronos-Bolt,0.55,0.375,0.725,0.023,-0.016,0.067
 Moirai-2.0,Seasonal Naive,0.95,0.85,1.0,0.301,0.218,0.39
 Toto-2.0-4m,Chronos-2,0.25,0.05,0.45,-0.192,-0.327,-0.086
+Toto-2.0-4m,TiRex-2,0.2,0.05,0.4,-0.172,-0.312,-0.07
 Toto-2.0-4m,Toto-2.0-2.5B,0.1,0.0,0.25,-0.074,-0.109,-0.045
 Toto-2.0-4m,Toto-2.0-1B,0.1,0.0,0.25,-0.068,-0.1,-0.042
 Toto-2.0-4m,Toto-2.0-313m,0.1,0.0,0.25,-0.065,-0.09,-0.042
 Toto-2.0-4m,TiRex,0.3,0.1,0.5,-0.036,-0.073,-0.003
 Toto-2.0-4m,TabPFN-TS-3,0.5,0.25,0.75,-0.16,-0.348,-0.023
-Toto-2.0-4m,TimesFM-2.5,0.3,0.1,0.5,-0.051,-0.087,-0.019
 Toto-2.0-4m,Toto-2.0-22m,0.1,0.0,0.25,-0.041,-0.064,-0.018
+Toto-2.0-4m,TimesFM-2.5,0.3,0.1,0.5,-0.051,-0.087,-0.019
 Toto-2.0-4m,FlowState,0.35,0.15,0.55,-0.014,-0.094,0.07
 Toto-2.0-4m,TabPFN-TS,0.35,0.15,0.551,-0.134,-0.296,-0.011
 Toto-2.0-4m,Toto-1.0,0.3,0.1,0.5,-0.03,-0.053,-0.01
@@ -224,13 +255,14 @@ Toto-2.0-4m,Toto-2.0-4m,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-2.0-4m,Chronos-Bolt,0.45,0.25,0.65,0.007,-0.036,0.055
 Toto-2.0-4m,Seasonal Naive,1.0,1.0,1.0,0.289,0.208,0.375
 Chronos-Bolt,Chronos-2,0.0,0.0,0.0,-0.2,-0.317,-0.105
+Chronos-Bolt,TiRex-2,0.1,0.0,0.25,-0.18,-0.303,-0.086
 Chronos-Bolt,Toto-2.0-2.5B,0.05,0.0,0.15,-0.082,-0.146,-0.03
 Chronos-Bolt,Toto-2.0-1B,0.15,0.0,0.3,-0.076,-0.138,-0.027
 Chronos-Bolt,Toto-2.0-313m,0.15,0.0,0.3,-0.072,-0.134,-0.024
 Chronos-Bolt,TiRex,0.15,0.0,0.3,-0.043,-0.08,-0.01
 Chronos-Bolt,TabPFN-TS-3,0.4,0.2,0.6,-0.168,-0.334,-0.035
-Chronos-Bolt,TimesFM-2.5,0.275,0.1,0.475,-0.058,-0.116,-0.011
 Chronos-Bolt,Toto-2.0-22m,0.3,0.1,0.5,-0.048,-0.108,0.001
+Chronos-Bolt,TimesFM-2.5,0.275,0.1,0.475,-0.058,-0.116,-0.011
 Chronos-Bolt,FlowState,0.325,0.15,0.525,-0.021,-0.097,0.035
 Chronos-Bolt,TabPFN-TS,0.45,0.25,0.7,-0.142,-0.288,-0.025
 Chronos-Bolt,Toto-1.0,0.375,0.175,0.575,-0.037,-0.093,0.009
@@ -240,13 +272,14 @@ Chronos-Bolt,Toto-2.0-4m,0.55,0.35,0.75,-0.007,-0.058,0.035
 Chronos-Bolt,Chronos-Bolt,0.5,0.5,0.5,0.0,0.0,0.0
 Chronos-Bolt,Seasonal Naive,0.95,0.85,1.0,0.284,0.225,0.352
 Seasonal Naive,Chronos-2,0.0,0.0,0.0,-0.677,-0.909,-0.471
+Seasonal Naive,TiRex-2,0.0,0.0,0.0,-0.649,-0.918,-0.441
 Seasonal Naive,Toto-2.0-2.5B,0.05,0.0,0.15,-0.511,-0.724,-0.345
 Seasonal Naive,Toto-2.0-1B,0.05,0.0,0.15,-0.503,-0.709,-0.34
 Seasonal Naive,Toto-2.0-313m,0.05,0.0,0.15,-0.498,-0.704,-0.333
 Seasonal Naive,TiRex,0.05,0.0,0.15,-0.457,-0.653,-0.311
 Seasonal Naive,TabPFN-TS-3,0.0,0.0,0.0,-0.632,-0.882,-0.428
-Seasonal Naive,TimesFM-2.5,0.0,0.0,0.0,-0.478,-0.692,-0.32
 Seasonal Naive,Toto-2.0-22m,0.05,0.0,0.15,-0.464,-0.683,-0.302
+Seasonal Naive,TimesFM-2.5,0.0,0.0,0.0,-0.478,-0.692,-0.32
 Seasonal Naive,FlowState,0.05,0.0,0.15,-0.426,-0.562,-0.314
 Seasonal Naive,TabPFN-TS,0.0,0.0,0.0,-0.595,-0.845,-0.388
 Seasonal Naive,Toto-1.0,0.0,0.0,0.0,-0.448,-0.664,-0.293
diff --git a/tables/mini/pairwise_SQL.csv b/tables/mini/pairwise_SQL.csv
index 23e004aff1eed7c84b4269582271c34dcc0d35ec..589d7518a509948783dad085a761366d0cd114dd 100644
--- a/tables/mini/pairwise_SQL.csv
+++ b/tables/mini/pairwise_SQL.csv
@@ -1,5 +1,6 @@
 model_1,model_2,win_rate,win_rate_lower,win_rate_upper,skill_score,skill_score_lower,skill_score_upper
 Chronos-2,Chronos-2,0.5,0.5,0.5,0.0,0.0,0.0
+Chronos-2,TiRex-2,0.4,0.2,0.6,0.028,-0.029,0.094
 Chronos-2,Toto-2.0-2.5B,0.6,0.35,0.8,0.094,0.021,0.174
 Chronos-2,Toto-2.0-1B,0.6,0.35,0.8,0.096,0.024,0.176
 Chronos-2,Toto-2.0-313m,0.7,0.45,0.9,0.103,0.026,0.189
@@ -7,15 +8,31 @@ Chronos-2,TiRex,0.75,0.55,0.95,0.136,0.06,0.217
 Chronos-2,Toto-2.0-22m,0.75,0.55,0.9,0.127,0.049,0.211
 Chronos-2,TabPFN-TS-3,0.6,0.4,0.8,0.037,-0.016,0.086
 Chronos-2,TimesFM-2.5,0.8,0.6,0.95,0.127,0.049,0.215
+Chronos-2,FlowState,0.9,0.75,1.0,0.161,0.079,0.242
 Chronos-2,Toto-1.0,0.75,0.55,0.9,0.143,0.056,0.233
 Chronos-2,TabPFN-TS,0.8,0.649,0.95,0.067,0.012,0.124
-Chronos-2,FlowState,0.9,0.75,1.0,0.161,0.079,0.242
 Chronos-2,Moirai-2.0,0.95,0.85,1.0,0.162,0.082,0.243
-Chronos-2,Toto-2.0-4m,0.8,0.649,0.95,0.169,0.087,0.257
 Chronos-2,Chronos-Bolt,1.0,1.0,1.0,0.18,0.104,0.255
-Chronos-2,TFT,0.85,0.65,1.0,0.245,0.114,0.358
+Chronos-2,Toto-2.0-4m,0.8,0.649,0.95,0.169,0.087,0.257
 Chronos-2,Seasonal Naive,1.0,1.0,1.0,0.511,0.425,0.58
+TiRex-2,Chronos-2,0.6,0.4,0.8,-0.029,-0.104,0.028
+TiRex-2,TiRex-2,0.5,0.5,0.5,0.0,0.0,0.0
+TiRex-2,Toto-2.0-2.5B,0.55,0.3,0.75,0.067,-0.025,0.161
+TiRex-2,Toto-2.0-1B,0.6,0.4,0.8,0.07,-0.02,0.161
+TiRex-2,Toto-2.0-313m,0.6,0.4,0.8,0.077,-0.014,0.17
+TiRex-2,TiRex,0.85,0.7,1.0,0.111,0.038,0.193
+TiRex-2,Toto-2.0-22m,0.65,0.45,0.85,0.102,0.021,0.189
+TiRex-2,TabPFN-TS-3,0.75,0.55,0.9,0.009,-0.1,0.092
+TiRex-2,TimesFM-2.5,0.75,0.55,0.95,0.102,0.003,0.201
+TiRex-2,FlowState,0.75,0.55,0.95,0.136,0.017,0.24
+TiRex-2,Toto-1.0,0.75,0.55,0.95,0.118,0.036,0.207
+TiRex-2,TabPFN-TS,0.75,0.55,0.9,0.04,-0.04,0.117
+TiRex-2,Moirai-2.0,0.85,0.7,1.0,0.138,0.064,0.219
+TiRex-2,Chronos-Bolt,0.95,0.85,1.0,0.156,0.088,0.234
+TiRex-2,Toto-2.0-4m,0.85,0.699,1.0,0.145,0.062,0.235
+TiRex-2,Seasonal Naive,1.0,1.0,1.0,0.497,0.408,0.575
 Toto-2.0-2.5B,Chronos-2,0.4,0.2,0.65,-0.103,-0.21,-0.022
+Toto-2.0-2.5B,TiRex-2,0.45,0.25,0.7,-0.072,-0.192,0.025
 Toto-2.0-2.5B,Toto-2.0-2.5B,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-2.0-2.5B,Toto-2.0-1B,0.6,0.4,0.8,0.003,-0.007,0.012
 Toto-2.0-2.5B,Toto-2.0-313m,0.75,0.55,0.9,0.01,-0.003,0.024
@@ -23,15 +40,15 @@ Toto-2.0-2.5B,TiRex,0.75,0.55,0.9,0.047,0.008,0.1
 Toto-2.0-2.5B,Toto-2.0-22m,0.85,0.7,1.0,0.037,0.012,0.066
 Toto-2.0-2.5B,TabPFN-TS-3,0.7,0.5,0.9,-0.062,-0.211,0.05
 Toto-2.0-2.5B,TimesFM-2.5,0.75,0.55,0.9,0.037,0.012,0.064
+Toto-2.0-2.5B,FlowState,0.7,0.5,0.9,0.074,0.015,0.142
 Toto-2.0-2.5B,Toto-1.0,0.85,0.65,1.0,0.054,0.021,0.093
 Toto-2.0-2.5B,TabPFN-TS,0.7,0.5,0.9,-0.029,-0.18,0.08
-Toto-2.0-2.5B,FlowState,0.7,0.5,0.9,0.074,0.015,0.142
 Toto-2.0-2.5B,Moirai-2.0,0.8,0.6,0.95,0.075,0.029,0.132
-Toto-2.0-2.5B,Toto-2.0-4m,1.0,1.0,1.0,0.083,0.054,0.121
 Toto-2.0-2.5B,Chronos-Bolt,0.9,0.75,1.0,0.095,0.04,0.161
-Toto-2.0-2.5B,TFT,0.8,0.6,0.95,0.167,0.025,0.278
+Toto-2.0-2.5B,Toto-2.0-4m,1.0,1.0,1.0,0.083,0.054,0.121
 Toto-2.0-2.5B,Seasonal Naive,1.0,1.0,1.0,0.461,0.377,0.537
 Toto-2.0-1B,Chronos-2,0.4,0.2,0.65,-0.106,-0.214,-0.024
+Toto-2.0-1B,TiRex-2,0.4,0.2,0.6,-0.075,-0.192,0.019
 Toto-2.0-1B,Toto-2.0-2.5B,0.4,0.2,0.6,-0.003,-0.012,0.006
 Toto-2.0-1B,Toto-2.0-1B,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-2.0-1B,Toto-2.0-313m,0.6,0.4,0.8,0.008,-0.005,0.019
@@ -39,15 +56,15 @@ Toto-2.0-1B,TiRex,0.75,0.55,0.9,0.044,0.008,0.093
 Toto-2.0-1B,Toto-2.0-22m,0.85,0.7,1.0,0.035,0.011,0.059
 Toto-2.0-1B,TabPFN-TS-3,0.65,0.4,0.85,-0.065,-0.217,0.047
 Toto-2.0-1B,TimesFM-2.5,0.75,0.55,0.9,0.035,0.008,0.064
+Toto-2.0-1B,FlowState,0.8,0.6,0.95,0.071,0.011,0.141
 Toto-2.0-1B,Toto-1.0,0.9,0.75,1.0,0.052,0.019,0.086
 Toto-2.0-1B,TabPFN-TS,0.75,0.55,0.95,-0.032,-0.179,0.075
-Toto-2.0-1B,FlowState,0.8,0.6,0.95,0.071,0.011,0.141
 Toto-2.0-1B,Moirai-2.0,0.8,0.6,0.95,0.073,0.024,0.127
-Toto-2.0-1B,Toto-2.0-4m,1.0,1.0,1.0,0.081,0.053,0.115
 Toto-2.0-1B,Chronos-Bolt,0.85,0.7,1.0,0.093,0.041,0.154
-Toto-2.0-1B,TFT,0.85,0.65,1.0,0.165,0.021,0.273
+Toto-2.0-1B,Toto-2.0-4m,1.0,1.0,1.0,0.081,0.053,0.115
 Toto-2.0-1B,Seasonal Naive,1.0,1.0,1.0,0.459,0.376,0.536
 Toto-2.0-313m,Chronos-2,0.3,0.1,0.55,-0.115,-0.232,-0.026
+Toto-2.0-313m,TiRex-2,0.4,0.2,0.6,-0.083,-0.205,0.014
 Toto-2.0-313m,Toto-2.0-2.5B,0.25,0.1,0.45,-0.01,-0.025,0.002
 Toto-2.0-313m,Toto-2.0-1B,0.4,0.2,0.6,-0.008,-0.02,0.005
 Toto-2.0-313m,Toto-2.0-313m,0.5,0.5,0.5,0.0,0.0,0.0
@@ -55,15 +72,15 @@ Toto-2.0-313m,TiRex,0.75,0.55,0.9,0.037,-0.001,0.082
 Toto-2.0-313m,Toto-2.0-22m,0.85,0.7,1.0,0.027,0.011,0.044
 Toto-2.0-313m,TabPFN-TS-3,0.6,0.4,0.8,-0.073,-0.226,0.043
 Toto-2.0-313m,TimesFM-2.5,0.75,0.55,0.9,0.027,-0.001,0.055
+Toto-2.0-313m,FlowState,0.65,0.45,0.85,0.064,-0.001,0.137
 Toto-2.0-313m,Toto-1.0,0.8,0.6,0.95,0.044,0.019,0.072
 Toto-2.0-313m,TabPFN-TS,0.7,0.5,0.9,-0.04,-0.196,0.07
-Toto-2.0-313m,FlowState,0.65,0.45,0.85,0.064,-0.001,0.137
 Toto-2.0-313m,Moirai-2.0,0.85,0.7,1.0,0.066,0.023,0.115
-Toto-2.0-313m,Toto-2.0-4m,1.0,1.0,1.0,0.074,0.049,0.103
 Toto-2.0-313m,Chronos-Bolt,0.85,0.7,1.0,0.086,0.03,0.148
-Toto-2.0-313m,TFT,0.8,0.6,0.95,0.158,0.012,0.274
+Toto-2.0-313m,Toto-2.0-4m,1.0,1.0,1.0,0.074,0.049,0.103
 Toto-2.0-313m,Seasonal Naive,1.0,1.0,1.0,0.455,0.368,0.535
 TiRex,Chronos-2,0.25,0.05,0.45,-0.158,-0.277,-0.063
+TiRex,TiRex-2,0.15,0.0,0.3,-0.125,-0.239,-0.039
 TiRex,Toto-2.0-2.5B,0.25,0.1,0.45,-0.049,-0.111,-0.008
 TiRex,Toto-2.0-1B,0.25,0.1,0.45,-0.046,-0.102,-0.008
 TiRex,Toto-2.0-313m,0.25,0.1,0.45,-0.038,-0.089,0.001
@@ -71,15 +88,15 @@ TiRex,TiRex,0.5,0.5,0.5,0.0,0.0,0.0
 TiRex,Toto-2.0-22m,0.5,0.25,0.7,-0.01,-0.054,0.028
 TiRex,TabPFN-TS-3,0.55,0.35,0.75,-0.115,-0.28,0.011
 TiRex,TimesFM-2.5,0.55,0.35,0.75,-0.01,-0.066,0.03
+TiRex,FlowState,0.7,0.5,0.9,0.028,-0.064,0.099
 TiRex,Toto-1.0,0.65,0.4,0.85,0.007,-0.031,0.042
 TiRex,TabPFN-TS,0.6,0.4,0.8,-0.08,-0.223,0.037
-TiRex,FlowState,0.7,0.5,0.9,0.028,-0.064,0.099
 TiRex,Moirai-2.0,0.75,0.55,0.95,0.03,-0.001,0.062
-TiRex,Toto-2.0-4m,0.65,0.449,0.85,0.038,0.004,0.072
 TiRex,Chronos-Bolt,0.9,0.75,1.0,0.051,0.02,0.085
-TiRex,TFT,0.65,0.45,0.85,0.126,-0.035,0.248
+TiRex,Toto-2.0-4m,0.65,0.449,0.85,0.038,0.004,0.072
 TiRex,Seasonal Naive,1.0,1.0,1.0,0.434,0.349,0.509
 Toto-2.0-22m,Chronos-2,0.25,0.1,0.45,-0.146,-0.267,-0.052
+Toto-2.0-22m,TiRex-2,0.35,0.15,0.55,-0.114,-0.232,-0.022
 Toto-2.0-22m,Toto-2.0-2.5B,0.15,0.0,0.3,-0.039,-0.071,-0.012
 Toto-2.0-22m,Toto-2.0-1B,0.15,0.0,0.3,-0.036,-0.062,-0.011
 Toto-2.0-22m,Toto-2.0-313m,0.15,0.0,0.3,-0.028,-0.047,-0.012
@@ -87,15 +104,15 @@ Toto-2.0-22m,TiRex,0.5,0.3,0.75,0.01,-0.028,0.051
 Toto-2.0-22m,Toto-2.0-22m,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-2.0-22m,TabPFN-TS-3,0.55,0.3,0.75,-0.103,-0.275,0.021
 Toto-2.0-22m,TimesFM-2.5,0.6,0.4,0.8,0.0,-0.041,0.034
+Toto-2.0-22m,FlowState,0.55,0.35,0.75,0.038,-0.043,0.118
 Toto-2.0-22m,Toto-1.0,0.65,0.45,0.85,0.018,0.003,0.034
 Toto-2.0-22m,TabPFN-TS,0.6,0.399,0.8,-0.069,-0.227,0.049
-Toto-2.0-22m,FlowState,0.55,0.35,0.75,0.038,-0.043,0.118
 Toto-2.0-22m,Moirai-2.0,0.75,0.55,0.9,0.04,-0.002,0.082
-Toto-2.0-22m,Toto-2.0-4m,1.0,1.0,1.0,0.048,0.028,0.07
 Toto-2.0-22m,Chronos-Bolt,0.7,0.5,0.9,0.06,0.006,0.117
-Toto-2.0-22m,TFT,0.8,0.6,0.95,0.135,-0.02,0.257
+Toto-2.0-22m,Toto-2.0-4m,1.0,1.0,1.0,0.048,0.028,0.07
 Toto-2.0-22m,Seasonal Naive,1.0,1.0,1.0,0.44,0.349,0.522
 TabPFN-TS-3,Chronos-2,0.4,0.2,0.6,-0.039,-0.094,0.015
+TabPFN-TS-3,TiRex-2,0.25,0.1,0.45,-0.009,-0.102,0.091
 TabPFN-TS-3,Toto-2.0-2.5B,0.3,0.1,0.5,0.059,-0.052,0.174
 TabPFN-TS-3,Toto-2.0-1B,0.35,0.15,0.6,0.061,-0.049,0.178
 TabPFN-TS-3,Toto-2.0-313m,0.4,0.2,0.6,0.068,-0.045,0.185
@@ -103,15 +120,15 @@ TabPFN-TS-3,TiRex,0.45,0.25,0.65,0.103,-0.011,0.219
 TabPFN-TS-3,Toto-2.0-22m,0.45,0.25,0.7,0.094,-0.021,0.216
 TabPFN-TS-3,TabPFN-TS-3,0.5,0.5,0.5,0.0,0.0,0.0
 TabPFN-TS-3,TimesFM-2.5,0.45,0.25,0.65,0.094,-0.022,0.209
+TabPFN-TS-3,FlowState,0.6,0.4,0.8,0.128,0.021,0.24
 TabPFN-TS-3,Toto-1.0,0.5,0.3,0.7,0.11,-0.014,0.232
 TabPFN-TS-3,TabPFN-TS,0.6,0.4,0.801,0.031,-0.018,0.09
-TabPFN-TS-3,FlowState,0.6,0.4,0.8,0.128,0.021,0.24
 TabPFN-TS-3,Moirai-2.0,0.7,0.5,0.9,0.13,0.014,0.243
-TabPFN-TS-3,Toto-2.0-4m,0.6,0.4,0.8,0.137,0.018,0.256
 TabPFN-TS-3,Chronos-Bolt,0.65,0.45,0.85,0.148,0.038,0.257
-TabPFN-TS-3,TFT,0.8,0.6,0.95,0.216,0.082,0.339
+TabPFN-TS-3,Toto-2.0-4m,0.6,0.4,0.8,0.137,0.018,0.256
 TabPFN-TS-3,Seasonal Naive,1.0,1.0,1.0,0.492,0.398,0.572
 TimesFM-2.5,Chronos-2,0.2,0.05,0.4,-0.146,-0.274,-0.051
+TimesFM-2.5,TiRex-2,0.25,0.05,0.45,-0.114,-0.252,-0.003
 TimesFM-2.5,Toto-2.0-2.5B,0.25,0.1,0.45,-0.039,-0.069,-0.012
 TimesFM-2.5,Toto-2.0-1B,0.25,0.1,0.45,-0.036,-0.068,-0.008
 TimesFM-2.5,Toto-2.0-313m,0.25,0.1,0.45,-0.028,-0.058,0.001
@@ -119,15 +136,31 @@ TimesFM-2.5,TiRex,0.45,0.25,0.65,0.01,-0.031,0.062
 TimesFM-2.5,Toto-2.0-22m,0.4,0.2,0.6,-0.0,-0.036,0.039
 TimesFM-2.5,TabPFN-TS-3,0.55,0.35,0.75,-0.104,-0.264,0.021
 TimesFM-2.5,TimesFM-2.5,0.5,0.5,0.5,0.0,0.0,0.0
+TimesFM-2.5,FlowState,0.625,0.425,0.825,0.038,-0.018,0.103
 TimesFM-2.5,Toto-1.0,0.525,0.325,0.726,0.017,-0.018,0.057
 TimesFM-2.5,TabPFN-TS,0.65,0.4,0.85,-0.069,-0.226,0.05
-TimesFM-2.5,FlowState,0.625,0.425,0.825,0.038,-0.018,0.103
 TimesFM-2.5,Moirai-2.0,0.625,0.425,0.825,0.04,-0.01,0.096
-TimesFM-2.5,Toto-2.0-4m,0.75,0.55,0.9,0.048,0.016,0.085
 TimesFM-2.5,Chronos-Bolt,0.775,0.575,0.95,0.06,0.009,0.121
-TimesFM-2.5,TFT,0.8,0.6,0.95,0.135,-0.031,0.252
+TimesFM-2.5,Toto-2.0-4m,0.75,0.55,0.9,0.048,0.016,0.085
 TimesFM-2.5,Seasonal Naive,1.0,1.0,1.0,0.44,0.354,0.52
+FlowState,Chronos-2,0.1,0.0,0.25,-0.191,-0.319,-0.086
+FlowState,TiRex-2,0.25,0.05,0.45,-0.158,-0.316,-0.017
+FlowState,Toto-2.0-2.5B,0.3,0.1,0.5,-0.08,-0.165,-0.015
+FlowState,Toto-2.0-1B,0.2,0.05,0.4,-0.077,-0.164,-0.011
+FlowState,Toto-2.0-313m,0.35,0.15,0.55,-0.069,-0.159,0.001
+FlowState,TiRex,0.3,0.1,0.5,-0.029,-0.11,0.06
+FlowState,Toto-2.0-22m,0.45,0.25,0.65,-0.04,-0.134,0.041
+FlowState,TabPFN-TS-3,0.4,0.2,0.6,-0.147,-0.315,-0.021
+FlowState,TimesFM-2.5,0.375,0.175,0.575,-0.039,-0.115,0.018
+FlowState,FlowState,0.5,0.5,0.5,0.0,0.0,0.0
+FlowState,Toto-1.0,0.575,0.35,0.775,-0.021,-0.118,0.063
+FlowState,TabPFN-TS,0.45,0.25,0.65,-0.111,-0.282,0.025
+FlowState,Moirai-2.0,0.575,0.375,0.775,0.002,-0.099,0.1
+FlowState,Chronos-Bolt,0.575,0.35,0.775,0.023,-0.039,0.107
+FlowState,Toto-2.0-4m,0.65,0.45,0.85,0.01,-0.079,0.088
+FlowState,Seasonal Naive,1.0,1.0,1.0,0.418,0.347,0.483
 Toto-1.0,Chronos-2,0.25,0.1,0.45,-0.166,-0.304,-0.06
+Toto-1.0,TiRex-2,0.25,0.05,0.45,-0.133,-0.261,-0.038
 Toto-1.0,Toto-2.0-2.5B,0.15,0.0,0.35,-0.057,-0.103,-0.022
 Toto-1.0,Toto-2.0-1B,0.1,0.0,0.25,-0.054,-0.094,-0.019
 Toto-1.0,Toto-2.0-313m,0.2,0.05,0.4,-0.046,-0.078,-0.02
@@ -135,15 +168,15 @@ Toto-1.0,TiRex,0.35,0.15,0.6,-0.008,-0.044,0.03
 Toto-1.0,Toto-2.0-22m,0.35,0.15,0.55,-0.018,-0.036,-0.003
 Toto-1.0,TabPFN-TS-3,0.5,0.3,0.7,-0.123,-0.303,0.014
 Toto-1.0,TimesFM-2.5,0.475,0.274,0.675,-0.018,-0.061,0.018
+Toto-1.0,FlowState,0.425,0.225,0.65,0.021,-0.067,0.105
 Toto-1.0,Toto-1.0,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-1.0,TabPFN-TS,0.6,0.4,0.8,-0.088,-0.249,0.036
-Toto-1.0,FlowState,0.425,0.225,0.65,0.021,-0.067,0.105
 Toto-1.0,Moirai-2.0,0.625,0.425,0.825,0.023,-0.016,0.061
-Toto-1.0,Toto-2.0-4m,0.75,0.55,0.95,0.031,0.011,0.053
 Toto-1.0,Chronos-Bolt,0.525,0.325,0.725,0.043,-0.009,0.098
-Toto-1.0,TFT,0.75,0.55,0.95,0.119,-0.051,0.249
+Toto-1.0,Toto-2.0-4m,0.75,0.55,0.95,0.031,0.011,0.053
 Toto-1.0,Seasonal Naive,1.0,1.0,1.0,0.43,0.339,0.517
 TabPFN-TS,Chronos-2,0.2,0.05,0.351,-0.072,-0.141,-0.012
+TabPFN-TS,TiRex-2,0.25,0.1,0.45,-0.042,-0.132,0.039
 TabPFN-TS,Toto-2.0-2.5B,0.3,0.1,0.5,0.028,-0.087,0.153
 TabPFN-TS,Toto-2.0-1B,0.25,0.05,0.45,0.031,-0.082,0.152
 TabPFN-TS,Toto-2.0-313m,0.3,0.1,0.5,0.038,-0.076,0.164
@@ -151,31 +184,15 @@ TabPFN-TS,TiRex,0.4,0.2,0.6,0.074,-0.038,0.182
 TabPFN-TS,Toto-2.0-22m,0.4,0.2,0.601,0.064,-0.052,0.185
 TabPFN-TS,TabPFN-TS-3,0.4,0.199,0.6,-0.032,-0.098,0.018
 TabPFN-TS,TimesFM-2.5,0.35,0.15,0.6,0.064,-0.053,0.185
+TabPFN-TS,FlowState,0.55,0.35,0.75,0.1,-0.026,0.22
 TabPFN-TS,Toto-1.0,0.4,0.2,0.6,0.081,-0.038,0.2
 TabPFN-TS,TabPFN-TS,0.5,0.5,0.5,0.0,0.0,0.0
-TabPFN-TS,FlowState,0.55,0.35,0.75,0.1,-0.026,0.22
 TabPFN-TS,Moirai-2.0,0.65,0.4,0.85,0.101,-0.015,0.209
-TabPFN-TS,Toto-2.0-4m,0.5,0.299,0.75,0.109,-0.011,0.224
 TabPFN-TS,Chronos-Bolt,0.6,0.35,0.8,0.121,0.01,0.225
-TabPFN-TS,TFT,0.7,0.45,0.9,0.19,0.019,0.337
+TabPFN-TS,Toto-2.0-4m,0.5,0.299,0.75,0.109,-0.011,0.224
 TabPFN-TS,Seasonal Naive,1.0,1.0,1.0,0.476,0.369,0.563
-FlowState,Chronos-2,0.1,0.0,0.25,-0.191,-0.319,-0.086
-FlowState,Toto-2.0-2.5B,0.3,0.1,0.5,-0.08,-0.165,-0.015
-FlowState,Toto-2.0-1B,0.2,0.05,0.4,-0.077,-0.164,-0.011
-FlowState,Toto-2.0-313m,0.35,0.15,0.55,-0.069,-0.159,0.001
-FlowState,TiRex,0.3,0.1,0.5,-0.029,-0.11,0.06
-FlowState,Toto-2.0-22m,0.45,0.25,0.65,-0.04,-0.134,0.041
-FlowState,TabPFN-TS-3,0.4,0.2,0.6,-0.147,-0.315,-0.021
-FlowState,TimesFM-2.5,0.375,0.175,0.575,-0.039,-0.115,0.018
-FlowState,Toto-1.0,0.575,0.35,0.775,-0.021,-0.118,0.063
-FlowState,TabPFN-TS,0.45,0.25,0.65,-0.111,-0.282,0.025
-FlowState,FlowState,0.5,0.5,0.5,0.0,0.0,0.0
-FlowState,Moirai-2.0,0.575,0.375,0.775,0.002,-0.099,0.1
-FlowState,Toto-2.0-4m,0.65,0.45,0.85,0.01,-0.079,0.088
-FlowState,Chronos-Bolt,0.575,0.35,0.775,0.023,-0.039,0.107
-FlowState,TFT,0.65,0.45,0.85,0.101,-0.068,0.221
-FlowState,Seasonal Naive,1.0,1.0,1.0,0.418,0.347,0.483
 Moirai-2.0,Chronos-2,0.05,0.0,0.15,-0.193,-0.321,-0.09
+Moirai-2.0,TiRex-2,0.15,0.0,0.3,-0.16,-0.28,-0.069
 Moirai-2.0,Toto-2.0-2.5B,0.2,0.05,0.4,-0.082,-0.151,-0.03
 Moirai-2.0,Toto-2.0-1B,0.2,0.05,0.4,-0.079,-0.145,-0.025
 Moirai-2.0,Toto-2.0-313m,0.15,0.0,0.3,-0.07,-0.129,-0.024
@@ -183,31 +200,15 @@ Moirai-2.0,TiRex,0.25,0.05,0.45,-0.031,-0.066,0.001
 Moirai-2.0,Toto-2.0-22m,0.25,0.1,0.45,-0.041,-0.09,0.002
 Moirai-2.0,TabPFN-TS-3,0.3,0.1,0.5,-0.149,-0.321,-0.014
 Moirai-2.0,TimesFM-2.5,0.375,0.175,0.575,-0.041,-0.106,0.009
+Moirai-2.0,FlowState,0.425,0.225,0.625,-0.002,-0.111,0.09
 Moirai-2.0,Toto-1.0,0.375,0.175,0.575,-0.023,-0.065,0.016
 Moirai-2.0,TabPFN-TS,0.35,0.15,0.6,-0.113,-0.265,0.015
-Moirai-2.0,FlowState,0.425,0.225,0.625,-0.002,-0.111,0.09
 Moirai-2.0,Moirai-2.0,0.5,0.5,0.5,0.0,0.0,0.0
-Moirai-2.0,Toto-2.0-4m,0.4,0.2,0.6,0.009,-0.03,0.05
 Moirai-2.0,Chronos-Bolt,0.55,0.375,0.725,0.021,-0.019,0.068
-Moirai-2.0,TFT,0.65,0.45,0.85,0.099,-0.066,0.23
+Moirai-2.0,Toto-2.0-4m,0.4,0.2,0.6,0.009,-0.03,0.05
 Moirai-2.0,Seasonal Naive,1.0,1.0,1.0,0.417,0.325,0.5
-Toto-2.0-4m,Chronos-2,0.2,0.05,0.351,-0.204,-0.345,-0.096
-Toto-2.0-4m,Toto-2.0-2.5B,0.0,0.0,0.0,-0.091,-0.138,-0.057
-Toto-2.0-4m,Toto-2.0-1B,0.0,0.0,0.0,-0.088,-0.129,-0.056
-Toto-2.0-4m,Toto-2.0-313m,0.0,0.0,0.0,-0.08,-0.115,-0.052
-Toto-2.0-4m,TiRex,0.35,0.15,0.551,-0.04,-0.078,-0.004
-Toto-2.0-4m,Toto-2.0-22m,0.0,0.0,0.0,-0.05,-0.076,-0.029
-Toto-2.0-4m,TabPFN-TS-3,0.4,0.2,0.6,-0.159,-0.345,-0.018
-Toto-2.0-4m,TimesFM-2.5,0.25,0.1,0.45,-0.05,-0.093,-0.016
-Toto-2.0-4m,Toto-1.0,0.25,0.05,0.45,-0.032,-0.056,-0.011
-Toto-2.0-4m,TabPFN-TS,0.5,0.25,0.701,-0.122,-0.289,0.011
-Toto-2.0-4m,FlowState,0.35,0.15,0.55,-0.01,-0.097,0.073
-Toto-2.0-4m,Moirai-2.0,0.6,0.4,0.8,-0.009,-0.053,0.029
-Toto-2.0-4m,Toto-2.0-4m,0.5,0.5,0.5,0.0,0.0,0.0
-Toto-2.0-4m,Chronos-Bolt,0.55,0.3,0.75,0.013,-0.039,0.069
-Toto-2.0-4m,TFT,0.7,0.45,0.9,0.091,-0.09,0.214
-Toto-2.0-4m,Seasonal Naive,1.0,1.0,1.0,0.412,0.321,0.499
 Chronos-Bolt,Chronos-2,0.0,0.0,0.0,-0.219,-0.342,-0.117
+Chronos-Bolt,TiRex-2,0.05,0.0,0.15,-0.185,-0.306,-0.096
 Chronos-Bolt,Toto-2.0-2.5B,0.1,0.0,0.25,-0.105,-0.192,-0.042
 Chronos-Bolt,Toto-2.0-1B,0.15,0.0,0.3,-0.102,-0.182,-0.042
 Chronos-Bolt,Toto-2.0-313m,0.15,0.0,0.3,-0.094,-0.173,-0.031
@@ -215,31 +216,31 @@ Chronos-Bolt,TiRex,0.1,0.0,0.25,-0.053,-0.093,-0.021
 Chronos-Bolt,Toto-2.0-22m,0.3,0.1,0.5,-0.064,-0.133,-0.006
 Chronos-Bolt,TabPFN-TS-3,0.35,0.15,0.55,-0.174,-0.345,-0.04
 Chronos-Bolt,TimesFM-2.5,0.225,0.05,0.425,-0.064,-0.137,-0.009
+Chronos-Bolt,FlowState,0.425,0.225,0.65,-0.024,-0.119,0.038
 Chronos-Bolt,Toto-1.0,0.475,0.275,0.675,-0.045,-0.109,0.009
 Chronos-Bolt,TabPFN-TS,0.4,0.2,0.65,-0.137,-0.29,-0.011
-Chronos-Bolt,FlowState,0.425,0.225,0.65,-0.024,-0.119,0.038
 Chronos-Bolt,Moirai-2.0,0.45,0.275,0.625,-0.022,-0.073,0.019
-Chronos-Bolt,Toto-2.0-4m,0.45,0.25,0.7,-0.013,-0.074,0.038
 Chronos-Bolt,Chronos-Bolt,0.5,0.5,0.5,0.0,0.0,0.0
-Chronos-Bolt,TFT,0.55,0.3,0.75,0.079,-0.093,0.209
+Chronos-Bolt,Toto-2.0-4m,0.45,0.25,0.7,-0.013,-0.074,0.038
 Chronos-Bolt,Seasonal Naive,1.0,1.0,1.0,0.404,0.324,0.474
-TFT,Chronos-2,0.15,0.0,0.35,-0.324,-0.557,-0.129
-TFT,Toto-2.0-2.5B,0.2,0.05,0.4,-0.2,-0.385,-0.026
-TFT,Toto-2.0-1B,0.15,0.0,0.35,-0.197,-0.376,-0.022
-TFT,Toto-2.0-313m,0.2,0.05,0.4,-0.188,-0.378,-0.012
-TFT,TiRex,0.35,0.15,0.55,-0.144,-0.329,0.034
-TFT,Toto-2.0-22m,0.2,0.05,0.4,-0.156,-0.345,0.02
-TFT,TabPFN-TS-3,0.2,0.05,0.4,-0.275,-0.512,-0.089
-TFT,TimesFM-2.5,0.2,0.05,0.4,-0.156,-0.336,0.03
-TFT,Toto-1.0,0.25,0.05,0.45,-0.136,-0.331,0.048
-TFT,TabPFN-TS,0.3,0.1,0.55,-0.235,-0.509,-0.02
-TFT,FlowState,0.35,0.15,0.55,-0.112,-0.284,0.063
-TFT,Moirai-2.0,0.35,0.15,0.55,-0.11,-0.299,0.062
-TFT,Toto-2.0-4m,0.3,0.1,0.55,-0.1,-0.272,0.083
-TFT,Chronos-Bolt,0.45,0.25,0.7,-0.086,-0.265,0.085
-TFT,TFT,0.5,0.5,0.5,0.0,0.0,0.0
-TFT,Seasonal Naive,0.85,0.7,1.0,0.353,0.242,0.461
+Toto-2.0-4m,Chronos-2,0.2,0.05,0.351,-0.204,-0.345,-0.096
+Toto-2.0-4m,TiRex-2,0.15,0.0,0.301,-0.17,-0.307,-0.067
+Toto-2.0-4m,Toto-2.0-2.5B,0.0,0.0,0.0,-0.091,-0.138,-0.057
+Toto-2.0-4m,Toto-2.0-1B,0.0,0.0,0.0,-0.088,-0.129,-0.056
+Toto-2.0-4m,Toto-2.0-313m,0.0,0.0,0.0,-0.08,-0.115,-0.052
+Toto-2.0-4m,TiRex,0.35,0.15,0.551,-0.04,-0.078,-0.004
+Toto-2.0-4m,Toto-2.0-22m,0.0,0.0,0.0,-0.05,-0.076,-0.029
+Toto-2.0-4m,TabPFN-TS-3,0.4,0.2,0.6,-0.159,-0.345,-0.018
+Toto-2.0-4m,TimesFM-2.5,0.25,0.1,0.45,-0.05,-0.093,-0.016
+Toto-2.0-4m,FlowState,0.35,0.15,0.55,-0.01,-0.097,0.073
+Toto-2.0-4m,Toto-1.0,0.25,0.05,0.45,-0.032,-0.056,-0.011
+Toto-2.0-4m,TabPFN-TS,0.5,0.25,0.701,-0.122,-0.289,0.011
+Toto-2.0-4m,Moirai-2.0,0.6,0.4,0.8,-0.009,-0.053,0.029
+Toto-2.0-4m,Chronos-Bolt,0.55,0.3,0.75,0.013,-0.039,0.069
+Toto-2.0-4m,Toto-2.0-4m,0.5,0.5,0.5,0.0,0.0,0.0
+Toto-2.0-4m,Seasonal Naive,1.0,1.0,1.0,0.412,0.321,0.499
 Seasonal Naive,Chronos-2,0.0,0.0,0.0,-1.046,-1.382,-0.739
+Seasonal Naive,TiRex-2,0.0,0.0,0.0,-0.988,-1.351,-0.689
 Seasonal Naive,Toto-2.0-2.5B,0.0,0.0,0.0,-0.854,-1.162,-0.606
 Seasonal Naive,Toto-2.0-1B,0.0,0.0,0.0,-0.849,-1.156,-0.602
 Seasonal Naive,Toto-2.0-313m,0.0,0.0,0.0,-0.835,-1.15,-0.581
@@ -247,11 +248,10 @@ Seasonal Naive,TiRex,0.0,0.0,0.0,-0.767,-1.038,-0.536
 Seasonal Naive,Toto-2.0-22m,0.0,0.0,0.0,-0.785,-1.091,-0.537
 Seasonal Naive,TabPFN-TS-3,0.0,0.0,0.0,-0.97,-1.334,-0.661
 Seasonal Naive,TimesFM-2.5,0.0,0.0,0.0,-0.785,-1.083,-0.548
+Seasonal Naive,FlowState,0.0,0.0,0.0,-0.717,-0.936,-0.532
 Seasonal Naive,Toto-1.0,0.0,0.0,0.0,-0.754,-1.072,-0.514
 Seasonal Naive,TabPFN-TS,0.0,0.0,0.0,-0.908,-1.29,-0.584
-Seasonal Naive,FlowState,0.0,0.0,0.0,-0.717,-0.936,-0.532
 Seasonal Naive,Moirai-2.0,0.0,0.0,0.0,-0.714,-1.001,-0.481
-Seasonal Naive,Toto-2.0-4m,0.0,0.0,0.0,-0.7,-0.997,-0.473
 Seasonal Naive,Chronos-Bolt,0.0,0.0,0.0,-0.678,-0.902,-0.479
-Seasonal Naive,TFT,0.15,0.0,0.3,-0.545,-0.856,-0.32
+Seasonal Naive,Toto-2.0-4m,0.0,0.0,0.0,-0.7,-0.997,-0.473
 Seasonal Naive,Seasonal Naive,0.5,0.5,0.5,0.0,0.0,0.0
diff --git a/tables/mini/pairwise_WAPE.csv b/tables/mini/pairwise_WAPE.csv
index 49381121b6bf0d19fb02c9dacd8e7672fceff9f0..534bb1093e243322cea2f4d1766f0047e7afacf8 100644
--- a/tables/mini/pairwise_WAPE.csv
+++ b/tables/mini/pairwise_WAPE.csv
@@ -1,6 +1,7 @@
 model_1,model_2,win_rate,win_rate_lower,win_rate_upper,skill_score,skill_score_lower,skill_score_upper
 Toto-2.0-2.5B,Toto-2.0-2.5B,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-2.0-2.5B,Toto-2.0-1B,0.65,0.4,0.85,0.001,-0.022,0.024
+Toto-2.0-2.5B,TiRex-2,0.5,0.3,0.75,-0.068,-0.218,0.067
 Toto-2.0-2.5B,Chronos-2,0.5,0.3,0.7,-0.109,-0.232,-0.019
 Toto-2.0-2.5B,Toto-2.0-313m,0.75,0.55,0.9,0.02,-0.008,0.056
 Toto-2.0-2.5B,Toto-2.0-22m,0.75,0.55,0.9,0.045,-0.004,0.103
@@ -10,13 +11,13 @@ Toto-2.0-2.5B,TimesFM-2.5,0.7,0.5,0.9,0.043,0.003,0.09
 Toto-2.0-2.5B,TiRex,0.7,0.5,0.9,0.065,-0.001,0.156
 Toto-2.0-2.5B,FlowState,0.75,0.55,0.9,0.065,-0.023,0.161
 Toto-2.0-2.5B,Toto-1.0,0.8,0.6,0.95,0.074,0.015,0.147
-Toto-2.0-2.5B,CatBoost,0.55,0.3,0.75,0.114,-0.021,0.236
 Toto-2.0-2.5B,Moirai-2.0,0.75,0.55,0.9,0.1,0.021,0.183
 Toto-2.0-2.5B,Toto-2.0-4m,0.9,0.75,1.0,0.091,0.04,0.156
 Toto-2.0-2.5B,Chronos-Bolt,0.9,0.75,1.0,0.126,0.049,0.213
 Toto-2.0-2.5B,Seasonal Naive,0.95,0.85,1.0,0.406,0.294,0.509
 Toto-2.0-1B,Toto-2.0-2.5B,0.35,0.15,0.6,-0.001,-0.025,0.021
 Toto-2.0-1B,Toto-2.0-1B,0.5,0.5,0.5,0.0,0.0,0.0
+Toto-2.0-1B,TiRex-2,0.45,0.25,0.65,-0.069,-0.209,0.048
 Toto-2.0-1B,Chronos-2,0.55,0.35,0.75,-0.11,-0.233,-0.013
 Toto-2.0-1B,Toto-2.0-313m,0.6,0.4,0.8,0.02,-0.003,0.046
 Toto-2.0-1B,Toto-2.0-22m,0.75,0.55,0.9,0.044,0.007,0.085
@@ -26,13 +27,29 @@ Toto-2.0-1B,TimesFM-2.5,0.8,0.6,0.95,0.042,0.014,0.076
 Toto-2.0-1B,TiRex,0.75,0.55,0.901,0.064,0.002,0.144
 Toto-2.0-1B,FlowState,0.7,0.5,0.9,0.064,-0.039,0.166
 Toto-2.0-1B,Toto-1.0,0.8,0.6,0.95,0.073,0.022,0.133
-Toto-2.0-1B,CatBoost,0.65,0.45,0.85,0.113,-0.019,0.226
 Toto-2.0-1B,Moirai-2.0,0.8,0.6,0.95,0.099,0.025,0.176
 Toto-2.0-1B,Toto-2.0-4m,0.9,0.75,1.0,0.09,0.046,0.143
 Toto-2.0-1B,Chronos-Bolt,0.85,0.7,1.0,0.125,0.054,0.202
 Toto-2.0-1B,Seasonal Naive,1.0,1.0,1.0,0.405,0.297,0.508
+TiRex-2,Toto-2.0-2.5B,0.5,0.25,0.7,0.064,-0.072,0.179
+TiRex-2,Toto-2.0-1B,0.55,0.35,0.75,0.065,-0.05,0.173
+TiRex-2,TiRex-2,0.5,0.5,0.5,0.0,0.0,0.0
+TiRex-2,Chronos-2,0.6,0.4,0.8,-0.038,-0.177,0.055
+TiRex-2,Toto-2.0-313m,0.4,0.2,0.65,0.083,-0.029,0.189
+TiRex-2,Toto-2.0-22m,0.6,0.35,0.8,0.106,0.015,0.201
+TiRex-2,TabPFN-TS,0.65,0.45,0.85,0.01,-0.074,0.085
+TiRex-2,TabPFN-TS-3,0.65,0.45,0.85,-0.018,-0.213,0.122
+TiRex-2,TimesFM-2.5,0.75,0.55,0.9,0.104,-0.002,0.205
+TiRex-2,TiRex,0.75,0.55,0.9,0.125,0.044,0.212
+TiRex-2,FlowState,0.75,0.55,0.9,0.125,-0.063,0.263
+TiRex-2,Toto-1.0,0.65,0.4,0.85,0.133,0.048,0.227
+TiRex-2,Moirai-2.0,0.75,0.55,0.9,0.157,0.064,0.262
+TiRex-2,Toto-2.0-4m,0.7,0.5,0.9,0.149,0.058,0.251
+TiRex-2,Chronos-Bolt,0.8,0.6,0.95,0.182,0.093,0.27
+TiRex-2,Seasonal Naive,1.0,1.0,1.0,0.444,0.34,0.534
 Chronos-2,Toto-2.0-2.5B,0.5,0.3,0.7,0.098,0.018,0.188
 Chronos-2,Toto-2.0-1B,0.45,0.25,0.65,0.099,0.013,0.189
+Chronos-2,TiRex-2,0.4,0.2,0.6,0.037,-0.058,0.15
 Chronos-2,Chronos-2,0.5,0.5,0.5,0.0,0.0,0.0
 Chronos-2,Toto-2.0-313m,0.65,0.4,0.85,0.117,0.029,0.21
 Chronos-2,Toto-2.0-22m,0.6,0.4,0.8,0.139,0.044,0.234
@@ -42,13 +59,13 @@ Chronos-2,TimesFM-2.5,0.65,0.45,0.85,0.137,0.05,0.233
 Chronos-2,TiRex,0.7,0.5,0.9,0.157,0.058,0.271
 Chronos-2,FlowState,0.75,0.55,0.9,0.157,0.06,0.256
 Chronos-2,Toto-1.0,0.65,0.45,0.85,0.165,0.065,0.268
-Chronos-2,CatBoost,0.75,0.55,0.95,0.201,0.104,0.293
 Chronos-2,Moirai-2.0,0.8,0.6,0.95,0.188,0.089,0.289
 Chronos-2,Toto-2.0-4m,0.7,0.5,0.9,0.18,0.083,0.281
 Chronos-2,Chronos-Bolt,0.9,0.75,1.0,0.212,0.118,0.303
 Chronos-2,Seasonal Naive,0.95,0.85,1.0,0.464,0.359,0.555
 Toto-2.0-313m,Toto-2.0-2.5B,0.25,0.1,0.45,-0.021,-0.059,0.008
 Toto-2.0-313m,Toto-2.0-1B,0.4,0.2,0.6,-0.02,-0.048,0.003
+Toto-2.0-313m,TiRex-2,0.6,0.35,0.8,-0.09,-0.233,0.028
 Toto-2.0-313m,Chronos-2,0.35,0.15,0.6,-0.132,-0.266,-0.03
 Toto-2.0-313m,Toto-2.0-313m,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-2.0-313m,Toto-2.0-22m,0.7,0.5,0.9,0.025,0.001,0.053
@@ -58,13 +75,13 @@ Toto-2.0-313m,TimesFM-2.5,0.7,0.5,0.9,0.023,-0.007,0.052
 Toto-2.0-313m,TiRex,0.65,0.45,0.85,0.046,-0.002,0.111
 Toto-2.0-313m,FlowState,0.7,0.5,0.9,0.046,-0.077,0.158
 Toto-2.0-313m,Toto-1.0,0.85,0.65,1.0,0.055,0.017,0.1
-Toto-2.0-313m,CatBoost,0.6,0.35,0.8,0.095,-0.031,0.204
 Toto-2.0-313m,Moirai-2.0,0.8,0.6,0.95,0.081,0.022,0.145
 Toto-2.0-313m,Toto-2.0-4m,0.95,0.85,1.0,0.072,0.043,0.108
 Toto-2.0-313m,Chronos-Bolt,0.85,0.7,1.0,0.108,0.042,0.182
 Toto-2.0-313m,Seasonal Naive,0.95,0.85,1.0,0.394,0.283,0.498
 Toto-2.0-22m,Toto-2.0-2.5B,0.25,0.1,0.45,-0.047,-0.115,0.004
 Toto-2.0-22m,Toto-2.0-1B,0.25,0.1,0.45,-0.046,-0.093,-0.007
+Toto-2.0-22m,TiRex-2,0.4,0.2,0.65,-0.118,-0.252,-0.015
 Toto-2.0-22m,Chronos-2,0.4,0.2,0.6,-0.161,-0.305,-0.046
 Toto-2.0-22m,Toto-2.0-313m,0.3,0.1,0.5,-0.026,-0.056,-0.001
 Toto-2.0-22m,Toto-2.0-22m,0.5,0.5,0.5,0.0,0.0,0.0
@@ -74,13 +91,13 @@ Toto-2.0-22m,TimesFM-2.5,0.6,0.4,0.8,-0.002,-0.036,0.031
 Toto-2.0-22m,TiRex,0.6,0.4,0.8,0.021,-0.022,0.069
 Toto-2.0-22m,FlowState,0.65,0.45,0.85,0.021,-0.121,0.144
 Toto-2.0-22m,Toto-1.0,0.65,0.45,0.85,0.031,0.007,0.058
-Toto-2.0-22m,CatBoost,0.65,0.4,0.85,0.072,-0.061,0.179
 Toto-2.0-22m,Moirai-2.0,0.75,0.55,0.95,0.058,0.004,0.114
 Toto-2.0-22m,Toto-2.0-4m,0.85,0.7,1.0,0.048,0.028,0.069
 Toto-2.0-22m,Chronos-Bolt,0.75,0.55,0.9,0.085,0.021,0.151
 Toto-2.0-22m,Seasonal Naive,1.0,1.0,1.0,0.378,0.268,0.479
 TabPFN-TS,Toto-2.0-2.5B,0.4,0.2,0.65,0.054,-0.081,0.184
 TabPFN-TS,Toto-2.0-1B,0.4,0.2,0.65,0.055,-0.061,0.18
+TabPFN-TS,TiRex-2,0.35,0.15,0.55,-0.01,-0.093,0.069
 TabPFN-TS,Chronos-2,0.25,0.099,0.45,-0.049,-0.164,0.028
 TabPFN-TS,Toto-2.0-313m,0.4,0.2,0.65,0.073,-0.041,0.193
 TabPFN-TS,Toto-2.0-22m,0.45,0.25,0.65,0.097,-0.006,0.206
@@ -90,13 +107,13 @@ TabPFN-TS,TimesFM-2.5,0.4,0.2,0.65,0.095,-0.013,0.207
 TabPFN-TS,TiRex,0.5,0.3,0.75,0.116,0.013,0.219
 TabPFN-TS,FlowState,0.55,0.349,0.75,0.116,-0.067,0.252
 TabPFN-TS,Toto-1.0,0.5,0.3,0.75,0.124,0.021,0.233
-TabPFN-TS,CatBoost,0.75,0.55,0.9,0.162,0.074,0.246
 TabPFN-TS,Moirai-2.0,0.65,0.45,0.85,0.148,0.05,0.251
 TabPFN-TS,Toto-2.0-4m,0.65,0.45,0.85,0.14,0.037,0.247
 TabPFN-TS,Chronos-Bolt,0.75,0.55,0.95,0.173,0.079,0.266
 TabPFN-TS,Seasonal Naive,1.0,1.0,1.0,0.438,0.339,0.522
 TabPFN-TS-3,Toto-2.0-2.5B,0.35,0.15,0.55,0.08,-0.06,0.21
 TabPFN-TS-3,Toto-2.0-1B,0.35,0.15,0.55,0.081,-0.065,0.218
+TabPFN-TS-3,TiRex-2,0.35,0.15,0.55,0.017,-0.139,0.175
 TabPFN-TS-3,Chronos-2,0.4,0.2,0.6,-0.02,-0.098,0.055
 TabPFN-TS-3,Toto-2.0-313m,0.45,0.25,0.65,0.099,-0.05,0.234
 TabPFN-TS-3,Toto-2.0-22m,0.45,0.25,0.7,0.121,-0.029,0.265
@@ -106,13 +123,13 @@ TabPFN-TS-3,TimesFM-2.5,0.5,0.3,0.7,0.12,-0.025,0.262
 TabPFN-TS-3,TiRex,0.5,0.3,0.7,0.14,-0.024,0.302
 TabPFN-TS-3,FlowState,0.65,0.45,0.85,0.14,0.009,0.268
 TabPFN-TS-3,Toto-1.0,0.5,0.3,0.7,0.148,-0.005,0.297
-TabPFN-TS-3,CatBoost,0.8,0.65,0.95,0.185,0.064,0.312
 TabPFN-TS-3,Moirai-2.0,0.7,0.5,0.9,0.172,0.039,0.309
 TabPFN-TS-3,Toto-2.0-4m,0.5,0.25,0.75,0.164,0.015,0.306
 TabPFN-TS-3,Chronos-Bolt,0.55,0.35,0.75,0.196,0.066,0.33
 TabPFN-TS-3,Seasonal Naive,1.0,1.0,1.0,0.454,0.341,0.552
 TimesFM-2.5,Toto-2.0-2.5B,0.3,0.1,0.5,-0.045,-0.099,-0.003
 TimesFM-2.5,Toto-2.0-1B,0.2,0.05,0.4,-0.044,-0.082,-0.014
+TimesFM-2.5,TiRex-2,0.25,0.1,0.45,-0.116,-0.257,0.002
 TimesFM-2.5,Chronos-2,0.35,0.15,0.55,-0.159,-0.304,-0.053
 TimesFM-2.5,Toto-2.0-313m,0.3,0.1,0.5,-0.024,-0.055,0.007
 TimesFM-2.5,Toto-2.0-22m,0.4,0.2,0.6,0.002,-0.032,0.034
@@ -122,13 +139,13 @@ TimesFM-2.5,TimesFM-2.5,0.5,0.5,0.5,0.0,0.0,0.0
 TimesFM-2.5,TiRex,0.45,0.25,0.65,0.023,-0.02,0.079
 TimesFM-2.5,FlowState,0.575,0.375,0.775,0.023,-0.106,0.127
 TimesFM-2.5,Toto-1.0,0.525,0.324,0.75,0.032,-0.008,0.078
-TimesFM-2.5,CatBoost,0.65,0.4,0.85,0.074,-0.057,0.179
 TimesFM-2.5,Moirai-2.0,0.625,0.4,0.825,0.059,-0.004,0.127
 TimesFM-2.5,Toto-2.0-4m,0.65,0.45,0.85,0.05,0.014,0.087
 TimesFM-2.5,Chronos-Bolt,0.775,0.575,0.95,0.086,0.029,0.152
 TimesFM-2.5,Seasonal Naive,1.0,1.0,1.0,0.379,0.274,0.476
 TiRex,Toto-2.0-2.5B,0.3,0.1,0.5,-0.07,-0.185,0.001
 TiRex,Toto-2.0-1B,0.25,0.099,0.45,-0.069,-0.168,-0.002
+TiRex,TiRex-2,0.25,0.1,0.45,-0.143,-0.269,-0.046
 TiRex,Chronos-2,0.3,0.1,0.5,-0.186,-0.372,-0.061
 TiRex,Toto-2.0-313m,0.35,0.15,0.55,-0.048,-0.125,0.002
 TiRex,Toto-2.0-22m,0.4,0.2,0.6,-0.022,-0.074,0.022
@@ -138,13 +155,13 @@ TiRex,TimesFM-2.5,0.55,0.35,0.75,-0.024,-0.085,0.019
 TiRex,TiRex,0.5,0.5,0.5,0.0,0.0,0.0
 TiRex,FlowState,0.55,0.35,0.75,-0.0,-0.191,0.13
 TiRex,Toto-1.0,0.5,0.3,0.7,0.009,-0.025,0.043
-TiRex,CatBoost,0.6,0.35,0.8,0.052,-0.093,0.161
 TiRex,Moirai-2.0,0.55,0.35,0.75,0.037,-0.006,0.1
 TiRex,Toto-2.0-4m,0.65,0.45,0.85,0.028,-0.016,0.068
 TiRex,Chronos-Bolt,0.7,0.5,0.9,0.065,0.005,0.127
 TiRex,Seasonal Naive,0.95,0.85,1.0,0.364,0.252,0.462
 FlowState,Toto-2.0-2.5B,0.25,0.1,0.45,-0.07,-0.192,0.022
 FlowState,Toto-2.0-1B,0.3,0.1,0.5,-0.069,-0.2,0.038
+FlowState,TiRex-2,0.25,0.1,0.45,-0.142,-0.358,0.059
 FlowState,Chronos-2,0.25,0.1,0.45,-0.186,-0.343,-0.063
 FlowState,Toto-2.0-313m,0.3,0.1,0.5,-0.048,-0.187,0.072
 FlowState,Toto-2.0-22m,0.35,0.15,0.55,-0.022,-0.169,0.108
@@ -154,13 +171,13 @@ FlowState,TimesFM-2.5,0.425,0.225,0.625,-0.024,-0.145,0.096
 FlowState,TiRex,0.45,0.25,0.65,0.0,-0.149,0.16
 FlowState,FlowState,0.5,0.5,0.5,0.0,0.0,0.0
 FlowState,Toto-1.0,0.625,0.424,0.825,0.01,-0.142,0.152
-FlowState,CatBoost,0.65,0.45,0.85,0.052,-0.126,0.212
 FlowState,Moirai-2.0,0.575,0.375,0.8,0.037,-0.124,0.18
 FlowState,Toto-2.0-4m,0.6,0.4,0.8,0.028,-0.119,0.164
 FlowState,Chronos-Bolt,0.675,0.474,0.85,0.065,-0.034,0.187
 FlowState,Seasonal Naive,0.95,0.85,1.0,0.365,0.256,0.477
 Toto-1.0,Toto-2.0-2.5B,0.2,0.05,0.4,-0.08,-0.173,-0.015
 Toto-1.0,Toto-2.0-1B,0.2,0.05,0.4,-0.079,-0.153,-0.023
+Toto-1.0,TiRex-2,0.35,0.15,0.6,-0.154,-0.293,-0.05
 Toto-1.0,Chronos-2,0.35,0.15,0.55,-0.198,-0.366,-0.07
 Toto-1.0,Toto-2.0-313m,0.15,0.0,0.35,-0.058,-0.111,-0.018
 Toto-1.0,Toto-2.0-22m,0.35,0.15,0.55,-0.031,-0.061,-0.007
@@ -170,29 +187,13 @@ Toto-1.0,TimesFM-2.5,0.475,0.25,0.676,-0.034,-0.084,0.008
 Toto-1.0,TiRex,0.5,0.3,0.7,-0.01,-0.044,0.025
 Toto-1.0,FlowState,0.375,0.175,0.576,-0.01,-0.179,0.124
 Toto-1.0,Toto-1.0,0.5,0.5,0.5,0.0,0.0,0.0
-Toto-1.0,CatBoost,0.7,0.5,0.9,0.043,-0.093,0.156
 Toto-1.0,Moirai-2.0,0.625,0.425,0.825,0.028,-0.015,0.075
 Toto-1.0,Toto-2.0-4m,0.65,0.45,0.85,0.018,-0.001,0.037
 Toto-1.0,Chronos-Bolt,0.575,0.374,0.776,0.056,-0.004,0.121
 Toto-1.0,Seasonal Naive,0.95,0.85,1.0,0.358,0.246,0.461
-CatBoost,Toto-2.0-2.5B,0.45,0.25,0.7,-0.129,-0.309,0.02
-CatBoost,Toto-2.0-1B,0.35,0.15,0.55,-0.128,-0.292,0.019
-CatBoost,Chronos-2,0.25,0.05,0.45,-0.252,-0.414,-0.116
-CatBoost,Toto-2.0-313m,0.4,0.2,0.65,-0.106,-0.256,0.03
-CatBoost,Toto-2.0-22m,0.35,0.15,0.6,-0.078,-0.218,0.058
-CatBoost,TabPFN-TS,0.25,0.1,0.45,-0.193,-0.326,-0.08
-CatBoost,TabPFN-TS-3,0.2,0.05,0.35,-0.227,-0.454,-0.068
-CatBoost,TimesFM-2.5,0.35,0.15,0.6,-0.08,-0.218,0.054
-CatBoost,TiRex,0.4,0.2,0.65,-0.055,-0.192,0.085
-CatBoost,FlowState,0.35,0.15,0.55,-0.055,-0.269,0.112
-CatBoost,Toto-1.0,0.3,0.1,0.5,-0.045,-0.184,0.085
-CatBoost,CatBoost,0.5,0.5,0.5,0.0,0.0,0.0
-CatBoost,Moirai-2.0,0.45,0.2,0.7,-0.016,-0.15,0.109
-CatBoost,Toto-2.0-4m,0.4,0.2,0.65,-0.026,-0.162,0.104
-CatBoost,Chronos-Bolt,0.5,0.25,0.701,0.013,-0.105,0.134
-CatBoost,Seasonal Naive,0.9,0.75,1.0,0.33,0.225,0.429
 Moirai-2.0,Toto-2.0-2.5B,0.25,0.1,0.45,-0.111,-0.224,-0.021
 Moirai-2.0,Toto-2.0-1B,0.2,0.05,0.4,-0.11,-0.213,-0.026
+Moirai-2.0,TiRex-2,0.25,0.1,0.45,-0.187,-0.355,-0.068
 Moirai-2.0,Chronos-2,0.2,0.05,0.4,-0.232,-0.406,-0.098
 Moirai-2.0,Toto-2.0-313m,0.2,0.05,0.4,-0.088,-0.169,-0.023
 Moirai-2.0,Toto-2.0-22m,0.25,0.05,0.45,-0.061,-0.129,-0.004
@@ -202,13 +203,13 @@ Moirai-2.0,TimesFM-2.5,0.375,0.175,0.6,-0.063,-0.146,0.004
 Moirai-2.0,TiRex,0.45,0.25,0.65,-0.038,-0.111,0.006
 Moirai-2.0,FlowState,0.425,0.2,0.625,-0.039,-0.22,0.11
 Moirai-2.0,Toto-1.0,0.375,0.175,0.575,-0.029,-0.081,0.015
-Moirai-2.0,CatBoost,0.55,0.3,0.8,0.016,-0.123,0.13
 Moirai-2.0,Moirai-2.0,0.5,0.5,0.5,0.0,0.0,0.0
 Moirai-2.0,Toto-2.0-4m,0.45,0.25,0.7,-0.01,-0.061,0.036
 Moirai-2.0,Chronos-Bolt,0.55,0.375,0.725,0.029,-0.025,0.087
 Moirai-2.0,Seasonal Naive,0.95,0.85,1.0,0.34,0.237,0.445
 Toto-2.0-4m,Toto-2.0-2.5B,0.1,0.0,0.25,-0.1,-0.184,-0.042
 Toto-2.0-4m,Toto-2.0-1B,0.1,0.0,0.25,-0.099,-0.166,-0.049
+Toto-2.0-4m,TiRex-2,0.3,0.1,0.5,-0.175,-0.336,-0.061
 Toto-2.0-4m,Chronos-2,0.3,0.1,0.5,-0.22,-0.39,-0.09
 Toto-2.0-4m,Toto-2.0-313m,0.05,0.0,0.15,-0.078,-0.121,-0.045
 Toto-2.0-4m,Toto-2.0-22m,0.15,0.0,0.3,-0.051,-0.074,-0.029
@@ -218,13 +219,13 @@ Toto-2.0-4m,TimesFM-2.5,0.35,0.15,0.55,-0.053,-0.095,-0.014
 Toto-2.0-4m,TiRex,0.35,0.15,0.55,-0.028,-0.073,0.016
 Toto-2.0-4m,FlowState,0.4,0.2,0.6,-0.029,-0.197,0.106
 Toto-2.0-4m,Toto-1.0,0.35,0.15,0.55,-0.019,-0.039,0.001
-Toto-2.0-4m,CatBoost,0.6,0.35,0.8,0.025,-0.116,0.139
 Toto-2.0-4m,Moirai-2.0,0.55,0.3,0.75,0.01,-0.037,0.058
 Toto-2.0-4m,Toto-2.0-4m,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-2.0-4m,Chronos-Bolt,0.5,0.3,0.7,0.038,-0.022,0.104
 Toto-2.0-4m,Seasonal Naive,0.95,0.85,1.0,0.346,0.231,0.451
 Chronos-Bolt,Toto-2.0-2.5B,0.1,0.0,0.25,-0.144,-0.271,-0.052
 Chronos-Bolt,Toto-2.0-1B,0.15,0.0,0.3,-0.143,-0.253,-0.057
+Chronos-Bolt,TiRex-2,0.2,0.05,0.4,-0.222,-0.37,-0.103
 Chronos-Bolt,Chronos-2,0.1,0.0,0.25,-0.269,-0.434,-0.134
 Chronos-Bolt,Toto-2.0-313m,0.15,0.0,0.3,-0.121,-0.223,-0.044
 Chronos-Bolt,Toto-2.0-22m,0.25,0.1,0.45,-0.093,-0.178,-0.021
@@ -234,13 +235,13 @@ Chronos-Bolt,TimesFM-2.5,0.225,0.05,0.425,-0.095,-0.179,-0.03
 Chronos-Bolt,TiRex,0.3,0.1,0.5,-0.069,-0.145,-0.005
 Chronos-Bolt,FlowState,0.325,0.15,0.526,-0.07,-0.23,0.033
 Chronos-Bolt,Toto-1.0,0.425,0.224,0.626,-0.059,-0.138,0.003
-Chronos-Bolt,CatBoost,0.5,0.299,0.75,-0.014,-0.155,0.095
 Chronos-Bolt,Moirai-2.0,0.45,0.275,0.625,-0.03,-0.095,0.024
 Chronos-Bolt,Toto-2.0-4m,0.5,0.3,0.7,-0.04,-0.116,0.022
 Chronos-Bolt,Chronos-Bolt,0.5,0.5,0.5,0.0,0.0,0.0
 Chronos-Bolt,Seasonal Naive,0.95,0.85,1.0,0.32,0.239,0.401
 Seasonal Naive,Toto-2.0-2.5B,0.05,0.0,0.15,-0.683,-1.037,-0.417
 Seasonal Naive,Toto-2.0-1B,0.0,0.0,0.0,-0.682,-1.032,-0.422
+Seasonal Naive,TiRex-2,0.0,0.0,0.0,-0.798,-1.144,-0.516
 Seasonal Naive,Chronos-2,0.05,0.0,0.15,-0.867,-1.248,-0.559
 Seasonal Naive,Toto-2.0-313m,0.05,0.0,0.15,-0.649,-0.992,-0.395
 Seasonal Naive,Toto-2.0-22m,0.0,0.0,0.0,-0.608,-0.92,-0.366
@@ -250,7 +251,6 @@ Seasonal Naive,TimesFM-2.5,0.0,0.0,0.0,-0.611,-0.907,-0.377
 Seasonal Naive,TiRex,0.05,0.0,0.15,-0.573,-0.859,-0.336
 Seasonal Naive,FlowState,0.05,0.0,0.15,-0.574,-0.911,-0.344
 Seasonal Naive,Toto-1.0,0.05,0.0,0.15,-0.559,-0.857,-0.326
-Seasonal Naive,CatBoost,0.1,0.0,0.25,-0.492,-0.753,-0.29
 Seasonal Naive,Moirai-2.0,0.05,0.0,0.15,-0.515,-0.802,-0.311
 Seasonal Naive,Toto-2.0-4m,0.05,0.0,0.15,-0.53,-0.822,-0.301
 Seasonal Naive,Chronos-Bolt,0.05,0.0,0.15,-0.472,-0.669,-0.315
diff --git a/tables/mini/pairwise_WQL.csv b/tables/mini/pairwise_WQL.csv
index 46257e262a6243ee1b16697295ea4426e745d777..5d8b3820ae681bb3c925d52008bb1b9ae7b7e8cc 100644
--- a/tables/mini/pairwise_WQL.csv
+++ b/tables/mini/pairwise_WQL.csv
@@ -1,257 +1,257 @@
 model_1,model_2,win_rate,win_rate_lower,win_rate_upper,skill_score,skill_score_lower,skill_score_upper
 Toto-2.0-2.5B,Toto-2.0-2.5B,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-2.0-2.5B,Toto-2.0-1B,0.55,0.35,0.75,-0.004,-0.029,0.018
+Toto-2.0-2.5B,TiRex-2,0.5,0.3,0.7,-0.045,-0.195,0.093
 Toto-2.0-2.5B,Chronos-2,0.55,0.35,0.75,-0.096,-0.209,-0.009
 Toto-2.0-2.5B,Toto-2.0-313m,0.75,0.55,0.9,0.023,-0.008,0.06
 Toto-2.0-2.5B,Toto-2.0-22m,0.85,0.7,1.0,0.049,0.003,0.104
 Toto-2.0-2.5B,TabPFN-TS-3,0.65,0.45,0.85,-0.074,-0.24,0.054
-Toto-2.0-2.5B,TimesFM-2.5,0.75,0.55,0.95,0.062,0.018,0.119
 Toto-2.0-2.5B,TiRex,0.7,0.5,0.9,0.079,0.006,0.183
+Toto-2.0-2.5B,TimesFM-2.5,0.75,0.55,0.95,0.062,0.018,0.119
 Toto-2.0-2.5B,TabPFN-TS,0.7,0.5,0.9,-0.032,-0.188,0.092
 Toto-2.0-2.5B,Toto-1.0,0.9,0.75,1.0,0.088,0.021,0.173
 Toto-2.0-2.5B,FlowState,0.75,0.55,0.9,0.082,-0.001,0.174
 Toto-2.0-2.5B,Moirai-2.0,0.75,0.55,0.9,0.124,0.04,0.217
 Toto-2.0-2.5B,Toto-2.0-4m,0.95,0.85,1.0,0.108,0.05,0.182
 Toto-2.0-2.5B,Chronos-Bolt,0.9,0.75,1.0,0.145,0.065,0.242
-Toto-2.0-2.5B,TFT,0.8,0.6,0.95,0.203,0.051,0.329
 Toto-2.0-2.5B,Seasonal Naive,1.0,1.0,1.0,0.531,0.414,0.624
 Toto-2.0-1B,Toto-2.0-2.5B,0.45,0.25,0.65,0.004,-0.018,0.028
 Toto-2.0-1B,Toto-2.0-1B,0.5,0.5,0.5,0.0,0.0,0.0
+Toto-2.0-1B,TiRex-2,0.55,0.35,0.75,-0.04,-0.184,0.092
 Toto-2.0-1B,Chronos-2,0.55,0.35,0.75,-0.091,-0.209,0.003
 Toto-2.0-1B,Toto-2.0-313m,0.6,0.4,0.8,0.027,-0.002,0.063
 Toto-2.0-1B,Toto-2.0-22m,0.85,0.7,1.0,0.053,0.015,0.096
 Toto-2.0-1B,TabPFN-TS-3,0.6,0.35,0.8,-0.069,-0.248,0.069
-Toto-2.0-1B,TimesFM-2.5,0.85,0.65,1.0,0.066,0.028,0.112
 Toto-2.0-1B,TiRex,0.7,0.5,0.9,0.083,0.012,0.178
+Toto-2.0-1B,TimesFM-2.5,0.85,0.65,1.0,0.066,0.028,0.112
 Toto-2.0-1B,TabPFN-TS,0.75,0.55,0.9,-0.027,-0.179,0.088
 Toto-2.0-1B,Toto-1.0,0.8,0.6,0.95,0.092,0.031,0.164
 Toto-2.0-1B,FlowState,0.7,0.5,0.9,0.086,-0.009,0.183
 Toto-2.0-1B,Moirai-2.0,0.75,0.55,0.9,0.128,0.045,0.217
 Toto-2.0-1B,Toto-2.0-4m,0.95,0.85,1.0,0.111,0.06,0.175
 Toto-2.0-1B,Chronos-Bolt,0.85,0.65,1.0,0.149,0.071,0.239
-Toto-2.0-1B,TFT,0.85,0.7,1.0,0.206,0.055,0.33
 Toto-2.0-1B,Seasonal Naive,1.0,1.0,1.0,0.533,0.42,0.625
+TiRex-2,Toto-2.0-2.5B,0.5,0.3,0.7,0.043,-0.103,0.163
+TiRex-2,Toto-2.0-1B,0.45,0.25,0.65,0.038,-0.101,0.155
+TiRex-2,TiRex-2,0.5,0.5,0.5,0.0,0.0,0.0
+TiRex-2,Chronos-2,0.65,0.45,0.85,-0.049,-0.203,0.051
+TiRex-2,Toto-2.0-313m,0.45,0.25,0.65,0.065,-0.057,0.173
+TiRex-2,Toto-2.0-22m,0.6,0.4,0.8,0.09,-0.02,0.189
+TiRex-2,TabPFN-TS-3,0.65,0.45,0.85,-0.028,-0.236,0.119
+TiRex-2,TiRex,0.75,0.55,0.9,0.118,0.038,0.204
+TiRex-2,TimesFM-2.5,0.75,0.55,0.9,0.102,-0.007,0.204
+TiRex-2,TabPFN-TS,0.75,0.55,0.9,0.012,-0.081,0.089
+TiRex-2,Toto-1.0,0.7,0.5,0.9,0.127,0.035,0.226
+TiRex-2,FlowState,0.8,0.6,0.95,0.121,-0.079,0.259
+TiRex-2,Moirai-2.0,0.85,0.7,1.0,0.161,0.069,0.262
+TiRex-2,Toto-2.0-4m,0.8,0.6,0.95,0.146,0.05,0.25
+TiRex-2,Chronos-Bolt,0.9,0.75,1.0,0.182,0.097,0.263
+TiRex-2,Seasonal Naive,1.0,1.0,1.0,0.551,0.447,0.636
 Chronos-2,Toto-2.0-2.5B,0.45,0.25,0.65,0.088,0.009,0.173
 Chronos-2,Toto-2.0-1B,0.45,0.25,0.65,0.084,-0.003,0.173
+Chronos-2,TiRex-2,0.35,0.15,0.55,0.047,-0.054,0.169
 Chronos-2,Chronos-2,0.5,0.5,0.5,0.0,0.0,0.0
 Chronos-2,Toto-2.0-313m,0.65,0.4,0.85,0.109,0.022,0.203
 Chronos-2,Toto-2.0-22m,0.65,0.449,0.85,0.132,0.041,0.231
 Chronos-2,TabPFN-TS-3,0.55,0.35,0.75,0.02,-0.053,0.084
-Chronos-2,TimesFM-2.5,0.65,0.45,0.85,0.144,0.056,0.239
 Chronos-2,TiRex,0.7,0.5,0.9,0.16,0.056,0.281
+Chronos-2,TimesFM-2.5,0.65,0.45,0.85,0.144,0.056,0.239
 Chronos-2,TabPFN-TS,0.8,0.65,0.95,0.059,-0.015,0.144
 Chronos-2,Toto-1.0,0.65,0.45,0.85,0.168,0.069,0.278
 Chronos-2,FlowState,0.8,0.65,0.95,0.163,0.069,0.257
 Chronos-2,Moirai-2.0,0.95,0.85,1.0,0.201,0.1,0.304
 Chronos-2,Toto-2.0-4m,0.8,0.649,0.95,0.186,0.085,0.292
 Chronos-2,Chronos-Bolt,0.95,0.85,1.0,0.22,0.125,0.322
-Chronos-2,TFT,0.85,0.65,1.0,0.272,0.121,0.397
 Chronos-2,Seasonal Naive,1.0,1.0,1.0,0.572,0.466,0.653
 Toto-2.0-313m,Toto-2.0-2.5B,0.25,0.1,0.45,-0.024,-0.064,0.007
 Toto-2.0-313m,Toto-2.0-1B,0.4,0.2,0.6,-0.028,-0.067,0.002
+Toto-2.0-313m,TiRex-2,0.55,0.35,0.75,-0.069,-0.21,0.054
 Toto-2.0-313m,Chronos-2,0.35,0.15,0.6,-0.122,-0.254,-0.022
 Toto-2.0-313m,Toto-2.0-313m,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-2.0-313m,Toto-2.0-22m,0.75,0.55,0.95,0.027,0.007,0.048
 Toto-2.0-313m,TabPFN-TS-3,0.6,0.4,0.8,-0.099,-0.29,0.05
-Toto-2.0-313m,TimesFM-2.5,0.75,0.55,0.9,0.04,0.003,0.079
 Toto-2.0-313m,TiRex,0.75,0.55,0.9,0.057,0.002,0.133
+Toto-2.0-313m,TimesFM-2.5,0.75,0.55,0.9,0.04,0.003,0.079
 Toto-2.0-313m,TabPFN-TS,0.65,0.449,0.85,-0.056,-0.215,0.059
 Toto-2.0-313m,Toto-1.0,0.85,0.65,1.0,0.067,0.027,0.121
 Toto-2.0-313m,FlowState,0.65,0.449,0.85,0.061,-0.057,0.168
 Toto-2.0-313m,Moirai-2.0,0.8,0.6,0.95,0.103,0.037,0.173
 Toto-2.0-313m,Toto-2.0-4m,1.0,1.0,1.0,0.086,0.052,0.132
 Toto-2.0-313m,Chronos-Bolt,0.8,0.6,0.95,0.125,0.053,0.206
-Toto-2.0-313m,TFT,0.8,0.6,0.95,0.184,0.026,0.315
 Toto-2.0-313m,Seasonal Naive,1.0,1.0,1.0,0.52,0.403,0.617
 Toto-2.0-22m,Toto-2.0-2.5B,0.15,0.0,0.3,-0.052,-0.116,-0.003
 Toto-2.0-22m,Toto-2.0-1B,0.15,0.0,0.3,-0.056,-0.106,-0.015
+Toto-2.0-22m,TiRex-2,0.4,0.2,0.6,-0.098,-0.234,0.019
 Toto-2.0-22m,Chronos-2,0.35,0.15,0.551,-0.152,-0.3,-0.043
 Toto-2.0-22m,Toto-2.0-313m,0.25,0.05,0.45,-0.027,-0.051,-0.007
 Toto-2.0-22m,Toto-2.0-22m,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-2.0-22m,TabPFN-TS-3,0.55,0.3,0.75,-0.129,-0.341,0.028
-Toto-2.0-22m,TimesFM-2.5,0.65,0.45,0.85,0.014,-0.025,0.051
 Toto-2.0-22m,TiRex,0.7,0.5,0.9,0.032,-0.023,0.096
+Toto-2.0-22m,TimesFM-2.5,0.65,0.45,0.85,0.014,-0.025,0.051
 Toto-2.0-22m,TabPFN-TS,0.55,0.3,0.75,-0.085,-0.245,0.026
 Toto-2.0-22m,Toto-1.0,0.6,0.4,0.8,0.041,0.011,0.081
 Toto-2.0-22m,FlowState,0.6,0.35,0.8,0.035,-0.101,0.153
 Toto-2.0-22m,Moirai-2.0,0.75,0.55,0.9,0.079,0.019,0.142
 Toto-2.0-22m,Toto-2.0-4m,1.0,1.0,1.0,0.062,0.035,0.092
 Toto-2.0-22m,Chronos-Bolt,0.75,0.55,0.9,0.101,0.033,0.175
-Toto-2.0-22m,TFT,0.8,0.6,0.95,0.161,-0.001,0.295
 Toto-2.0-22m,Seasonal Naive,1.0,1.0,1.0,0.507,0.389,0.605
 TabPFN-TS-3,Toto-2.0-2.5B,0.35,0.15,0.55,0.069,-0.057,0.194
 TabPFN-TS-3,Toto-2.0-1B,0.4,0.2,0.65,0.065,-0.074,0.199
+TabPFN-TS-3,TiRex-2,0.35,0.15,0.55,0.027,-0.136,0.191
 TabPFN-TS-3,Chronos-2,0.45,0.25,0.65,-0.021,-0.091,0.051
 TabPFN-TS-3,Toto-2.0-313m,0.4,0.2,0.6,0.09,-0.053,0.225
 TabPFN-TS-3,Toto-2.0-22m,0.45,0.25,0.7,0.114,-0.029,0.254
 TabPFN-TS-3,TabPFN-TS-3,0.5,0.5,0.5,0.0,0.0,0.0
-TabPFN-TS-3,TimesFM-2.5,0.45,0.25,0.7,0.127,-0.011,0.265
 TabPFN-TS-3,TiRex,0.5,0.3,0.7,0.142,-0.023,0.303
+TabPFN-TS-3,TimesFM-2.5,0.45,0.25,0.7,0.127,-0.011,0.265
 TabPFN-TS-3,TabPFN-TS,0.65,0.45,0.85,0.039,-0.053,0.166
 TabPFN-TS-3,Toto-1.0,0.5,0.3,0.7,0.151,-0.005,0.305
 TabPFN-TS-3,FlowState,0.65,0.45,0.85,0.145,0.024,0.264
 TabPFN-TS-3,Moirai-2.0,0.75,0.55,0.95,0.184,0.049,0.327
 TabPFN-TS-3,Toto-2.0-4m,0.6,0.399,0.8,0.169,0.023,0.316
 TabPFN-TS-3,Chronos-Bolt,0.7,0.5,0.9,0.204,0.073,0.342
-TabPFN-TS-3,TFT,0.85,0.65,1.0,0.257,0.098,0.391
 TabPFN-TS-3,Seasonal Naive,1.0,1.0,1.0,0.564,0.449,0.661
-TimesFM-2.5,Toto-2.0-2.5B,0.25,0.05,0.45,-0.066,-0.135,-0.018
-TimesFM-2.5,Toto-2.0-1B,0.15,0.0,0.35,-0.071,-0.126,-0.029
-TimesFM-2.5,Chronos-2,0.35,0.15,0.55,-0.169,-0.315,-0.06
-TimesFM-2.5,Toto-2.0-313m,0.25,0.1,0.45,-0.042,-0.086,-0.003
-TimesFM-2.5,Toto-2.0-22m,0.35,0.15,0.55,-0.014,-0.053,0.024
-TimesFM-2.5,TabPFN-TS-3,0.55,0.3,0.75,-0.145,-0.361,0.011
-TimesFM-2.5,TimesFM-2.5,0.5,0.5,0.5,0.0,0.0,0.0
-TimesFM-2.5,TiRex,0.45,0.25,0.65,0.018,-0.028,0.08
-TimesFM-2.5,TabPFN-TS,0.65,0.4,0.85,-0.1,-0.253,0.016
-TimesFM-2.5,Toto-1.0,0.525,0.324,0.75,0.028,-0.02,0.079
-TimesFM-2.5,FlowState,0.625,0.425,0.825,0.021,-0.112,0.119
-TimesFM-2.5,Moirai-2.0,0.675,0.475,0.85,0.066,-0.001,0.134
-TimesFM-2.5,Toto-2.0-4m,0.7,0.5,0.9,0.048,0.009,0.091
-TimesFM-2.5,Chronos-Bolt,0.825,0.65,0.975,0.088,0.032,0.151
-TimesFM-2.5,TFT,0.75,0.55,0.95,0.15,-0.026,0.277
-TimesFM-2.5,Seasonal Naive,1.0,1.0,1.0,0.5,0.386,0.596
 TiRex,Toto-2.0-2.5B,0.3,0.1,0.5,-0.086,-0.223,-0.006
 TiRex,Toto-2.0-1B,0.3,0.1,0.5,-0.091,-0.216,-0.012
+TiRex,TiRex-2,0.25,0.1,0.45,-0.134,-0.256,-0.039
 TiRex,Chronos-2,0.3,0.1,0.5,-0.19,-0.391,-0.06
 TiRex,Toto-2.0-313m,0.25,0.1,0.45,-0.061,-0.154,-0.002
 TiRex,Toto-2.0-22m,0.3,0.1,0.5,-0.033,-0.107,0.022
 TiRex,TabPFN-TS-3,0.5,0.3,0.7,-0.166,-0.436,0.023
-TiRex,TimesFM-2.5,0.55,0.35,0.75,-0.018,-0.087,0.027
 TiRex,TiRex,0.5,0.5,0.5,0.0,0.0,0.0
+TiRex,TimesFM-2.5,0.55,0.35,0.75,-0.018,-0.087,0.027
 TiRex,TabPFN-TS,0.55,0.35,0.75,-0.12,-0.274,-0.002
 TiRex,Toto-1.0,0.55,0.349,0.75,0.01,-0.027,0.045
 TiRex,FlowState,0.65,0.45,0.85,0.003,-0.203,0.131
 TiRex,Moirai-2.0,0.7,0.5,0.9,0.049,0.006,0.11
 TiRex,Toto-2.0-4m,0.65,0.449,0.85,0.031,-0.017,0.074
 TiRex,Chronos-Bolt,0.85,0.7,1.0,0.072,0.015,0.129
-TiRex,TFT,0.65,0.45,0.85,0.134,-0.053,0.277
 TiRex,Seasonal Naive,1.0,1.0,1.0,0.491,0.374,0.588
+TimesFM-2.5,Toto-2.0-2.5B,0.25,0.05,0.45,-0.066,-0.135,-0.018
+TimesFM-2.5,Toto-2.0-1B,0.15,0.0,0.35,-0.071,-0.126,-0.029
+TimesFM-2.5,TiRex-2,0.25,0.1,0.45,-0.114,-0.256,0.007
+TimesFM-2.5,Chronos-2,0.35,0.15,0.55,-0.169,-0.315,-0.06
+TimesFM-2.5,Toto-2.0-313m,0.25,0.1,0.45,-0.042,-0.086,-0.003
+TimesFM-2.5,Toto-2.0-22m,0.35,0.15,0.55,-0.014,-0.053,0.024
+TimesFM-2.5,TabPFN-TS-3,0.55,0.3,0.75,-0.145,-0.361,0.011
+TimesFM-2.5,TiRex,0.45,0.25,0.65,0.018,-0.028,0.08
+TimesFM-2.5,TimesFM-2.5,0.5,0.5,0.5,0.0,0.0,0.0
+TimesFM-2.5,TabPFN-TS,0.65,0.4,0.85,-0.1,-0.253,0.016
+TimesFM-2.5,Toto-1.0,0.525,0.324,0.75,0.028,-0.02,0.079
+TimesFM-2.5,FlowState,0.625,0.425,0.825,0.021,-0.112,0.119
+TimesFM-2.5,Moirai-2.0,0.675,0.475,0.85,0.066,-0.001,0.134
+TimesFM-2.5,Toto-2.0-4m,0.7,0.5,0.9,0.048,0.009,0.091
+TimesFM-2.5,Chronos-Bolt,0.825,0.65,0.975,0.088,0.032,0.151
+TimesFM-2.5,Seasonal Naive,1.0,1.0,1.0,0.5,0.386,0.596
 TabPFN-TS,Toto-2.0-2.5B,0.3,0.1,0.5,0.031,-0.101,0.158
 TabPFN-TS,Toto-2.0-1B,0.25,0.1,0.45,0.026,-0.097,0.152
+TabPFN-TS,TiRex-2,0.25,0.1,0.45,-0.013,-0.098,0.075
 TabPFN-TS,Chronos-2,0.2,0.05,0.35,-0.062,-0.168,0.015
 TabPFN-TS,Toto-2.0-313m,0.35,0.15,0.551,0.053,-0.063,0.177
 TabPFN-TS,Toto-2.0-22m,0.45,0.25,0.7,0.078,-0.027,0.197
 TabPFN-TS,TabPFN-TS-3,0.35,0.15,0.55,-0.041,-0.199,0.051
-TabPFN-TS,TimesFM-2.5,0.35,0.15,0.6,0.091,-0.017,0.202
 TabPFN-TS,TiRex,0.45,0.25,0.65,0.107,0.002,0.215
+TabPFN-TS,TimesFM-2.5,0.35,0.15,0.6,0.091,-0.017,0.202
 TabPFN-TS,TabPFN-TS,0.5,0.5,0.5,0.0,0.0,0.0
 TabPFN-TS,Toto-1.0,0.5,0.3,0.75,0.116,0.012,0.228
 TabPFN-TS,FlowState,0.55,0.35,0.75,0.11,-0.061,0.242
 TabPFN-TS,Moirai-2.0,0.7,0.5,0.9,0.151,0.048,0.252
 TabPFN-TS,Toto-2.0-4m,0.55,0.3,0.8,0.135,0.031,0.248
 TabPFN-TS,Chronos-Bolt,0.75,0.55,0.9,0.171,0.073,0.264
-TabPFN-TS,TFT,0.7,0.45,0.9,0.227,0.058,0.37
 TabPFN-TS,Seasonal Naive,1.0,1.0,1.0,0.546,0.433,0.636
 Toto-1.0,Toto-2.0-2.5B,0.1,0.0,0.25,-0.097,-0.208,-0.022
 Toto-1.0,Toto-2.0-1B,0.2,0.05,0.4,-0.102,-0.196,-0.032
+Toto-1.0,TiRex-2,0.3,0.1,0.5,-0.146,-0.292,-0.036
 Toto-1.0,Chronos-2,0.35,0.15,0.55,-0.202,-0.386,-0.074
 Toto-1.0,Toto-2.0-313m,0.15,0.0,0.35,-0.072,-0.137,-0.027
 Toto-1.0,Toto-2.0-22m,0.4,0.2,0.6,-0.043,-0.088,-0.011
 Toto-1.0,TabPFN-TS-3,0.5,0.3,0.7,-0.178,-0.44,0.005
-Toto-1.0,TimesFM-2.5,0.475,0.25,0.676,-0.029,-0.085,0.02
 Toto-1.0,TiRex,0.45,0.25,0.651,-0.01,-0.047,0.027
+Toto-1.0,TimesFM-2.5,0.475,0.25,0.676,-0.029,-0.085,0.02
 Toto-1.0,TabPFN-TS,0.5,0.25,0.7,-0.132,-0.295,-0.012
 Toto-1.0,Toto-1.0,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-1.0,FlowState,0.425,0.225,0.65,-0.007,-0.188,0.13
 Toto-1.0,Moirai-2.0,0.575,0.375,0.775,0.039,-0.011,0.087
 Toto-1.0,Toto-2.0-4m,0.65,0.45,0.85,0.021,-0.003,0.042
 Toto-1.0,Chronos-Bolt,0.525,0.325,0.725,0.062,-0.005,0.131
-Toto-1.0,TFT,0.75,0.55,0.95,0.125,-0.061,0.273
 Toto-1.0,Seasonal Naive,1.0,1.0,1.0,0.486,0.363,0.591
 FlowState,Toto-2.0-2.5B,0.25,0.1,0.45,-0.09,-0.21,0.001
 FlowState,Toto-2.0-1B,0.3,0.1,0.5,-0.094,-0.224,0.009
+FlowState,TiRex-2,0.2,0.05,0.4,-0.138,-0.35,0.073
 FlowState,Chronos-2,0.2,0.05,0.35,-0.194,-0.345,-0.074
 FlowState,Toto-2.0-313m,0.35,0.15,0.551,-0.065,-0.202,0.054
 FlowState,Toto-2.0-22m,0.4,0.2,0.65,-0.036,-0.181,0.092
 FlowState,TabPFN-TS-3,0.35,0.15,0.55,-0.17,-0.358,-0.024
-FlowState,TimesFM-2.5,0.375,0.175,0.575,-0.022,-0.136,0.101
 FlowState,TiRex,0.35,0.15,0.55,-0.003,-0.15,0.169
+FlowState,TimesFM-2.5,0.375,0.175,0.575,-0.022,-0.136,0.101
 FlowState,TabPFN-TS,0.45,0.25,0.65,-0.124,-0.319,0.057
 FlowState,Toto-1.0,0.575,0.35,0.775,0.007,-0.149,0.158
 FlowState,FlowState,0.5,0.5,0.5,0.0,0.0,0.0
 FlowState,Moirai-2.0,0.525,0.325,0.75,0.045,-0.115,0.2
 FlowState,Toto-2.0-4m,0.6,0.4,0.8,0.027,-0.121,0.17
 FlowState,Chronos-Bolt,0.625,0.424,0.825,0.069,-0.035,0.207
-FlowState,TFT,0.65,0.45,0.85,0.131,-0.068,0.282
 FlowState,Seasonal Naive,1.0,1.0,1.0,0.489,0.374,0.596
 Moirai-2.0,Toto-2.0-2.5B,0.25,0.1,0.45,-0.141,-0.278,-0.042
 Moirai-2.0,Toto-2.0-1B,0.25,0.1,0.45,-0.146,-0.278,-0.048
+Moirai-2.0,TiRex-2,0.15,0.0,0.3,-0.192,-0.354,-0.074
 Moirai-2.0,Chronos-2,0.05,0.0,0.15,-0.251,-0.437,-0.111
 Moirai-2.0,Toto-2.0-313m,0.2,0.05,0.4,-0.115,-0.21,-0.039
 Moirai-2.0,Toto-2.0-22m,0.25,0.1,0.45,-0.085,-0.165,-0.02
 Moirai-2.0,TabPFN-TS-3,0.25,0.05,0.45,-0.226,-0.486,-0.052
-Moirai-2.0,TimesFM-2.5,0.325,0.15,0.525,-0.07,-0.155,0.001
 Moirai-2.0,TiRex,0.3,0.1,0.5,-0.051,-0.124,-0.006
+Moirai-2.0,TimesFM-2.5,0.325,0.15,0.525,-0.07,-0.155,0.001
 Moirai-2.0,TabPFN-TS,0.3,0.1,0.5,-0.177,-0.336,-0.05
 Moirai-2.0,Toto-1.0,0.425,0.225,0.625,-0.04,-0.095,0.011
 Moirai-2.0,FlowState,0.475,0.25,0.675,-0.047,-0.249,0.103
 Moirai-2.0,Moirai-2.0,0.5,0.5,0.5,0.0,0.0,0.0
 Moirai-2.0,Toto-2.0-4m,0.35,0.15,0.55,-0.019,-0.075,0.031
 Moirai-2.0,Chronos-Bolt,0.55,0.375,0.725,0.025,-0.037,0.088
-Moirai-2.0,TFT,0.65,0.45,0.85,0.09,-0.083,0.235
 Moirai-2.0,Seasonal Naive,1.0,1.0,1.0,0.465,0.355,0.565
 Toto-2.0-4m,Toto-2.0-2.5B,0.05,0.0,0.15,-0.12,-0.223,-0.052
 Toto-2.0-4m,Toto-2.0-1B,0.05,0.0,0.15,-0.125,-0.211,-0.063
+Toto-2.0-4m,TiRex-2,0.2,0.05,0.4,-0.17,-0.334,-0.052
 Toto-2.0-4m,Chronos-2,0.2,0.05,0.351,-0.228,-0.412,-0.092
 Toto-2.0-4m,Toto-2.0-313m,0.0,0.0,0.0,-0.095,-0.152,-0.055
 Toto-2.0-4m,Toto-2.0-22m,0.0,0.0,0.0,-0.066,-0.102,-0.037
 Toto-2.0-4m,TabPFN-TS-3,0.4,0.2,0.601,-0.203,-0.462,-0.024
-Toto-2.0-4m,TimesFM-2.5,0.3,0.1,0.5,-0.051,-0.1,-0.009
 Toto-2.0-4m,TiRex,0.35,0.15,0.551,-0.032,-0.08,0.017
+Toto-2.0-4m,TimesFM-2.5,0.3,0.1,0.5,-0.051,-0.1,-0.009
 Toto-2.0-4m,TabPFN-TS,0.45,0.2,0.7,-0.156,-0.33,-0.032
 Toto-2.0-4m,Toto-1.0,0.35,0.15,0.55,-0.021,-0.043,0.003
 Toto-2.0-4m,FlowState,0.4,0.2,0.6,-0.028,-0.205,0.108
 Toto-2.0-4m,Moirai-2.0,0.65,0.45,0.85,0.018,-0.032,0.07
 Toto-2.0-4m,Toto-2.0-4m,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-2.0-4m,Chronos-Bolt,0.6,0.35,0.8,0.042,-0.022,0.11
-Toto-2.0-4m,TFT,0.7,0.45,0.9,0.106,-0.085,0.249
 Toto-2.0-4m,Seasonal Naive,1.0,1.0,1.0,0.475,0.354,0.578
 Chronos-Bolt,Toto-2.0-2.5B,0.1,0.0,0.25,-0.17,-0.32,-0.07
 Chronos-Bolt,Toto-2.0-1B,0.15,0.0,0.35,-0.175,-0.314,-0.077
+Chronos-Bolt,TiRex-2,0.1,0.0,0.25,-0.222,-0.356,-0.107
 Chronos-Bolt,Chronos-2,0.05,0.0,0.15,-0.282,-0.474,-0.143
 Chronos-Bolt,Toto-2.0-313m,0.2,0.05,0.4,-0.143,-0.259,-0.056
 Chronos-Bolt,Toto-2.0-22m,0.25,0.1,0.45,-0.113,-0.212,-0.034
 Chronos-Bolt,TabPFN-TS-3,0.3,0.1,0.5,-0.256,-0.519,-0.079
-Chronos-Bolt,TimesFM-2.5,0.175,0.025,0.35,-0.097,-0.178,-0.033
 Chronos-Bolt,TiRex,0.15,0.0,0.3,-0.077,-0.148,-0.016
+Chronos-Bolt,TimesFM-2.5,0.175,0.025,0.35,-0.097,-0.178,-0.033
 Chronos-Bolt,TabPFN-TS,0.25,0.1,0.45,-0.207,-0.36,-0.079
 Chronos-Bolt,Toto-1.0,0.475,0.275,0.675,-0.067,-0.151,0.005
 Chronos-Bolt,FlowState,0.375,0.175,0.576,-0.074,-0.261,0.033
 Chronos-Bolt,Moirai-2.0,0.45,0.275,0.625,-0.025,-0.096,0.036
 Chronos-Bolt,Toto-2.0-4m,0.4,0.2,0.65,-0.044,-0.124,0.021
 Chronos-Bolt,Chronos-Bolt,0.5,0.5,0.5,0.0,0.0,0.0
-Chronos-Bolt,TFT,0.55,0.3,0.75,0.067,-0.116,0.206
 Chronos-Bolt,Seasonal Naive,1.0,1.0,1.0,0.452,0.356,0.542
-TFT,Toto-2.0-2.5B,0.2,0.05,0.4,-0.254,-0.491,-0.054
-TFT,Toto-2.0-1B,0.15,0.0,0.3,-0.259,-0.492,-0.058
-TFT,Chronos-2,0.15,0.0,0.35,-0.374,-0.657,-0.138
-TFT,Toto-2.0-313m,0.2,0.05,0.4,-0.225,-0.46,-0.027
-TFT,Toto-2.0-22m,0.2,0.05,0.4,-0.193,-0.418,0.001
-TFT,TabPFN-TS-3,0.15,0.0,0.35,-0.347,-0.641,-0.108
-TFT,TimesFM-2.5,0.25,0.05,0.45,-0.176,-0.383,0.025
-TFT,TiRex,0.35,0.15,0.55,-0.155,-0.384,0.05
-TFT,TabPFN-TS,0.3,0.1,0.55,-0.294,-0.588,-0.062
-TFT,Toto-1.0,0.25,0.05,0.45,-0.143,-0.376,0.057
-TFT,FlowState,0.35,0.15,0.55,-0.151,-0.392,0.064
-TFT,Moirai-2.0,0.35,0.15,0.55,-0.099,-0.307,0.076
-TFT,Toto-2.0-4m,0.3,0.1,0.55,-0.119,-0.331,0.078
-TFT,Chronos-Bolt,0.45,0.25,0.7,-0.072,-0.259,0.104
-TFT,TFT,0.5,0.5,0.5,0.0,0.0,0.0
-TFT,Seasonal Naive,0.9,0.75,1.0,0.412,0.297,0.53
 Seasonal Naive,Toto-2.0-2.5B,0.0,0.0,0.0,-1.134,-1.658,-0.708
 Seasonal Naive,Toto-2.0-1B,0.0,0.0,0.0,-1.143,-1.666,-0.726
+Seasonal Naive,TiRex-2,0.0,0.0,0.0,-1.229,-1.745,-0.808
 Seasonal Naive,Chronos-2,0.0,0.0,0.0,-1.338,-1.884,-0.874
 Seasonal Naive,Toto-2.0-313m,0.0,0.0,0.0,-1.084,-1.61,-0.674
 Seasonal Naive,Toto-2.0-22m,0.0,0.0,0.0,-1.029,-1.533,-0.638
 Seasonal Naive,TabPFN-TS-3,0.0,0.0,0.0,-1.291,-1.947,-0.814
-Seasonal Naive,TimesFM-2.5,0.0,0.0,0.0,-1.001,-1.473,-0.629
 Seasonal Naive,TiRex,0.0,0.0,0.0,-0.965,-1.426,-0.596
+Seasonal Naive,TimesFM-2.5,0.0,0.0,0.0,-1.001,-1.473,-0.629
 Seasonal Naive,TabPFN-TS,0.0,0.0,0.0,-1.201,-1.748,-0.763
 Seasonal Naive,Toto-1.0,0.0,0.0,0.0,-0.945,-1.446,-0.57
 Seasonal Naive,FlowState,0.0,0.0,0.0,-0.958,-1.477,-0.598
 Seasonal Naive,Moirai-2.0,0.0,0.0,0.0,-0.869,-1.298,-0.551
 Seasonal Naive,Toto-2.0-4m,0.0,0.0,0.0,-0.904,-1.367,-0.548
 Seasonal Naive,Chronos-Bolt,0.0,0.0,0.0,-0.824,-1.184,-0.553
-Seasonal Naive,TFT,0.1,0.0,0.25,-0.701,-1.13,-0.422
 Seasonal Naive,Seasonal Naive,0.5,0.5,0.5,0.0,0.0,0.0
diff --git a/tables/pivot_MASE.csv b/tables/pivot_MASE.csv
index 9af9dee2e499b0e35cd93350605dbb0e2b7bdd8c..d065820c5f7bab22042a6296f3fa4a47dde45803 100644
--- a/tables/pivot_MASE.csv
+++ b/tables/pivot_MASE.csv
@@ -1,101 +1,101 @@
-Task name,Chronos-2,Toto-2.0-2.5B,Toto-2.0-1B,Toto-2.0-313m,TiRex,Toto-2.0-22m,TimesFM-2.5,TabPFN-TS-3,FlowState,Toto-1.0,TabPFN-TS,Toto-2.0-4m,Moirai-2.0,Chronos-Bolt,CatBoost,Sundial-Base,LightGBM,Stat. Ensemble,TFT,PatchTST,DeepAR,AutoARIMA,AutoETS,AutoTheta,Seasonal Naive,Naive,Drift
-ETT_15T,0.6948579833,0.6822409568000001,0.6846123728,0.689935194,0.7187969112,0.7051491417,0.7295309855000001,0.793677643151081,0.7004368823,0.7568653271,0.7579922997,0.723840339,0.7033446593,0.7033446593,0.8242286029,0.7138930444,0.8610694555,0.9168897756,0.8257395692,0.7336183213,0.8700823458,0.9168897756,1.4293457268,0.8021815134,0.9168897756,1.367085413,1.4150880996
-ETT_1D,1.3413765406,1.3787860328,1.360545199,1.3591429885,1.3268087393,1.360219481,1.3611067531,1.3578458981957091,1.4394103535,1.3683723528,1.3947065684,1.377158803,1.3461045624,1.3461045624,1.484646319,1.4174248495,1.4351120194,1.4122431199,1.4872294951,1.5713644181,1.5628515494,1.4311893597,1.4375543872,1.4485203553,1.4915469769,1.4615227255,1.4930705467
-ETT_1H,1.1259593459,1.1204467796,1.122678271,1.1157883861,1.1177931254,1.1219144676,1.1239074864,1.1738904930964569,1.1194544043,1.1127046988,1.1712822213,1.1424635969,1.1267224636,1.1267224636,1.2734627054,1.1439289261,1.2995570797,1.25185511,1.2013262258,1.1991486501,1.2305514028,1.2616150048,1.6020946232000002,1.2846906491,1.3227158902,1.7184141817,1.7823323361
-ETT_1W,2.6985268972,2.6199424094,2.6699548659,2.6461028202,2.6203818492,2.6378253434000003,2.6215325734,2.644196438594287,2.6346020602,2.6380752207,2.7896417157,2.563194657,2.6260535626,2.6260535626,3.3055190246,2.7153947044,3.0028333129,2.687435829,3.0473440496,2.8755024749,2.9565073639,2.7471494,2.639318245,2.836818906,2.6201185675,2.6201185675,2.7818783778
-LOOP_SEATTLE_1D,0.9599506578,0.9579830351,0.9578190652,0.9648075817,0.9691232132,0.9736365263,0.9509504822,0.9438379691476998,0.9422797551,1.0272610815,0.9654904198,1.0347277286,0.9859320353,0.9859320353,1.2016962021,0.9847669395,1.1816395787,0.9983198512,1.0402225391,1.1375366653,1.1992106287,0.9888675351,1.0016712982,1.0222727749,1.1753801193,2.1046903267,2.3737898199
-LOOP_SEATTLE_1H,0.7939256021000001,0.795350258,0.7872736520000001,0.7860718165,0.8196171969,0.8226133174,0.7539313161000001,0.8318402755938443,0.7993754614,0.8717742443000001,0.8370969172,0.9197608815,0.9188719384,0.9188719384,0.915332077,0.9012445092,0.8835096642,1.1788577267,0.8142373427,0.8612672879000001,0.8981771386,1.2962678389,1.6371768884,1.1797622797,1.3516779896,1.7163837436,1.9650972805
-LOOP_SEATTLE_5T,0.6812013944,0.7149303517000001,0.6889477042000001,0.6969426203,0.6919744544,0.6838622591,0.7344527311,0.8836114418496782,0.7500733656,0.6997103049000001,0.7546823776,0.6934857939,0.8058940049000001,0.8058940049000001,0.8566762556,0.7671902281,0.8686562835,0.9579580065,0.7001922191000001,0.7610540434,0.6955110819,0.9670797246,0.9723147051,0.9937342142,0.8255932623000001,1.0149350736,1.17225325
-M_DENSE_1D,0.7721472947,0.9109927491,0.8865839595,0.9041932079,0.906568838,1.0025138642,0.8575514752000001,0.9191123276584352,0.8863101287,1.0265246067,0.9337187833,1.0479700759,0.9249126478,0.9249126478,0.9083450871,0.8999893558000001,0.8778251039,1.0509325086,0.8542622858000001,1.153609221,1.1581361171,1.1689597475,1.0868806446,1.0771913074,1.3500254894,1.7292480127,1.7668414612
-M_DENSE_1H,0.7132003566,0.7088544558000001,0.7190468239000001,0.7194327349,0.7118568045,0.7450523741,0.6693472692,0.7086907658337513,0.6932401261000001,0.7538921314,0.8066497468,0.8808963281000001,0.7173406573000001,0.7173406573000001,0.7014697541,0.775167995,0.7210938459,1.1917704371,0.7150880822,0.7217462966,0.7204275549,1.1833753259,1.4834949411,1.4265921408,1.2398526625,2.9336598257,3.2462087096
-SZ_TAXI_15T,0.4999875762,0.5014580092,0.5007707106,0.5007849306000001,0.5028743388,0.5055042958,0.5037458634,0.5078754252599722,0.5064993039,0.5100451422,0.5252377094,0.5087373921,0.5100343921,0.5100343921,0.5411960582,0.5133618160000001,0.5625857080000001,0.6992652749,0.5207171737,0.5126723942,0.5210514709,0.6992652749,0.6812952232,0.5704736669,0.6992652749,0.7537395673,0.7757872119
-SZ_TAXI_1H,0.4878765611,0.4812890819,0.482373136,0.4778644873,0.498580982,0.4855926557,0.5174781059,0.4996925514889351,0.5317927987000001,0.4937505277,0.5577744373,0.495501714,0.5054399825,0.5054399825,0.6910333031,0.6129421994,0.6701382322,0.5582147151,0.932408237,0.8237992834000001,0.6130439224,0.6365009357,1.6334537313,0.7816119684,0.6288121202,0.7531606591000001,0.8861734090000001
-australian_tourism,0.8548582992,0.9478427594,0.9714877728,0.9754443766,0.9757973312,1.0629594743,0.9190089622,0.878514946676819,1.0798094778,1.1326224117,0.8858826955,1.1731406372,1.1608053971,1.1674188048,1.0816787923,0.9146409764,1.0897352711,0.932305264,1.0028198148,1.0972140084,1.1526528545,1.0124394957,0.9667110181,1.04493495,1.0994521121,1.5829350532,1.7960279887
-bizitobs_l2c_1H,0.3841207818,0.3408859156,0.3609887926,0.3528233163,0.4680641032,0.3718131352,0.4101674745,0.4713277289196166,0.4735338011,0.4697050836,0.4412852355,0.4234612798,0.4308821621,0.4308821621,0.5354548175,0.4647078621,0.5292632714000001,0.7567537453000001,0.7868411301,0.4593050754,0.7027408582,0.7748607981000001,0.8231641039,0.7957254012,1.0658712668,0.770715573,0.7758078121
-bizitobs_l2c_5T,0.5169197944,0.5508818741,0.5829501848,0.6126677916000001,0.7958699987000001,0.6669647305,0.5787129565,0.4638850239470942,0.4724046694,0.7123202473,0.6759668751,0.7280379650000001,0.8001548601,0.8001548601,0.7576234547,0.4807818165,0.7530991442,0.8068916052,0.7415100462,0.4517902946,0.9601708627,0.9163295651,0.8137417988000001,0.8740253861,1.066667663,0.7577504477,0.9386117894
-boomlet_1062,0.6776940987,0.6609747105,0.6606980044,0.6615311338000001,0.6804959719,0.6659740307,0.6916399125,0.6729176632873578,0.8459869381,0.6694294923,0.6864428113000001,0.6681502327000001,0.7155932844,0.7110111917,0.9009499291,0.7574670104,0.983198758,1.001957498,0.6829491529,0.7766256129,0.7395954156,0.9510023881,1.0502749743,1.0704423845,0.9949683405,1.3078709214,1.4225120109
-boomlet_1209,0.7987706683,0.6966365640000001,0.6990806608,0.7058283912000001,0.8520639528,0.7189732508000001,0.817915323,0.9085046653002344,0.8206509265,0.7438108964,1.1329505801,0.7548459037,0.8596275977000001,0.8460080888,0.9742643589,0.8887982072,0.9927704971,1.0454166606,0.8449015717,0.8901775771,1.0758361408,1.0378800284,1.182723008,1.1056064011,1.182723008,1.0545734266,1.2621289082
-boomlet_1225,0.2322508868,0.2253831627,0.2257014378,0.2260180215,0.23385127,0.2279137051,0.2365234802,0.2482808495726347,0.2608782244,0.2292332053,0.2548827881,0.2319546529,0.2436207852,0.2540221929,0.2483559023,0.2531870103,0.255820597,0.2904167695,0.258063735,0.2349179014,0.2379781079,0.2751876374,0.3006939878,0.300311449,0.3736491911,0.3736491911,0.3806842404
-boomlet_1230,1.3704917157,1.2606545329,1.2513427528,1.2562088129,1.3783150883,1.2731721241,1.3669883474,1.499230875085562,1.3560446132,1.2914040369,1.6438639324,1.2886466565,1.4190498695,1.3475047975,1.3771614682,1.4532188179,1.4274055249,1.5513275427000002,1.4091302803,1.481031891,1.8334681089,1.5864986165,1.7204862257,1.5854205321,1.8986209596,1.5631970242,1.7478394787
-boomlet_1282,0.5228616907,0.4949953975,0.4940530382,0.4809766906,0.4966357076,0.5032166153000001,0.4938256797,0.5047759934413311,0.5263091029,0.498044,0.4985242795,0.5044697129,0.5229602389,0.5646901433,0.7178772331000001,0.5169242862,0.7317596636,0.6397695785,0.5180741413000001,0.5027685914,0.5066337876,0.5924898439,0.6889630608,0.6909553108,0.8299193956,0.8299193956,0.8508297191
-boomlet_1487,0.5106600397000001,0.4579588342,0.4604636434,0.4625465232,0.5187314203,0.4846863637,0.5025569431,0.5357046838055305,0.5050021535,0.4821733648,0.603314758,0.5140178453,0.5276634616,0.5268262269,0.5296842807000001,0.5573472172,0.6314985567,0.6620511052,0.5979691349,0.6717577761,0.6117813544,0.6561515256,0.6618622150000001,0.6861485332,0.7188988305,0.7369858229,0.8583652224
-boomlet_1631,0.7130379666000001,0.6997154337,0.7015356460000001,0.703163705,0.7478094023,0.7194841727,0.7223220364,0.7786935302332815,0.7354042866,0.7229964925,0.8506283431,0.7249658802000001,0.7328154062000001,0.7407561886,0.7840087741,0.7619771372,0.8647964118,0.7740257154,0.7814225241,0.7786794832,0.7848358986,0.7906855409,0.7850787272,0.7886353998000001,0.9935726646,0.8639891086,0.8923058217000001
-boomlet_1676,0.7074172167,0.6699169469,0.6764797512,0.6743446133000001,0.7093011570000001,0.6840990988,0.6981823925,0.7339912071494414,0.719171338,0.6909120682000001,0.941119625,0.6926736692000001,0.71281142,0.7192465271,0.7522987645,0.7138061614,0.7812367057,0.7494246952,0.7432737809000001,0.7490851966000001,0.7322209578000001,0.7591052795000001,0.7609898904,0.7772233416000001,0.9529052669,0.81987192,0.8566079838
-boomlet_1855,0.5381849547,0.5145184302,0.5128522002,0.514113728,0.5278191197000001,0.5227952786,0.5502667938,0.6051056434432255,0.5614568998,0.5279610563,0.6490616251,0.5273872371,0.5430454496,0.5502545492,0.6300995462,0.59756436,0.6443521790000001,0.7137233977,0.5882019439,0.6087498133,0.6601553614,0.7334421188,0.7732640617000001,0.7479719213,0.8339307568000001,0.6805939709000001,0.6861913698000001
-boomlet_1975,0.1607432077,0.1085105687,0.1070662016,0.1091500465,0.2344681773,0.139129764,0.2045403061,0.3057768255460699,0.2030396724,0.1496109643,0.2465433583,0.1731066392,0.2722386236,0.2157351987,0.3279616223,0.2358591523,0.5089229918,0.5885200843,0.1466542199,0.2365125104,0.5988035242,0.6455594352,0.6992926383,0.5697333183000001,0.9041727836,0.6991117243,0.7004387023
-boomlet_2187,0.8118519659000001,0.7767280125,0.7761157425,0.7753872854,0.8085306332000001,0.7939046721,0.8936367366,0.948676925541869,0.8508444429,0.8811612149,1.0001214827,0.8149521723,0.906991314,0.8784198422,0.9130007445,0.9507442206,0.9202249676,1.1813669206,0.8724280664,1.010583197,1.1750197869,1.2812206596,1.2537471966,1.2716040455,1.3439772561,1.1574962315,1.1700732508
-boomlet_285,0.3587658623,0.3158490678,0.3171912154,0.3221439734,0.4007113978,0.3389889824,0.4216519857,0.4210275195145369,0.5568651654,0.3605982928,0.4002584094,0.3682962451,0.4705093941,0.5250469045,0.5225346821,0.5605665968,0.4692106421,0.7526380616,0.4525853339,0.506879478,0.510662162,0.7883015484,0.8132574198,0.7305756429,1.248763342,1.248763342,1.279213524
-boomlet_619,0.4234249126,0.3771200669,0.3787171506,0.38259119,0.4418338302,0.3916098008,0.4363557109,0.4300836368012588,0.689863012,0.4028513106,0.4267055503,0.4108826152,0.4306276624,0.5940973906,0.6168268245,0.435636804,1.3661388609,1.0046773678,0.4094911687,0.4245417333,0.4107135092,0.7170247035,1.0937660345,1.0200015792,1.123557013,1.123557013,1.1484320661
-boomlet_772,0.331309455,0.3106213898,0.3116732543,0.3153004522,0.3435360988,0.3239342816,0.3429964059,0.3542699813786648,0.409874632,0.3280438006,0.3626989978,0.338194603,0.3651670048,0.395616382,0.3866455226,0.3920487456,0.4043528583,0.5801758941,0.4066417931,0.3577082621,0.3805851509,0.5361147753000001,0.6702469426000001,0.6163309517000001,0.6290173238,0.6290173238,0.6468050230000001
-boomlet_963,0.8390323132,0.8182268197,0.8196122673,0.8230222503,0.8276719302000001,0.8306712701000001,0.8600331872,0.9157018587749404,0.8562509823000001,0.8246017838,0.8944246506,0.8394387670000001,0.8725943653,0.8956313018000001,1.0280335706,0.849173272,0.948977253,1.1173343953,0.907609144,0.8447978177000001,0.8697191168,1.1099255265,1.2932431719,1.1004606123,1.1186074152,1.1186074152,1.1367798387
-ecdc_ili,2.7551221016,2.9431670054,2.9542061828,2.9977870968,2.8841261467,2.9480610447,2.6316220322,2.9048747296854383,2.5805091261,3.0278162773,2.7527976977,3.0258995,2.9286752581,3.1427261127,2.6359504213,3.0367688213,2.657299556,4.3217167895,3.9105289156,3.2819381761,3.8844924376,4.196380557,4.5974303507,4.2528905671,4.1680850511,4.1680850511,4.3553339737
-entsoe_15T,0.5846139379,0.569718461,0.5431857518000001,0.5639128032,0.5986061732,0.6201839279,0.590316623,0.7863095468387914,0.5955240132,0.7465877723000001,0.5948239303,0.7510873579,0.5933312667,0.6061735158,0.9042372943,0.7577799507,0.8380750606,0.9314586877,0.6895044967,0.6513695576,0.9314586877,0.9314586877,4.0070290377,0.7298062907,0.9314586877,1.9045500173,2.054795932
-entsoe_1H,0.5379602554,0.506635881,0.5236082079000001,0.5260385524,0.58538039,0.5546733890000001,0.5848723984,0.4866813449649518,0.6642019123,0.5917456396,0.5374125945,0.6434937263,0.5924217664,0.5564475511,0.6518687919,0.8117895189000001,0.5970910659,1.1146901489,0.7511157308,0.9665956021,0.7089755944,1.1176425509,2.0475241329,1.1626008296,1.1014887289,2.0553482057,2.1575810319
-entsoe_30T,0.54381558,0.5318373326,0.5194053695,0.5665103512,0.6645923588,0.5513736822,0.6957880429000001,0.6941938566372617,0.6069293442,0.6243758030000001,0.6344114167,0.6901045677000001,0.5973972914,0.6326216283,0.7535617677,0.7796412031000001,0.6559652231,1.05779406,0.7318349688,0.7141332243,0.6878794011,1.2299298771,3.2738378913,1.0040370922,1.2161815078,2.073335635,2.0462298002
-epf_be,0.6470253268,0.6610861132,0.6515935809,0.6364914123000001,0.6743990432,0.6826692584,0.6101898106,0.6814597294522857,0.6999904159,0.7042198580000001,0.6880825659,0.7241654255000001,0.6709379475,0.7272945514,0.7447461558,0.7222255864,0.8069993803000001,0.9814265937,0.8105043893,0.6918850356,0.7626864710000001,1.0947820435,1.3929299654,1.019365079,1.0270532223,1.3609414406,1.3744478756
-epf_de,0.6042262072,1.2370873614,1.2246197143,1.3157466789,1.2971030742,1.2518412727,1.2798888006,0.5606975009726158,1.237667145,1.3271832988,0.5800212967,1.2874905998,1.2281781823,1.2655264374,1.092293938,1.3227461317,1.0961059598,1.3821005791,0.6564578669000001,0.5726050284,0.7567964518,1.6231051649,1.7417113185000002,1.4071982205,1.7085952976,1.7417238545,1.7695509328
-epf_fr,0.4500649094,0.4906993318,0.4959833887,0.4951128679,0.5040405628,0.5358316805000001,0.4906901879,0.4743786134829068,0.4753843786,0.5301954839,0.4217844752,0.5498386051,0.5034595497000001,0.563837892,0.5789717952,0.5243569292,0.5540351793,0.7410271156,0.4932962165,0.4212014349,0.5154397984,0.9888394091,0.9665291582,0.8447495988,0.8501188696,1.1603445451,1.1771067551
-epf_np,0.8501928867,1.2373426181,1.2408393607,1.2398006235,1.2225513098,1.2300520468,1.4402381084,0.7829914400614069,1.2973480411,1.3535797092,0.8826980086,1.4172606236,1.1997562792,1.2409440129,1.2030410689,1.0947012554,1.3024697377,1.5147683467,0.8588874058,0.8061075470000001,0.9947793628,1.7096191338,2.3244017947,1.5140205757,1.7613035948,2.3154975167,2.3147871572
-epf_pjm,0.4718977319,0.5063979983,0.5252307866,0.510218339,0.505779341,0.5305707284,0.5310653268000001,0.4720625830563789,0.6080936088000001,0.5842271476,0.5438061755,0.5260131896,0.5630774052,0.5357283062,0.5970346754,0.5214143203,0.5975950790000001,0.5294741765000001,0.4279164596,0.4647764228,0.4528047725,0.5572886505,0.9847286217,0.6832479847,0.5811678677000001,0.9849340043,0.9983940734
-ercot_1D,1.1382701719,1.1641182069,1.1165048715,1.0424844276,1.0650322652,1.1535828877,1.068637663,1.0795392998433684,1.1395682476,1.1719804165,1.2574471238,1.1099477241,1.2043415014,1.1504591796,1.1560832976,1.1023893836,1.1613994614,1.5207401260000002,1.182196644,1.4337895652,1.1305420796,1.3979692312,1.595269776,1.5801932033,1.5987746677,1.5840542368,1.5904988370000002
-ercot_1H,1.3575339606,1.3924226326,1.3822958144,1.4187095408,1.3770444388,1.4117552424,1.4902438442,1.4292818008743051,1.6178435651,1.4158731227,1.5778620760000002,1.4387363625,1.3940552328,1.3914156057,1.5894603436,1.4647042938,1.6141545065,1.610467348,1.4253824233,1.5656382679,1.5757631517,1.4621684966,3.1968392544,1.5835894253,1.5757631517,3.1089999601,3.1208482515
-ercot_1M,0.9503422041,0.9287471551,0.9487285869,0.9371509595,1.0121701443,0.9708948781,0.9788665856,0.9560713460009584,0.9454338592,1.270421568,0.9385687314,1.0538329276,1.2434972664,0.9921791059,1.1003515104,1.0612308441,1.1319534585,0.9720301012,1.1664616476,1.1876314306,1.0876854916,0.9971197992,0.9527701456,1.2051001064,1.1128334801,4.4343715437,4.8730234296
-ercot_1W,1.2194616983,1.1911534584,1.1782190115,1.1961903987,1.2277888843,1.240747847,1.1887344203,1.2840224773703113,1.2217926781,1.3488551912,1.394605238,1.2496382187,1.3362468555,1.2261966347,1.5134613082,1.4770568791,1.5178949884,2.6623042198,1.4755174127,1.307670159,1.2938055453,2.6323348170000003,2.6788985121,2.6620757829,2.6319098754,2.6319098754,2.6294908678
-favorita_stores_1D,1.1401981382,1.1823552413,1.182964035,1.1923625249,1.1934094374,1.2354348051,1.1675502675,1.228625222554556,1.2360938889,1.2801444971,1.1868447032,1.2673381544,1.2046882587,1.2688834672,1.2169457375,1.2200293401,1.2374486446,1.3399997306,1.3109793637,1.2704211946,1.3004775575,1.4187797289,1.3798606392,1.3758675561,1.7590444109,1.8830413742,1.8964809388
-favorita_stores_1M,1.9751999633,2.0296713013,2.0281958552,2.0500079833,2.214706385,1.9849134839,2.233793585,2.1805709937861883,2.195197896,2.2858750846,2.170036951,2.1137839937,2.3235561887,2.4178143704,2.3704432246,2.4060388473,2.4362983732,2.118127913,2.336525108,2.2823009563,2.2823009563,2.2074958895,2.1221172414,2.1335008073,2.2823009563,1.9974006109,2.0640825606
-favorita_stores_1W,2.2987283752,2.4064013135,2.4007034903,2.4043801441,2.4234607684,2.4047551592,2.2900534401,2.421557830898272,2.3655419654,2.5078891882,2.4479974876,2.4402828885,2.5772702449,2.4748929321,2.4201344249,2.561243423,2.4844421105,2.4339800044,2.5217672478,2.4232218822,2.5673966331,2.5800667865,2.5164520416,2.476802227,2.5171133606,2.5171133606,2.5526381129
-favorita_transactions_1D,0.8493705653,1.0353608414,1.1573638534,1.1100897944,1.3492617117,1.1727163782,1.1514968035,1.6147813022500948,1.1514968035,1.1514968035,1.5712520327,1.3311112487,1.1514968035,1.1514968035,1.310724942,1.324712294,1.4453713127,1.2657781229,1.2084848745,1.9481818856,1.4298920054,1.7409399798,1.276505121,1.251106381,1.8200471813,1.8618151909,1.8593809024
-favorita_transactions_1M,1.2531106718,1.2828414504,1.3435767996,1.3494353969,1.3596174252,1.3639966097,1.3315992307,1.405531832482585,1.3153338778,1.6619691023,1.4151267612,1.5362401164,1.6105439915000002,1.6365070607,1.546237101,1.6184833791000002,1.5468854988,1.3044405926,1.5197338049,1.98216984,1.5197338049,1.4642002985,1.3424992817,1.4898451606,1.5197338049,1.4299319033,1.6051275322
-favorita_transactions_1W,1.498824744,1.6123778191,1.5728431085,1.7727330014,1.7464561675,1.6801341964,1.7479484664,2.124324012257304,1.5921709721,1.9439221964,2.2363168469,1.7638409898,1.6846164407000002,1.7479484664,1.428234155,2.0992640534,1.9071822198,1.6323769089,1.9621951948,1.7163896187,1.9812367119,1.7908497992,1.682650009,1.7230820318000002,1.5401800861,1.5401800861,1.6333667239
-fred_md_2025/cee,4.1602404727,4.2810194365,4.4451599484,4.2579071984,3.9913296788,3.9665827387,5.4995170834,5.77108104016366,5.4995170834,5.4995170834,4.4307139809,4.2152701653,5.4995170834,5.4995170834,4.6328539376,5.6396642877000005,4.3179064296,4.1492831363,8.6979801738,8.4423283749,6.0133928686,6.365691742,4.1316583154,4.726817575,11.8701519825,6.7148852109,4.690209854
-fred_md_2025/macro,6.7212231389,5.9119829967,5.9724499394,6.0259125296,6.2436277361,6.021655579,6.8925264049,8.04535440935118,6.8925264049,6.8925264049,7.5109039809,6.141199899,6.8925264049,6.8925264049,6.3882787546,6.9855690276,6.3128442527,6.4760151334,8.1092379319,9.15860551,7.3365073203,7.2903875836,6.5541834584,6.7085954556,11.2729489135,7.1693509627,6.6706675457
-fred_qd_2025/cee,2.7861575553,2.2826534178,2.1876748888,2.1967951143,2.500721068,2.2053211634,2.5230363793,2.966857507337953,2.54380052,2.1384502336,2.6188175963,2.2072154018,2.7932979221,2.9552802132,2.5165776347,4.1237296063,2.4572431853,2.2117006307,5.9092673654,5.3131602834,4.675205254,2.306650384,2.4969928857,2.5784767383,5.726470449,4.3666041799,2.5885780481
-fred_qd_2025/macro,4.2345766276,4.0720868682,4.0683505949,4.0492349186,4.2532915594,4.0304717642,4.2312964397,4.871297310271108,4.2487781258,4.0394401598,4.7360907702,4.2281567791,4.3026427834,4.4204307215,4.3215014285,5.0800217147,4.2447347559,4.2291679593,5.5406855364,5.7305128854,4.9183163493,4.483710003,4.4466602883,4.4089306091000005,6.2532543651,4.9115310902,4.3735328235
-gvar,0.7105251308,0.6757247819000001,0.6737140403,0.6770418089,0.7074487038,0.6837591879,0.7192074318,0.731355403616328,0.710248642,0.7017894885,0.7338663915,0.7084618488000001,0.7279795764,0.7294646087000001,0.7164579825,0.8613958999,0.708557575,0.6831004762,0.9262540915,0.8360167586,0.7834478609000001,0.7032889312,0.7021303883000001,0.6996326454,0.9186013679,0.743084203,0.6965206862000001
-hermes,0.7761148416,0.8179876234,0.8140635648000001,0.8260161196,0.8309937735,0.8550402934,0.7871785515,0.7883870532501273,0.8049597833000001,1.2021343473,0.8078334610000001,0.9091406926,0.8853610448,0.8579267339000001,1.1717275135,0.959480348,1.1831678061,1.8121215322,1.1763520165,1.0859588046,1.5452963565,1.5317415283,1.985223889,1.8477529336,1.9945193442,1.9945193442,2.047216325
-hierarchical_sales_1D,0.6889480283,0.6817861283000001,0.6866918662,0.6864295594000001,0.6853563816,0.6909932359000001,0.6882027169,0.6859945254167992,0.6895204716000001,0.6813986428000001,0.7088689694,0.6891306336,0.6860304902000001,0.6860304902000001,0.8940101514000001,0.7291028689,0.6884073577,0.8130155529,0.7068089934,0.6951836985000001,0.6970371604000001,0.7735716435000001,0.8639978192000001,0.8693462265,0.9949475154,1.0417563417,1.0525564497
-hierarchical_sales_1W,0.7539268543000001,0.7629283834,0.7615608813,0.7638073422,0.756678048,0.7710459945,0.7507699979,0.7585132368825315,0.7521263682,0.7797256533,0.7695972825,0.7760131051,0.7733116563,0.7733116563,0.7843729859,0.8055524179,0.7892378,0.9004451111,0.8167539611,0.7943708872,0.8434878870000001,0.9125112587,1.0341883931,0.9154643579,1.161708021,1.161708021,1.1894416413
-hospital,0.8734575212000001,0.8671681389,0.8679956431,0.8665279916,0.8749408189000001,0.8692955815000001,0.8629412820000001,0.8526429777187913,0.8868294147,0.9209462669,0.8808895033,0.8905833847,0.8888399512,0.8888399512,1.1000360569,0.9575868855,1.0844048735,0.8766229994,1.0227631325,1.0139733105,0.9839730481,0.9191221956,0.9080008204,0.9215507224,1.0188066508,1.1050470796,1.1736654924
-hospital_admissions_1D,0.7170504383,0.7167227919,0.7167544131,0.7170635256,0.7179794464,0.7174107913000001,0.7193032148,0.7168159429745188,0.7180610288,0.7201349198,0.7257376566,0.7164969076000001,0.718763612,0.7195191049,0.7223396451,0.7225061727000001,0.7220747847,0.721381589,0.7276346492,0.7244571707,0.7316153085,0.7209334515,0.7211231601,0.7428646649,1.0268297184,0.9746856794,0.9816293455
-hospital_admissions_1W,0.7508052527,0.7527228112000001,0.7529906373,0.7525219346,0.7609831386,0.7523353457,0.7544838626,0.7544663325204308,0.7560553130000001,0.7768045828,0.7550693856,0.7577397368000001,0.7643243648,0.7622844253000001,1.0614172701,0.7598582682,1.1299828457,0.7551866291,0.7542354231,0.7717380393000001,0.7954997308,0.7540567666,0.754085474,0.7779256267,1.043641273,1.043641273,1.083184864
-jena_weather_10T,0.4309090154,0.4218300215,0.4226702319,0.4245089156,0.478995454,0.4296973578,0.4373143717,0.4817599401579402,0.4304721325,0.4518058165,0.4967160547,0.4434533325,0.4805248618,0.4805248618,0.7646151092,0.4900412345,0.6820499033,0.5144770169,0.5587228171,0.5188511306,0.6789537866,0.5727477171,0.6119521092,0.4933654066,0.7300235005,0.5270355616,0.5533241239000001
-jena_weather_1D,1.4035573159,1.4662347469,1.4702452686,1.4228391992,1.3665391794,1.4313472293,1.3763415666,1.4563000346443564,1.3825082328,1.410255507,1.4813479802,1.4446469397,1.372290368,1.372290368,1.9991114653,1.4276462192,1.9679278165,1.5642224636000002,1.8623383179,2.1653977159,2.2704267056,1.5277037006,1.8504210407,1.6406694152,1.896570119,1.6994317292,1.7748810552
-jena_weather_1H,0.4373910122,0.432801223,0.4323171492,0.4390660376,0.4379098598,0.4426331909,0.4392356673,0.5282781361083098,0.4344342981,0.4469500933,0.5145550687,0.4438780044,0.4542878177,0.4542878177,0.5220404427,0.4459427668,0.5708323869,0.4663908342,0.5741689518,0.54141489,0.5783146828,0.5091821928,0.56783211,0.4846005821,0.7399001584,0.5374935405,0.5445520850000001
-kdd_cup_2022_10T,0.5199208546,0.5625294702,0.5433777298,0.5309238195,0.5903298202,0.5438323687000001,0.5903298202,0.5605745495869143,0.5903298202,0.5903298202,0.7107570771,0.5426727347,0.5903298202,0.5903298202,0.7521142134000001,0.5903298202,0.8303712878,0.7803435012000001,0.6027949179000001,0.8019455392,0.7490762208,0.8070701330000001,0.7837344015000001,0.8117980878000001,0.8187009941000001,0.7815687043,0.8809057297
-kdd_cup_2022_1D,0.8993091785,0.8940833015,0.8891125355,0.9013936358,0.8990205129000001,0.8954765100000001,0.8934941994000001,0.9087696453142,0.9151213313,0.8968090552,0.9367617531,0.9561151633,0.9125687197,0.9069594681,1.0246834579,0.9235145261,1.0034332515,0.9701320837,1.081961152,1.0828487333,1.0719893944,0.9552154502,0.9888169927,0.9764039847,1.0844353285,1.0306171325,1.0552765592
-kdd_cup_2022_30T,0.5419430891,0.5508028859,0.5397114161000001,0.5480061981000001,0.5339588193,0.5439977775,0.6348935755,0.5572238152571963,0.5195591298,0.5309092104,0.7031626978000001,0.5410887838,0.5156770327,0.6672184760000001,0.5719581529000001,0.5884124519,0.7476704067000001,0.7681164739,0.7870622248,0.7640841395,0.78312645,0.77066581,0.8428842423,0.8416017983,0.8221839517,0.8375670816,0.8782613069
-m5_1D,0.8798761359,0.8640212180000001,0.8645911132,0.8657971579,0.8753446974,0.8700025566,0.8851788252,0.8700886047381443,0.8851788252,0.8851788252,1.2236286696,0.8747585560000001,0.8851788252,0.8851788252,0.9115608992,0.9677992163,0.9060352654,1.056085495,0.8800240073000001,0.89668484,0.8913904459,1.0630838859,1.0632996277,1.0805686536,1.2236286696,1.3575007842,1.3783870784
-m5_1M,1.1638225815,1.1890607512,1.1787758094,1.1763144559,1.1629101826,1.1705038773,1.1576052063,1.159934298192849,1.1818592934,1.2422614791,1.1864479485,1.1899160498,1.1773037861,1.1852217015,1.1688542464,1.199580668,1.1750728183,1.1819610746,1.184246647,1.1747116381,1.2505853428,1.2131357074,1.2139006306,1.2589934358,1.3266370567,1.2671440754,1.3915795011
-m5_1W,1.1400355515,1.1867886991,1.1687808914,1.1453836443,1.1476955465,1.1312936077,1.1647431617,1.1375061320297069,1.1473897924,1.1447198326,1.1522245863,1.1498581156,1.1500678737,1.1647431617,1.1331152987,1.1330759513,1.1357351186,1.1518023057,1.1138579532,1.1302787621,1.2026259445,1.156762035,1.1672033988,1.1697733844,1.3382424883,1.3382424883,1.3824089514
-proenfo_gfc12,0.8120010668000001,1.0613431052,1.0373502899,1.0288033689,1.1241553034,1.0802707824,1.078131757,0.7711814392673475,1.078131757,1.078131757,1.0189776626,1.1416163352,1.078131757,1.078131757,1.1792674572,0.9935522058,1.3037960599,1.5464856742,1.4960505469,1.4289126133,1.2401359067,1.3848285633,2.8114372809,1.5236522053,1.428177449,2.6291046561,2.752813222
-proenfo_gfc14,0.5386864242,0.8655041339,0.8578754279,0.8831716113,0.9119046217,0.8890321009000001,0.9285112796,0.5168091271657334,0.9285112796,0.9285112796,0.6348121448,0.9917137206,0.9285112796,0.9285112796,0.6015004656,0.463580052,0.6914805803,1.104374425,0.4891735933,0.6660302005000001,0.4932856223,1.1681324983,1.3185527591,1.1856566432,1.1988543805,3.7072504224,3.9650453285
-proenfo_gfc17,0.6103924746,1.0688623161,1.0819500206,1.0669668856,1.1380901416,1.1100847503,1.0977005303,0.666201969562011,1.0977005303,1.0977005303,0.8551252988,1.2557302982,1.0977005303,1.0977005303,0.7016856003,0.5526319982,0.8171314171,1.4212520631,1.6245556787000002,1.6376055775,1.3006079551,1.3821477157,2.4127647494,1.3687323896,1.5845048281,2.9066492238,3.063129936
-redset_15T,0.9320904759,0.8214438518,0.7575452545,0.8307952312,1.0022286411,0.9673386936,0.8687945385,2.147678645724801,3.5940084079,0.9534997004,2.1638593187,1.0487368757,1.1189004542,1.4783947080000002,0.9647518396,1.3649343142,1.3248073962,1.0323384874,1.0904492247,1.0323384874,1.0323384874,1.0323384874,1.0323384874,1.5975972647,1.0323384874,32.0340550838,33.693269406
-redset_1H,1.5030009285,1.4247565104,1.3898091325,1.4262171669,1.4573336927,1.4587178019,1.4842037065,1.460768270339161,1.3849619293,1.4146092935,1.4341630584,1.5148386059,1.536274567,2.6712489782,1.5082353606,1.5646420584,1.5857808187,1.7619724474,1.6826194385000002,1.6826194385000002,1.6826194385000002,1.8532418573,2.2287068624,2.0202444815,1.6826194385000002,8.1555516469,8.1864716224
-redset_5T,0.7864618392,0.7108076876,0.7136562904,0.7219889740000001,0.9453718323,0.7609255276,0.8482881597,0.9517706951328462,1.2643108851,0.8568783075,0.8546984643000001,0.84400517,0.9344199172,1.1699231413,1.0727900715,1.0328105291,1.1897695244,2.1640102469,1.0173538609,1.3457444937,1.1083164548,2.0719155509,1.0410587245,2.3397807522000003,1.0410587245,3.1480546998,3.4980186133
-restaurant,0.8599090122,0.878036229,0.9240736298,0.9623116234,0.852217985,0.9897720074,0.8503096519000001,0.8590875056699312,0.8735627057,0.8856396305,0.8664740537000001,0.9439976814,0.8659689952,0.8659689952,0.9536264495,0.8630231098000001,0.960119527,0.8717288902,0.8845968799,0.8717550371,0.8933006118,0.9400606673,0.9391232288,0.9184892425,1.1194990367,1.399324817,1.4760866132
-rohlik_orders_1D,1.1869082024,1.2742865811,1.3732925098,1.3457939298,1.2033753228,1.4584155621,1.2504095974,1.3078859616743,1.2584919909,1.3686063344,1.3326583011,1.4623967422000002,1.17606702,1.301609652,1.1782540556,1.3992895671,1.2529082984,1.3812441342,1.3879777157,1.9171679201,2.4107064984,1.5623634237,1.4870316027,1.5185276075,1.778287216,2.4354371063,2.4953294924
-rohlik_orders_1W,1.5470873451,1.7107726157,1.7060379241,1.7060180826,1.5828643635,1.7074815426,1.6591862079,1.697922993875474,1.5034928725,1.7970558768,1.6212513063,1.8324372693,1.9647894742,1.7219242359,2.0977100612,2.0951936703,1.454548729,1.7127698932,1.7736837154,2.0698675372,2.067280344,1.7324467257,1.7583264004,1.7121743316,1.7311823352,1.7311823352,1.7566346052
-rohlik_sales_1D,1.1015615422,1.3881384395,1.3874692367,1.4072449888,1.384480988,1.4467593383,1.3237942186,1.1145892715565178,1.4311786532,1.4531347952,1.0872268565,1.4603671616,1.4020532383,1.3870630119,1.2675984212,1.3442522277,1.3423163541,1.4759756378,1.5878815381,1.5459186695,1.6201777241,1.5092369133,1.4985533322,1.4939231285,1.6150435596,1.7485285568000002,1.7665358577
-rohlik_sales_1W,1.559672095,1.7857222115,1.757809379,1.7745122881,1.7354311661,1.8763516468,1.689070594,1.4419109155599912,1.6945057992,1.803591376,1.3946079595,1.8452944609,1.8214908349,1.8466635235,1.9301492595,1.8996288065,1.8945888306,1.8249729566,1.915482756,1.915482756,1.915482756,2.0378537438,1.8899729909,1.8363584711,1.915482756,1.915482756,1.9908164211
-rossmann_1D,0.3557646389,0.5826082292,0.5857202624,0.5970376888000001,0.6600669122,0.6423766826,0.6105529,0.3070503298643624,0.6185138899,0.6813193806000001,0.3006246136,0.6680964661000001,0.6480208979000001,0.6371181918000001,0.3321575309,0.6154624197,0.34123088,0.6678328701,0.788554812,0.9238312439,0.788554812,0.6544020781000001,0.6912520754,0.7447792465,0.788554812,1.6195142379,1.6307564393
-rossmann_1W,0.3711869984,0.6711312763,0.6653602719,0.6759881421,0.6218198342,0.6460452534000001,0.654277349,0.3049567521371443,0.6549989928000001,0.6315968943,0.3042102775,0.6807085588,0.6439797931,0.6451761651,0.6692176588000001,0.6790382249,0.6779352599,0.6512773978,0.8571671867,0.9086749166,0.9220976996,0.6688824184000001,0.6684782378,0.6643635237000001,0.7960291358,0.7960291358,0.8779634548
-solar_1D,0.7564704559000001,0.7645863438,0.7698554588000001,0.7799826169,0.7780027008,0.7893618688,0.7870867797000001,0.7670742375642117,0.8103172207,0.7923417064,0.7820987659,0.7888568117,0.8134821631,0.8068081926,1.8607200349,0.7866198335,2.2979579377,0.7950641489,0.9116263205,0.9773224608,0.8579269828,0.8072395912,0.8017773729000001,0.8376174086,0.9900696281,0.9666968838,1.1102918539
-solar_1W,1.1789596563,1.6645969288,1.6889876705,1.5932369792,1.5031298284,1.7044368376,1.4613966925,1.2447027929162924,1.2488445972,1.7959258866,1.1456726938,1.8483462115,2.0395669969,1.2719881795,2.524343999,1.1001413936,2.3090676701,1.7922537586,1.0718198435,2.2887866135,2.4192317298,1.7335090304,1.6267515001,2.0936290765,1.9187253577,1.9187253577,2.5896106061
-solar_with_weather_15T,0.8640995981,0.9555119206,0.9619781081,1.0331787464,1.0486902652,1.0750742389,1.1152650341,0.83448680982124,1.027125052,0.9471193606,0.905837769,0.9680324805,1.0763835123,0.9765225223,0.911945278,1.1181879294,0.9336942499,1.3249744371,0.8495974712000001,1.1399110676,1.0500995944,1.4435910863,2.4161930608,1.2728695608,1.0500995944,1.9894641299,2.2100821951
-solar_with_weather_1H,1.0201461351,1.0700589041,1.078014467,1.0830197291,1.1582714713,1.1325661008,1.051263325,0.8375798525592948,1.0898264702,1.0613413467,0.8657133059000001,1.0484350478,1.1358492436,1.0720381848,0.9425208905,1.3031564924,0.9660395323,1.3148366264,0.8224990257,1.1908250946,0.8674385496,1.1133137071,2.2682379206,1.5354303051,1.0619358778,2.2682070442,2.2668538406
-uci_air_quality_1D,1.3132142732,1.4993468509,1.4643117115,1.5148063922,1.4312317854,1.5492951561,1.5147124659,1.4562270924327982,1.4574742169,1.5890902837,1.49046863,1.5479300788,1.4417059533,1.3886571067,1.8560882556,1.3990875663,2.0277813355,1.3836855748,1.6639555264,1.7864627617000002,1.7756200069,1.5585347912,1.3629042134,1.4428092537,1.7337243232,2.1090746458,2.2085179042
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-uk_covid_nation_1D/cumulative,9.4466999399,8.9628700129,9.1558854814,8.3435946295,8.9293766482,7.9823562014,7.9247162016,12.29224312061975,13.5986678692,7.7722522103,9.1389935419,9.2084441019,8.1949951536,10.4547607875,7.3094958528,18.3255496813,6.7205529093,8.8341213542,25.8528564892,18.7547598218,31.2866022905,9.5597895395,8.1052795445,20.107526237,30.7671471057,25.4400086306,18.9781830383
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-us_consumption_1Q,2.164693101,2.2760506458,2.229393081,2.2598303677,2.280895062,2.1986157742,2.364625454,2.7867647567975213,2.463102088,2.0988573095,2.3841738209,2.2433473487,2.2065057099,2.2129312502,2.0810783476,3.2110317266,2.1753321437,2.2422554478,3.2638543944,2.4567032125,2.5147976165,2.3510275933,2.2553091204,2.6435650099,3.8594112151,2.9276892873,2.5132738979
-us_consumption_1Y,4.5651596428,4.6963218124,4.5346180017,4.7207155683,4.5542723318,4.8028596285,4.8010821911,5.710822812103087,4.4297133161,4.8077777727,5.052531864,5.15241096,5.8237789501,5.0426493894,4.6308692413,6.4807387204,4.4639844346,4.4535793013,7.6521395712,6.6785896897,5.85138887,4.2587442258,4.7574382243,5.6196943252,7.3594854545,7.3594854545,5.5156653627
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+Task name,Chronos-2,Toto-2.0-2.5B,Toto-2.0-1B,TiRex-2,Toto-2.0-313m,TiRex,Toto-2.0-22m,TimesFM-2.5,TabPFN-TS-3,FlowState,Toto-1.0,TabPFN-TS,Toto-2.0-4m,Moirai-2.0,Chronos-Bolt,CatBoost,Sundial-Base,LightGBM,Stat. Ensemble,TFT,PatchTST,DeepAR,AutoARIMA,AutoETS,AutoTheta,Seasonal Naive,Naive,Drift
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diff --git a/tables/pivot_MASE_baseline_imputed.csv b/tables/pivot_MASE_baseline_imputed.csv
index a81c7639c866d18f3e3e65009f16d1bbe1210be8..17c27531d9589ab0733422e8d940091041f99257 100644
--- a/tables/pivot_MASE_baseline_imputed.csv
+++ b/tables/pivot_MASE_baseline_imputed.csv
@@ -1,101 +1,101 @@
-Task name,Chronos-2,Toto-2.0-2.5B,Toto-2.0-1B,Toto-2.0-313m,TiRex,Toto-2.0-22m,TimesFM-2.5,TabPFN-TS-3,FlowState,Toto-1.0,TabPFN-TS,Toto-2.0-4m,Moirai-2.0,Chronos-Bolt,CatBoost,Sundial-Base,LightGBM,Stat. Ensemble,TFT,PatchTST,DeepAR,AutoARIMA,AutoETS,AutoTheta,Seasonal Naive,Naive,Drift
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-uk_covid_utla_1W/cumulative,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-us_consumption_1M,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
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+walmart,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+world_co2_emissions,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+world_life_expectancy,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+world_tourism,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
diff --git a/tables/pivot_MASE_leakage_imputed.csv b/tables/pivot_MASE_leakage_imputed.csv
index c9dc4dea9257e3e8343309734815f9751d16453d..61920e11f355372a6c9fe45e1cfe40e89945c95c 100644
--- a/tables/pivot_MASE_leakage_imputed.csv
+++ b/tables/pivot_MASE_leakage_imputed.csv
@@ -1,101 +1,101 @@
-Task name,Chronos-2,Toto-2.0-2.5B,Toto-2.0-1B,Toto-2.0-313m,TiRex,Toto-2.0-22m,TimesFM-2.5,TabPFN-TS-3,FlowState,Toto-1.0,TabPFN-TS,Toto-2.0-4m,Moirai-2.0,Chronos-Bolt,CatBoost,Sundial-Base,LightGBM,Stat. Ensemble,TFT,PatchTST,DeepAR,AutoARIMA,AutoETS,AutoTheta,Seasonal Naive,Naive,Drift
-ETT_15T,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-ETT_1D,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-ETT_1H,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-ETT_1W,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-LOOP_SEATTLE_1D,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-LOOP_SEATTLE_1H,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-LOOP_SEATTLE_5T,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-M_DENSE_1D,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-M_DENSE_1H,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-SZ_TAXI_15T,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-SZ_TAXI_1H,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-australian_tourism,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-bizitobs_l2c_1H,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-bizitobs_l2c_5T,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-boomlet_1062,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-boomlet_1209,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-boomlet_1225,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-boomlet_1230,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-boomlet_1282,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-boomlet_1487,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-boomlet_1631,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-boomlet_1676,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-boomlet_1855,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-boomlet_1975,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-boomlet_2187,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-boomlet_285,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-boomlet_619,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-boomlet_772,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-boomlet_963,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-ecdc_ili,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-entsoe_15T,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-entsoe_1H,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-entsoe_30T,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-epf_be,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-epf_de,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-epf_fr,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-epf_np,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-epf_pjm,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-ercot_1D,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-ercot_1H,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-ercot_1M,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-ercot_1W,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-favorita_stores_1D,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-favorita_stores_1M,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-favorita_stores_1W,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-favorita_transactions_1D,False,False,False,False,False,False,True,False,True,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-favorita_transactions_1M,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-favorita_transactions_1W,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-fred_md_2025/cee,False,False,False,False,False,False,True,False,True,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-fred_md_2025/macro,False,False,False,False,False,False,True,False,True,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-fred_qd_2025/cee,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-fred_qd_2025/macro,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-gvar,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-hermes,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-hierarchical_sales_1D,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-hierarchical_sales_1W,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-hospital,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-hospital_admissions_1D,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-hospital_admissions_1W,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-jena_weather_10T,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-jena_weather_1D,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-jena_weather_1H,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-kdd_cup_2022_10T,False,False,False,False,True,False,True,False,True,True,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False
-kdd_cup_2022_1D,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-kdd_cup_2022_30T,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-m5_1D,False,False,False,False,False,False,True,False,True,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-m5_1M,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-m5_1W,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-proenfo_gfc12,False,False,False,False,False,False,True,False,True,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-proenfo_gfc14,False,False,False,False,False,False,True,False,True,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-proenfo_gfc17,False,False,False,False,False,False,True,False,True,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-redset_15T,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-redset_1H,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-redset_5T,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-restaurant,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-rohlik_orders_1D,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-rohlik_orders_1W,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-rohlik_sales_1D,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-rohlik_sales_1W,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-rossmann_1D,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-rossmann_1W,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-solar_1D,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-solar_1W,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-solar_with_weather_15T,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-solar_with_weather_1H,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-uci_air_quality_1D,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-uci_air_quality_1H,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-uk_covid_nation_1D/cumulative,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-uk_covid_nation_1D/new,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-uk_covid_nation_1W/cumulative,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-uk_covid_nation_1W/new,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-uk_covid_utla_1D/new,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-uk_covid_utla_1W/cumulative,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-us_consumption_1M,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-us_consumption_1Q,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-us_consumption_1Y,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-walmart,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-world_co2_emissions,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-world_life_expectancy,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-world_tourism,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+Task name,Chronos-2,Toto-2.0-2.5B,Toto-2.0-1B,TiRex-2,Toto-2.0-313m,TiRex,Toto-2.0-22m,TimesFM-2.5,TabPFN-TS-3,FlowState,Toto-1.0,TabPFN-TS,Toto-2.0-4m,Moirai-2.0,Chronos-Bolt,CatBoost,Sundial-Base,LightGBM,Stat. Ensemble,TFT,PatchTST,DeepAR,AutoARIMA,AutoETS,AutoTheta,Seasonal Naive,Naive,Drift
+ETT_15T,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+ETT_1D,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+ETT_1H,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+ETT_1W,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+LOOP_SEATTLE_1D,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+LOOP_SEATTLE_1H,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+LOOP_SEATTLE_5T,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+M_DENSE_1D,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+M_DENSE_1H,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+SZ_TAXI_15T,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+SZ_TAXI_1H,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+australian_tourism,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+bizitobs_l2c_1H,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+bizitobs_l2c_5T,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+boomlet_1062,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+boomlet_1209,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+boomlet_1225,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+boomlet_1230,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
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+boomlet_1676,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
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+epf_de,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
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+ercot_1W,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+favorita_stores_1D,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+favorita_stores_1M,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+favorita_stores_1W,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+favorita_transactions_1D,False,False,False,False,False,False,False,True,False,True,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+favorita_transactions_1M,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+favorita_transactions_1W,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+fred_md_2025/cee,False,False,False,False,False,False,False,True,False,True,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+fred_md_2025/macro,False,False,False,False,False,False,False,True,False,True,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+fred_qd_2025/cee,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+fred_qd_2025/macro,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+gvar,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+hermes,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+hierarchical_sales_1D,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+hierarchical_sales_1W,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+hospital,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+hospital_admissions_1D,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+hospital_admissions_1W,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+jena_weather_10T,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+jena_weather_1D,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+jena_weather_1H,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+kdd_cup_2022_10T,False,False,False,False,False,True,False,True,False,True,True,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False
+kdd_cup_2022_1D,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+kdd_cup_2022_30T,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+m5_1D,False,False,False,False,False,False,False,True,False,True,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+m5_1M,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+m5_1W,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+proenfo_gfc12,False,False,False,False,False,False,False,True,False,True,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+proenfo_gfc14,False,False,False,False,False,False,False,True,False,True,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+proenfo_gfc17,False,False,False,False,False,False,False,True,False,True,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+redset_15T,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+redset_1H,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+redset_5T,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+restaurant,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+rohlik_orders_1D,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+rohlik_orders_1W,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+rohlik_sales_1D,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+rohlik_sales_1W,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+rossmann_1D,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+rossmann_1W,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+solar_1D,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+solar_1W,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+solar_with_weather_15T,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+solar_with_weather_1H,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+uci_air_quality_1D,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+uci_air_quality_1H,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+uk_covid_nation_1D/cumulative,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+uk_covid_nation_1D/new,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+uk_covid_nation_1W/cumulative,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+uk_covid_nation_1W/new,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+uk_covid_utla_1D/new,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+uk_covid_utla_1W/cumulative,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+us_consumption_1M,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+us_consumption_1Q,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+us_consumption_1Y,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+walmart,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+world_co2_emissions,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+world_life_expectancy,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+world_tourism,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
diff --git a/tables/pivot_SQL.csv b/tables/pivot_SQL.csv
index 645cc3783c61eeaef81ac3bb4711140f2f49f1de..65fc267a3248ce76e8efdef0fa4fb268889f2724 100644
--- a/tables/pivot_SQL.csv
+++ b/tables/pivot_SQL.csv
@@ -1,101 +1,101 @@
-Task name,Chronos-2,Toto-2.0-2.5B,Toto-2.0-1B,Toto-2.0-313m,TiRex,Toto-2.0-22m,TimesFM-2.5,TabPFN-TS-3,FlowState,Toto-1.0,Toto-2.0-4m,TabPFN-TS,Moirai-2.0,Chronos-Bolt,TFT,Sundial-Base,Stat. Ensemble,PatchTST,DeepAR,AutoARIMA,CatBoost,AutoETS,LightGBM,AutoTheta,Seasonal Naive,Naive,Drift
-ETT_15T,0.5458017173,0.5335896905,0.5353083701,0.5398526253,0.5682984870000001,0.5515558792,0.5771622688,0.6259993762577944,0.5550232759,0.5925394969000001,0.5675487844,0.5963961444,0.5737369343000001,0.5737369343000001,0.6510820399,0.597092731,0.7624529835,0.5804043049000001,0.7127807327,0.7624529835,0.8242286029,1.2626027172,0.8610694555,1.0985228611,0.7624529835,1.3268766307,1.364982948
-ETT_1D,1.1315469549,1.1507368303,1.1405312124,1.143855937,1.1014613429,1.1363853572,1.1440582819,1.1379791799209271,1.2031878311,1.1431203447,1.1553237804,1.1856058506,1.1321824298,1.1321824298,1.2802122121,1.2461046836,1.2707356893,1.3481828095,1.3907091295,1.25875938,1.484646319,1.355962893,1.4351120194,1.3789083245,1.3728451516,1.4222525228,1.4528881509
-ETT_1H,0.8829665685,0.8672923033000001,0.8709263623,0.8673932811,0.8735827903000001,0.8786900273,0.8822637278000001,0.907989659042604,0.8913036409,0.8726006591000001,0.8961325529,0.9339484831,0.9435863135,0.9435863135,0.9510037995,0.9634114324,1.2717102069,0.9520664282,0.9923239428,1.0524049139,1.2734627054,1.7645010168000002,1.2995570797,2.0612851381,1.2068899293,2.3136589095,2.4221862573
-ETT_1W,2.3200722308,2.2586726622,2.2945323202,2.285850695,2.2645203409,2.2877468379,2.2485701851,2.2520996503353903,2.2860033378,2.282938456,2.2236416716,2.4022266941,2.2795034821,2.2795034821,2.8038658249,2.4688224531,2.4073690889,2.5703446589,2.6864108919,2.4423112812,3.3055190246,2.3938030681,3.0028333129,2.603472341,2.5092678911,2.5092678911,2.6321294826
-LOOP_SEATTLE_1D,0.7791980564000001,0.7836429105,0.7845465061,0.7857961149,0.7923359453000001,0.7949908437000001,0.7738014951000001,0.769406149436554,0.7740027876000001,0.8312624409,0.8358336164,0.7835457679000001,0.8051325961,0.8051325961,0.8458595656000001,0.8625023325000001,0.8198461450000001,0.9248152836,0.9718154773,0.8099517847000001,1.2016962021,0.8246251853000001,1.1816395787,0.8528499565000001,1.0461703764,2.4710362968,2.6285047047
-LOOP_SEATTLE_1H,0.6390561899,0.6343707073,0.6283256871,0.6310907196000001,0.6558214242,0.6609654351,0.6206804931000001,0.6672517167408398,0.6478375519,0.6981107765,0.7372999633,0.6674266258,0.7646847798,0.7646847798,0.6600279576,0.7695770803,1.6869474033,0.6972921629000001,0.7194780145,1.1547447744,0.915332077,2.638525618,0.8835096642,2.8320370451,1.5008790843000002,3.5094786436,3.7005853399
-LOOP_SEATTLE_5T,0.5325340237,0.5625296390000001,0.5430064863,0.5506517325,0.5488731011,0.5428956192000001,0.5953126392,0.7095763220051001,0.6072875357,0.5611374050000001,0.5499692081,0.6202447687,0.7101241528000001,0.7101241528000001,0.5602853387,0.6606205367,1.0436727143,0.5986758137,0.5456749059,1.0012742799,0.8566762556,1.1550368256,0.8686562835,1.1098659434,0.7515879950000001,1.8612988663,2.0191661851
-M_DENSE_1D,0.6463243558,0.7564314643000001,0.7320277621,0.7512110797,0.7460414423,0.8232509545000001,0.7075343302,0.7565055270675693,0.7422618812,0.8408283417,0.8640470712,0.7717292628,0.7589658925,0.7589658925,0.7328201998,0.7844887054,0.9647884402,0.9893696425,0.9603858713,0.9701754728,0.9083450871,1.0734765628,0.8778251039,1.1434781559,1.262653401,2.1937270099,2.2311997966
-M_DENSE_1H,0.5854558830000001,0.5970600924,0.6050656354,0.6074108393000001,0.5867504629,0.6085256933000001,0.5560591779,0.5851457694572142,0.5805491357,0.6204019194,0.7094885956,0.6632770782,0.5952543352,0.5952543352,0.5907953396,0.6604636921,1.1265341156,0.5926278249,0.6004937211,1.0625833507,0.7014697541,59.0195304331,0.7210938459,3.0980400728,1.3040659353,3.8689658057,4.0939855162
-SZ_TAXI_15T,0.3932968835,0.3936143253,0.3937715691,0.393367667,0.3955981843,0.3973579075,0.3966454241,0.3994507724371505,0.4033604063,0.4013459637,0.4009676894,0.4340988224,0.4131753277,0.4131753277,0.4103262755,0.4438538338,0.5602190944000001,0.4057853396,0.4081343193,0.5602190944000001,0.5411960582,2.3550253736,0.5625857080000001,0.5126750232,0.5602190944000001,1.3787889927,1.4174386477
-SZ_TAXI_1H,0.3977234578,0.3862794582,0.3865861005,0.3827914496,0.4050422071,0.3878147741,0.4156030477,0.4065244279086497,0.4231428072,0.4183272552,0.4021064715,0.5246665944,0.4264135302,0.4264135302,0.7801324286,0.5170317067,0.6894973187,0.962001064,0.5077694629,0.6584161141,0.6910333031,12313684239.414614,0.6701382322,0.9837416959,0.8375139425,2.6856786949,2.9588624357
-australian_tourism,0.6769555487000001,0.755743319,0.7793895792000001,0.7795670798000001,0.7859715478,0.8427923954000001,0.7323027972,0.694850137522321,0.8627536725,0.8915764853,0.9292371474,0.6979579770000001,0.9175231928,0.9282641568,0.7810969119000001,0.7908486579,0.7300394487,0.8788609746,0.9161057051,0.8009680414,1.0816787923,0.7615891755,1.0897352711,0.8129699422000001,0.8947401064,1.5916364537,1.7922461335
-bizitobs_l2c_1H,0.3010456253,0.2681964011,0.2845711491,0.2785240037,0.3662951077,0.2950040382,0.3261346294,0.3744721404206648,0.3824929054,0.3708436027,0.3348758244,0.3541174315,0.3419873992,0.3419873992,0.6769136788,0.4121569345,0.6336059937,0.3661011575,0.5737094163,0.6185436388000001,0.5354548175,0.7179372877,0.5292632714000001,0.6824779098,0.8851906835000001,0.6654111562,0.6699612016000001
-bizitobs_l2c_5T,0.4108408982,0.426643767,0.4470012223,0.4687876227,0.6788550986,0.5403936605,0.461060201,0.3703336223017609,0.3829116624,0.5937675481,0.6229673872,0.5264658924,0.7570014248,0.7570014248,0.6316749574,0.4004194445,0.719707877,0.3649523908,0.8321527759,0.8247104345,0.7576234547,0.7310899157,0.7530991442,0.7495634546000001,0.9226397361,0.6779088091000001,0.7933793764
-boomlet_1062,0.5523284751,0.5325304807,0.5323660586,0.5326701994,0.5548997136,0.5389569652,0.5732470739000001,0.5540726899554362,0.6738515301,0.5479314935,0.5418768895,0.5748356982,0.5927620394,0.6387175641,0.5582769714,0.6467962229,0.9851058113,0.6551466704000001,0.5994183185,0.7541477761000001,0.9009499291,1.3088562178,0.983198758,1.3443713392,0.9105473133,4.3036993435,4.6588724131
-boomlet_1209,0.6799099954000001,0.595506964,0.5982246772,0.6033069594,0.7293072070000001,0.6146719328,0.7045922371000001,0.7682483989129945,0.7048715358000001,0.644747831,0.6479343819000001,1.0443015788,0.7562347027,0.7840808506,0.7221169952000001,0.7807326884,2.4692530744,0.7936443395,0.9557046645,1.1085996536,0.9742643589,1.2637392131,0.9927704971,2.729237738,1.2637392131,3.2386174109,3.5173454505
-boomlet_1225,0.1864128972,0.1803593032,0.1805102803,0.1808226777,0.187627861,0.1822725152,0.190080309,0.1993979833643002,0.2122607896,0.1835602798,0.1857979376,0.2202597451,0.1948503404,0.2030750845,0.2061799857,0.222714996,0.2803755246,0.1890585979,0.1911028017,0.2348969849,0.2483559023,0.3176935118,0.255820597,0.3296940648,0.745385819,0.745385819,0.7585705484
-boomlet_1230,1.201031991,1.0899592481,1.0914336881,1.0920678565,1.1859324556,1.1115808079,1.1874248061,1.292409489483204,1.2002251825,1.1353398906,1.1421118962,1.6021141835,1.2863247525,1.266108877,1.2449619928,1.3047326747,3.390035079,1.3089563224,1.6035503613,1.8500253406,1.3771614682,393376696999491.8,1.4274055249,3.9779654007,2.0369976807,5.5481527801,5.9878394007
-boomlet_1282,0.4211360586,0.4033993505,0.4022959829,0.3934727046,0.408903337,0.4101595822,0.4034160526,0.4125768221143119,0.4329049622,0.4066135134,0.4129995924,0.4199209625,0.4269211105,0.4618106438,0.4289540573,0.4521593639,0.7391125171,0.4127201368,0.416701825,0.5565242632,0.7178772331000001,0.9135627299,0.7317596636,0.9716916483,1.5394068103,1.5394068103,1.5690882757
-boomlet_1487,0.4233194118,0.3806610297,0.3827166317,0.3844379293,0.4270074593,0.4017548532,0.4122943573,0.4470261447017197,0.4266351433,0.4004232584,0.4260201682,0.7190211417,0.4557618636,0.4824435416,0.5113092414,0.4989559922,0.6807093531,0.5319003556,0.5384342772,0.6560424582000001,0.5296842807000001,0.7236915697,0.6314985567,0.8366025957000001,0.8422519526000001,5.6512371294,6.1210675798
-boomlet_1631,0.5718706997,0.5538982553,0.5577758872,0.5583924678000001,0.5981611194,0.5764632744,0.5790200294,0.6219298759894352,0.5919052434000001,0.5806944285,0.5806484029,0.7008405748000001,0.5907980986,0.6194052561,0.6290290896,0.6443979368,0.6885645595000001,0.6244832684,0.6295405316,0.6896442348,0.7840087741,0.7214099138000001,0.8647964118,0.7282739174,0.8513712535,1.3493380036,1.3890549561
-boomlet_1676,0.5686748679,0.5398853139,0.5426404231,0.5422867104,0.5712459136,0.5513277666,0.5626255001,0.6016652104370287,0.5882972718,0.554444394,0.5561889279000001,0.8305000389,0.5727147195,0.6076896707,0.6076642387,0.6145915641,0.6950889415,0.6130806452,0.6033684371,0.664818372,0.7522987645,0.7563535744000001,0.7812367057,0.7835312600000001,0.8503822229,1.3195857327,1.3578116765
-boomlet_1855,0.4615736804,0.4345097115,0.4334943128,0.4352980292,0.4500166192,0.4474067593,0.4725778394,0.5035843957537904,0.4737663287,0.4522875092,0.4492351264,0.6304712379,0.464879976,0.4695926843,0.5025033989000001,0.5254199296000001,1.1233499755,0.5226192424,0.5582099367000001,1.0829482047,0.6300995462,1.1848850589,0.6443521790000001,1.2044141936,1.4642665234,3.2734555819,3.2968155873
-boomlet_1975,0.1333320334,0.1027168248,0.097324005,0.0975215503,0.1921381374,0.1191291154,0.1671766165,0.2513555927780582,0.1684755686,0.1261994368,0.1451597334,0.208181269,0.2195469344,0.179392905,0.1288347827,0.2023056594,0.5478588831,0.190799742,0.4596269308,0.5505765414,0.3279616223,0.611359383,0.5089229918,0.6292227781,0.8427719298,0.611491132,0.6131317103
-boomlet_2187,0.7122729535,0.6770915724000001,0.6796668926,0.6815604435,0.7105001350000001,0.6990546247,0.8020040121,0.8352927513167032,0.745609595,0.7633891475,0.7194559635000001,0.9244561409,0.8067927053,0.7746853034000001,0.7553496013000001,0.8515537165,1.2729717659,0.9220270178,0.9810183294,1.3028566625,0.9130007445,1.3069851744,0.9202249676,1.389411781,1.6696910968,3.007286737,3.02793884
-boomlet_285,0.2900640673,0.2590034678,0.2601604369,0.2608434451,0.3453755045,0.280219851,0.3965655567,0.3541767461117314,0.5098224314,0.3187496321,0.3218176679,0.3474603742,0.4274151937,0.4767029005,0.4335118963,0.4879211264,1.2619335664,0.4654726315,0.4628337923,1.1887776826,0.5225346821,1.2033358695,0.4692106421,1.3318503746,6.0221504812,6.0221504812,6.1302545275
-boomlet_619,0.3232653903,0.2861559298,0.2869806268,0.2894401896,0.3410809263,0.2986340787,0.3398320593,0.3261909539290346,0.5293904265,0.3097234884,0.3135556532,0.3277022377,0.3294344192,0.4708614916,0.3123887141,0.3705071077,0.7771722931,0.321599624,0.3115592883,0.5544648006,0.6168268245,0.8944230162000001,1.3661388609,0.8352158472000001,1.2751647051,1.2751647051,1.3005697257
-boomlet_772,0.2827797609,0.2649503284,0.2652043742,0.2674691407,0.2962086421,0.2761029446,0.294866871,0.3054376225869047,0.3506349478,0.2809798447,0.2902362244,0.3321933631,0.3139115767,0.3391929942,0.3473315925,0.3520560133,1.1794168077,0.3088148556,0.3239512441,0.7834129983,0.3866455226,531470199.30140096,0.4043528583,1.4390517149,2.490998287,2.490998287,2.5366947176
-boomlet_963,0.7165952965,0.7015912221,0.7104565405000001,0.7083189280000001,0.7184034894,0.7140251293000001,0.7387586402,0.7862284241523283,0.739939699,0.7195574656,0.7229660492000001,0.8141836092,0.7505200275,0.7786787341,0.7923416634,0.7521897883,1.334806172,0.7302070086,0.7558819317000001,1.1056032589,1.0280335706,1.608901145,0.948977253,1.4536844168,1.6474289684,1.6474289684,1.6758761219
-ecdc_ili,2.2713937157,2.3745010826,2.4128212272000003,2.4310164289,2.4106397040000003,2.4510300395,2.2150356615,2.4573774435197846,2.2011208512,2.5609678081,2.5338166452,2.3365331867,2.4544933393,2.6531174879,3.3407415689,2.7054455064000003,3.8373639206,2.7637013504,3.4522595632,3.6414550458,2.6359504213,4.0788004375,2.657299556,3.8437922738,3.7763740412,3.7763740412,3.9298377867
-entsoe_15T,0.4539692649,0.4455587065,0.426208374,0.4381152576,0.4692753658,0.5055777775,0.4709170876,0.6477114252819485,0.481611144,0.5893481889000001,0.5883233504000001,0.4758631846,0.4782887502,0.5061680813,0.5759481439,0.6669136238000001,0.7806910738,0.5155502672,0.7806910738,0.7806910738,0.9042372943,3.0289340555,0.8380750606,0.5794334177,0.7806910738,1.5177144371,1.6350644226000002
-entsoe_1H,0.4292730862,0.4101660563,0.4224634609,0.4256814438,0.4701221999,0.4447538881,0.4680893726,0.384830535154666,0.5616083615,0.4796314997,0.5183088057,0.4404895567,0.4870732449,0.4574194984,0.6488322029,0.7440774844,0.892037158,0.8136484091,0.5748262169,0.8725110646,0.6518687919,1.9050298478,0.5970910659,0.9723015566,1.0561195215,1.9153526973,2.0110168631
-entsoe_30T,0.4335549531,0.4146546189,0.405038874,0.4445023685,0.5229834629,0.4395821765,0.5657877332,0.579068396303577,0.5004599829,0.4953109646,0.5550284881,0.5133098745,0.4883587595,0.5294317369,0.5958784273000001,0.7215674609,0.8465164158,0.5622171084,0.5524671427,0.9807421936,0.7535617677,2.4927614743,0.6559652231,0.7996836319,1.0103240736,1.6091505837,1.5911802803
-epf_be,0.5032959121,0.5171872122,0.5146457744,0.5014795033,0.5270142793,0.5416327571,0.4937475408,0.5332593102688878,0.5637818842,0.5635987802,0.5671427583,0.5464266305000001,0.5281380215,0.573131012,0.6260342733,0.6465423658,1.2134728193,0.550117544,0.604636517,1.056062842,0.7447461558,1.5343230558,0.8069993803000001,1.4843337118,1.1502802393,3.0844577095,3.1070840923
-epf_de,0.491116807,1.0103180021,0.9853228527,1.0376379231,1.0321657926,1.0304676086,1.0300426579,0.4367504266680445,1.008407533,1.0966425232,1.0153757746,0.4481231347,1.0163696767,1.0208057991,0.5089676628,1.1830726521,1.1665654366,0.4600117346,0.632211468,1.2777052381,1.092293938,1.4013077948,1.0961059598,1.4943828631,1.3876762483,1.4012217276,1.4206595351
-epf_fr,0.3617711398,0.3955569372,0.395886476,0.3979992787,0.4013687893,0.4353276464,0.4091650071,0.3739033410112943,0.3914642125,0.4290344523,0.4373481725,0.3296946424,0.4092032935,0.4389129045,0.3966932787,0.461064889,1.1455536514,0.3377276082,0.405352581,1.1580732802,0.5789717952,0.8989034360000001,0.5540351793,1.5911736362000002,1.245523433,3.8189176542,3.8479454088
-epf_np,0.6581144952,0.9514661425,0.9662899325,0.9547651442,0.9662473913,0.9821055904,1.1706350438,0.6326802888048368,1.0787234972,1.0305150538,1.1539374354,0.6784422918,0.9253466762,0.9710722954,0.6895900221,0.9450979115,1.2844682023,0.6353227614,0.8172925467000001,1.3932103544,1.2030410689,1.9332061058,1.3024697377,1.28120416,1.5298484623,1.9403665423,1.9414482925
-epf_pjm,0.3815757864,0.404272156,0.4183045813,0.405580151,0.4041709926,0.4214118509,0.4263079718,0.3821325591298794,0.5094128422,0.4493240609,0.4181511903,0.4356828169,0.4405348748,0.4216992865,0.3455213143,0.4679144039,0.4870663954,0.3694112031,0.3569453107,0.4818704953,0.5970346754,0.9138785739,0.5975950790000001,0.6031843862,0.5152721129,0.9298473052,0.9378547809
-ercot_1D,0.8691910278,0.8885593012,0.8425199384000001,0.8193500454,0.8182837222,0.8660805833,0.8296777373,0.8451644824417806,0.9106076874,0.8817792488,0.8594344444,0.9762180728,0.9470906528,0.9164572424,0.9423287706,0.9267011801,1.2548535606,1.1665632953,0.9077867237,1.1018625514,1.1560832976,1.3820413502,1.1613994614,1.4186958593,1.3382664903,1.3903868577,1.4000667369
-ercot_1H,1.0291210659,1.073420423,1.0699724465,1.1062954854,1.0649765757,1.1001127974,1.1510446687,1.107700165389693,1.3347209787,1.0947836283,1.1254333272,1.2289820048,1.0976603356,1.1379290551,1.120598037,1.2226080643,1.2598225559,1.2198959074,1.3214751737,1.1754444734,1.5894603436,2.6755881519,1.6141545065,1.2749706344,1.3214751737,2.6413248366,2.6942610973
-ercot_1M,0.7549419478,0.7344646848,0.7443515152,0.7410596322,0.8060543733000001,0.7727935542000001,0.7715311204,0.7553373538052813,0.7468934166000001,1.0036782341,0.8388079947,0.7477304274000001,0.9725732486,0.7729483525,0.9597229178,0.917392765,0.7617082098,0.9725133,0.8798250142,0.7879913772,1.1003515104,0.7564464103,1.1319534585,0.9653005258,0.9042858344,3.4990135147,3.8188806089
-ercot_1W,0.9664287997,0.9342862465,0.9295393459,0.9357843462,0.9546524174,0.9803640377,0.9324255959,0.9964452557030437,0.9729797938,1.0610507161,0.9754918214,1.0976477799,1.0526167053,0.9613116074,1.1863135463,1.2458511259,2.0949542296,1.0380153591,1.0192954526,2.0899487146,1.5134613082,2.0679213703,1.5178949884,2.1282361519,2.0789778449,2.0789778449,2.08010839
-favorita_stores_1D,0.9164120516,0.9568145277,0.957299319,0.9643153172,0.9681608121,1.0011850261,0.9493623589,0.989499543264631,1.0189850251,1.0364488755,1.0300815581,0.9637863937,0.979821362,1.0322306622,1.0769941706,1.0613262128,1.197046553,1.0670043372,1.0970758974,1.2216416049,1.2169457375,1.2378827408,1.2374486446,1.2731528129,1.6902367837,2.6356836342000003,2.6562348007
-favorita_stores_1M,1.7943754897000002,1.8178061811,1.8288812277,1.8354272819,1.8559124263,1.8077841091,1.9983090295,1.9234985965626687,1.877365611,2.0096879831,1.8455187971,1.9206099315,2.0913151512,2.0865003622,2.0974305924,2.2542926251,1.9426065544,2.1000375919,2.1000375919,2.0381596399,2.3704432246,1.9424462273,2.4362983732,1.9416453029,2.0967116015,2.0578284218,2.1067030725
-favorita_stores_1W,2.0241017868,2.0435379772,2.0404245134,2.0481420709,2.0462405913,2.0558505179,1.9683866141,2.054172465191093,2.0181047236,2.1281396981,2.0834063591,2.0504188569,2.1965497119,2.1010925575,2.2156335262,2.3082226469,2.2196005529,2.2405815866,2.3266869236,2.2969051103,2.4201344249,2.3568206954,2.4844421105,2.3159830055,2.493828911,2.493828911,2.5295781948
-favorita_transactions_1D,0.684612804,0.9445906683,0.9691195791,1.0558440937,1.0314215723,1.0712494281,0.9750458565,1.2831102129867946,0.9750458565,0.9750458565,1.165461955,1.196304363,0.9750458565,0.9750458565,1.0392228061,1.1981736735,1.1848435872,1.7065906049,1.2607887013,1.5621685722,1.310724942,1.1813088428,1.4453713127,1.2463370549,1.7338216692,2.7303837443,2.7460309868
-favorita_transactions_1M,0.9426020865,1.0898108433,1.1426459881,1.1282570754,1.0893114005,1.1494598672,1.1326950892,1.2138108309494609,1.0493959644,1.3972687837,1.2087569342,1.2140686036,1.3896304682,1.3584690769,1.3333949017,1.4526874778,1.1521707921,1.6376187465,1.3333949017,1.2777968251,1.546237101,1.1787496577,1.5468854988,1.2743467081,1.3301725317,1.742429157,1.8848236976
-favorita_transactions_1W,1.2279251974,1.3275482931,1.3623307768,1.3959773193,1.3836394233,1.4613329187,1.4283013105,1.5792758918796217,1.3023858443,1.5609912723,1.5187757056,1.6972179627,1.4633900408,1.4283013105,1.8105447817,1.8454095028,1.5592826469,1.6344103055,1.8072413097,1.6323137004,1.428234155,1.6473855441,1.9071822198,1.702092846,1.6714139442,1.6714139442,1.7289504359
-fred_md_2025/cee,3.4681773516,3.4942281917,3.630142231,3.5504661202000003,3.3490390927,3.5530764112,4.4904404316,4.822992531019894,4.4904404316,4.4904404316,3.5359407686,3.7041500289,4.4904404316,4.4904404316,7.6925211545,4.8863751494,3.7449838629,6.9393157052,5.3109209972,5.8791416317,4.6328539376,3.6428847697,4.3179064296,4.3189751677,9.437102726,5.9195737806,4.2362936577
-fred_md_2025/macro,5.6801712856,5.0400543973,5.0621548708,5.1382708302,5.3069669569,5.1661849842,5.8417533351,6.623291752242224,5.8417533351,5.8417533351,5.2765655398,6.1825139742,5.8417533351,5.8417533351,7.1011174556,6.2236190621,5.7428835176,7.7591999599,6.3217648862,6.5438633313,6.3882787546,5.7936387624,6.3128442527,6.012472706,9.579307634,6.4047597145,5.9752290634000005
-fred_qd_2025/cee,2.1919917498,1.8959691559,1.8267948727,1.8513157927,2.0461814758,1.8110020468,2.1807036328,2.4554780915288537,2.1195490728,1.7606520917,1.8282301609,2.101214517,2.295596059,2.3654952358,4.5666976905,3.6414340592,1.9027740876,4.2968453253,3.8775183088,1.9543398256,2.5165776347,2.1232724401,2.4572431853,2.2176909312,4.4448479394,3.6757739505,2.1956616598
-fred_qd_2025/macro,3.5367304504,3.3930127564,3.3943726422,3.3733442079,3.5296543365,3.3639434301,3.5932767777,4.039724069464175,3.6105250303,3.398953642,3.5102113787,3.8719882611,3.6155616019,3.6544020316,4.7066002132,4.5427910096,3.61485092,4.8382267803,4.1198307849,3.867502906,4.3215014285,3.9044348798,4.2447347559,3.8250563511,5.2213315156,4.2518846304,3.7928251231
-gvar,0.5781460056000001,0.5520770844,0.5523810767,0.5553047582,0.5767863273,0.5586088046000001,0.5902138188,0.5938390869805694,0.5795708007,0.5751378779,0.5795582951,0.6012717483000001,0.5933262222,0.5962858425,0.7665804953,0.7468286472,0.5896099364,0.682673492,0.6419824392,0.6171744531000001,0.7164579825,0.5932241960000001,0.708557575,0.6161918224,0.7861696299,0.6701753201,0.6414950052
-hermes,0.6092189134,0.6428202477,0.639800402,0.6498324266000001,0.6510189417000001,0.6741658114,0.6183988825,0.6188832166415184,0.6381034028,0.9852563242,0.7133876145,0.6468349598,0.7037822328000001,0.6752116274000001,0.9395641353,0.8242736568,1.4161688306,0.8661144355,1.1546456242,1.2129200317,1.1717275135,1.6730456533,1.1831678061,1.5539343327,2.1461477989,2.1461477989,2.2601295925
-hierarchical_sales_1D,0.5567377231,0.5484381323,0.5518996789,0.5516858958,0.5472671455,0.5553720088,0.5516009988,0.5518801120405257,0.5610893835,0.547031209,0.5523202468,0.5730396578,0.5508924456000001,0.5508924456000001,0.5667204665000001,0.63854811,0.7197387021,0.5717076034,0.5775128338000001,0.6445167349,0.8940101514000001,0.7933138018,0.6884073577,0.815310861,1.0291569641,1.5929687017,1.6067653203
-hierarchical_sales_1W,0.6161304379,0.624085328,0.6233546775000001,0.6258001616000001,0.6208684049000001,0.6309678977000001,0.6177938223,0.6250946465314302,0.6224977220000001,0.6379482866,0.6371435328,0.6334654,0.6366963837,0.6366963837,0.6734145718,0.7066222052000001,0.7460571899,0.6595958758,0.6934204731,0.7472607396000001,0.7843729859,10.4767922043,0.7892378,0.7744970072,1.3859393712,1.3859393712,1.4166524035
-hospital,0.6860471169,0.6841879552,0.6846047194,0.6824665364,0.6884080713,0.6850518532000001,0.6797112234,0.6731882113926562,0.7150951289,0.7333951985,0.7064233591,0.6961231004,0.6968021754,0.6968021754,0.8156058973,0.8343055996000001,0.6974795861,0.7967011435,0.7754934212,0.7310321411,1.1000360569,0.72594971,1.0844048735,0.7401804133000001,0.8075125999999999,1.0208467823,1.0870231781
-hospital_admissions_1D,0.5544475609,0.5543424782,0.5541303956,0.5544590612,0.5551415716,0.5545977005,0.5560606366,0.5543550233133119,0.5627026409,0.5565258195,0.5546337247,0.5623231751000001,0.5555647833,0.5561584179,0.5632521932,0.610265181,0.5569559243000001,0.5603946334000001,0.5642281657,0.5556445819,0.7223396451,0.5557966851,0.7220747847,0.5748023861,0.8571822312,1.3250699949,1.3357575783
-hospital_admissions_1W,0.5763906233,0.5787779578000001,0.5791562113000001,0.578490351,0.585060916,0.578135881,0.5795336826,0.5814975220067113,0.5871381871,0.5988911707,0.5860531109,0.5823740864,0.5862064839000001,0.5868402228,0.58146478,0.6410506868,0.57890017,0.5941090541,0.6143388617000001,0.5793359346,1.0614172701,0.5783166585,1.1299828457,0.5976752263,1.0492127287,1.0492127287,1.0884368163
-jena_weather_10T,0.3543287448,0.3452384725,0.3452573699,0.349190447,0.3893025432,0.3521827767,0.3571555591,0.3977691542162583,0.3585628877,0.3681838375,0.3620502047,0.3982931033,0.4178230298,0.4178230298,0.4664932635,0.4152438085,0.5538563553,0.4273236416,0.5945116836000001,0.5032091612,0.7646151092,0.7418250317,0.6820499033,0.7929160857,0.6729893281,0.7693201103,0.8000027455000001
-jena_weather_1D,1.1112540398,1.1538624622,1.1583045413,1.1174383099,1.0716473767,1.129349467,1.0903437468,1.1431718457152311,1.1090836186,1.1102918031,1.1355619161,1.169457826,1.0749683519,1.0749683519,1.5715589625000002,1.2388075013,1.3391730827,1.8310462786,1.9409795236,1.3052392127,1.9991114653,1.6641987749,1.9679278165,1.5312195925,1.7668616048,2.1502001769,2.2588602062
-jena_weather_1H,0.3530166989,0.3494926844,0.3506141223,0.3542711499,0.3556669004,0.3592740462,0.3588962232,0.428629334578385,0.3582722458,0.3614757077,0.3619730242,0.415359889,0.3668484894,0.3668484894,0.4675756221,0.3803257267,0.4515903501,0.4411310457,0.4870567156,0.4369650957,0.5220404427,0.552924987,0.5708323869,0.5933268922,0.6550438080000001,0.5788947411,0.5844505982
-kdd_cup_2022_10T,0.4250790923,0.447004261,0.4330467661,0.4282436484,0.5333420093,0.4368852356,0.5333420093,0.4559395274289512,0.5333420093,0.5333420093,0.4355228069,0.5644804492000001,0.5333420093,0.5333420093,0.4956628002,0.5333420093,0.7163827294,0.6623905197000001,0.67751777,0.7400410128,0.7521142134000001,0.746986754,0.8303712878,0.7782845343,0.7774995271,0.7544738308000001,0.843339209
-kdd_cup_2022_1D,0.703502155,0.6977554734,0.6930008373000001,0.7031467502000001,0.6974981279,0.6972014541,0.6975119232,0.7090888044750191,0.7225312716000001,0.703265005,0.7440942069,0.7278216361000001,0.7078449032,0.7086991552,0.8800525434,0.8018621055,0.7298649393000001,0.9073817196,0.8779595727,0.7200476657,1.0246834579,0.7509996386000001,1.0034332515,0.7391822819,0.9005495229,1.1381260541,1.164651229
-kdd_cup_2022_30T,0.4388772718,0.4451861188,0.4399407544,0.4400916592,0.4319676063,0.4323781862,0.5054627583,0.458777471541116,0.4260441729,0.4287190469,0.4370582677,0.5544360955000001,0.4273561269,0.5612428372,0.6316240477,0.5099402658000001,0.6792707648,0.6391498337,0.6825619174,0.6406027351,0.5719581529000001,0.7719233297,0.7476704067000001,0.7653501955,0.7740434259000001,0.7638792977000001,0.7929597827
-m5_1D,0.7216368132000001,0.704144171,0.7044639941,0.7054049866000001,0.7143626549000001,0.7101053234,0.7292764904,0.7201100611971899,0.7292764904,0.7292764904,0.7160844073,1.2544668351,0.7292764904,0.7292764904,0.7204230466,0.8516064277000001,0.8497151257000001,0.7940666040000001,0.7947398711,0.8516619787,0.9115608992,0.8527658262000001,0.9060352654,0.8721490282000001,1.2544668351,1.9603909971,1.9793212182
-m5_1M,0.9769838168,1.0883596808,1.0882265961,1.0171056227,0.9740068996,0.9921575147,0.9798127287,0.9855240728785152,1.0070103764,1.0440301056,1.0100709358,1.0008086842,0.9958730284,1.0000578956,1.00567635,1.0814673882,1.0218593551,0.9998964569,1.0998342408,1.0455375295,1.1688542464,1.1082320943,1.1750728183,1.0987392539,1.1398593577,1.1923633097,1.2896192832
-m5_1W,0.9001918553,1.1721142515,1.0827555561,1.0129572572,0.9025800624,0.89877054,0.9165191906,0.9044856124191126,0.9164156144,0.9047379135,0.9120098851,0.9191855641,0.9069017161,0.9165191906,0.876315536,0.9747800888,0.936267814,0.9204466291,1.0280772869,0.9366737298,1.1331152987,0.9530783876,1.1357351186,0.96339616,1.3557578929,1.3557578929,1.3899419911
-proenfo_gfc12,0.6485047492,0.8538338737000001,0.8409608442000001,0.8404503113,0.9081089707,0.880628559,0.9171920618,0.6143894962583005,0.9171920618,0.9171920618,0.9279077458,0.8233246403000001,0.9171920618,0.9171920618,1.2455063445,0.9003739311000001,1.3049877202,1.3191343096,1.0154808885,1.1408344717,1.1792674572,2.4308618505,1.3037960599,1.4149215678,1.1997208149,2.3796009829,2.480520524
-proenfo_gfc14,0.4301437324,0.6798239947,0.6703903271,0.6997715783,0.7205809898000001,0.7100394417,0.7673985078000001,0.4257560843855685,0.7673985078000001,0.7673985078000001,0.7977474731,0.5075102348,0.7673985078000001,0.7673985078000001,0.3993229789,0.4208035936,0.9059811027,0.5398395481,0.3920981903,0.9471264481,0.6015004656,1.1104064481,0.6914805803,1.0554823694,1.0750756471,3.2096156537,3.402595253
-proenfo_gfc17,0.4848892231,0.8323749623000001,0.8416294457,0.8404405091,0.8894497153,0.8651703039,0.9004430913,0.5278615771564448,0.9004430913,0.9004430913,0.988689117,0.6727990495,0.9004430913,0.9004430913,1.3696616279,0.5086387805,1.1415607167,1.3875307958,1.0401020555,1.1149783953,0.7016856003,2.134645723,0.8171314171,1.146953594,1.3160349082,2.5749629162,2.7046737757
-redset_15T,0.7901010349,0.6948127014000001,0.64021543,0.6908155589,0.832610955,0.8138408035,0.7405330099,1.208107811159514,3.0580971058,0.8204798089,0.8875343451000001,1.2524930005,1.0409395891,1.2430012401,1.3227435674,1.160404574,1.2313423839,1.3124539858,1.3124539858,1.2313423839,0.9647518396,1.2313423839,1.3248073962,10.1219215148,1.2313423839,33.9212723884,35.0901221342
-redset_1H,1.3653252295,1.2901889685,1.2700161619,1.2834254628,1.33657964,1.320261017,1.3665094125,1.3382589717102331,1.2871407749,1.306035897,1.3767793335,1.3215384818,1.4098475969,2.27902726,2.131588522,1.4505298471,1.8587229269,2.131588522,2.131588522,1.8772582274,1.5082353606,2.3765166373,1.5857808187,4.0716887314,1.9424894304,10.5809681143,10.6448235476
-redset_5T,0.6541973572,0.5941297826,0.5967971557,0.6048864070000001,0.7872933796,0.6393017889,0.7231351039,0.7492060032121453,1.0462110221,0.72031905,0.7118904883,0.7248827756,0.7931599226,1.0259131623,0.9439264405,0.8873768717,2.6902332368,1.1108089646,1.2602009443,1.9052087714,1.0727900715,1.2243411633,1.1897695244,3.3566436473,1.2243411633,12.0595440041,13.0588504405
-restaurant,0.6853328207,0.7243627349,0.7376504095,0.8180863359,0.6816216492,0.7703560352000001,0.6773501619,0.6862267947497396,0.6999498780000001,0.7035955145,0.7520722316,0.6912835394,0.6890372915,0.6890372915,0.7081608192000001,0.7474752761,0.7085204449,0.6993539572,0.7234437018000001,0.7558027764,0.9536264495,1.0214758889,0.960119527,0.7607880059000001,0.9837597912,1.6150739541,1.6918666336
-rohlik_orders_1D,0.9592108487,1.0322960977,1.0922811685,1.0837265841,0.9857545096,1.1692702801,1.0057460702,1.0524120251826534,1.0297496333,1.1326380713,1.1775773245,1.1796657517,0.9699727202,1.050752156,1.2025174785,1.1963053977,1.2113713605,1.6779941054,2.0212570515,1.2661753776,1.1782540556,1.4469855142,1.2529082984,1.3973344849,1.5544219076,2.9129738539,2.9819524061
-rohlik_orders_1W,1.2996633839,1.3854453606,1.4027437012,1.3692473864,1.3004244294,1.40148047,1.3277785394,1.4150472261463665,1.242802883,1.4868445637,1.4951892004,1.3168567359,1.5783678428,1.4281796166,1.4645987203,1.8923042995,1.3984122281,1.9053408247,1.7175486694000002,1.4146777192,2.0977100612,1.4189633191,1.454548729,1.3962994474,1.48444226,1.48444226,1.4886376727
-rohlik_sales_1D,0.8807894575,1.1560317215,1.1660403798,1.1851125302,1.1480800214,1.2157829822,1.0957943213,0.8988259978130893,1.237392081,1.2176496301,1.2292801132,0.8652446623000001,1.1696411251,1.1471494649,1.3316247919,1.2026659678,1.2482652211,1.3004175995,1.3549325596,1.2758180739,1.2675984212,1.2661606674,1.3423163541,1.2818357402,1.3749816714,1.5460015534,1.5603708995
-rohlik_sales_1W,1.2741411479,1.7701907593,1.4916082623,1.4952528856,1.4251751967,1.5727170773,1.4010447149,1.1594553457688928,1.4254615313,1.5045931055,1.5602309386000002,1.1282382034,1.5157422748,1.521596632,1.9282179033,1.6933358341,1.6455287749,1.9282179033,1.9282179033,1.8024970974,1.9301492595,14.453220694,1.8945888306,1.6547436187,1.9282179035,1.9282179035,1.9690203082
-rossmann_1D,0.2834680757,0.4770118744,0.4812073721,0.4945914321,0.5391344861,0.5297763587000001,0.5015787541,0.2454697484253374,0.5045180931000001,0.5677396366,0.5480332795,0.2388641206,0.5274198803,0.5246207313,0.9238993591,0.5305513714,0.5781174408,0.8529477276,0.9238993591,0.561928337,0.3321575309,0.5936917113,0.34123088,0.8315478226,0.9136725128,2.7620723433,2.8181795797
-rossmann_1W,0.3076934923,0.5094845774,0.5068690891000001,0.5137769939,0.4815594256,0.4987686782,0.4951771694,0.2557311753954694,0.4928910219,0.4944013276,0.5291591964,0.2538379076,0.496872717,0.4871499621,0.8271107243,0.5781252095,0.5013867415000001,0.8717146251000001,0.8872283923000001,0.5212168044000001,0.6692176588000001,0.5175490829,0.6779352599,0.5160293345,0.8987958640000001,0.8987958640000001,0.9605854168
-solar_1D,0.5935714274,0.6059313025,0.608533274,0.6120411752,0.6141032694,0.6175156859,0.6181956024,0.6007024118525235,0.6291235633000001,0.6224482203,0.6213192447,0.6105571711000001,0.6373379617,0.6349957549,0.7350982512,0.6669937254,0.652875996,0.815521708,0.7133336797000001,0.6575818018,1.8607200349,0.6558359494,2.2979579377,0.6785205048,0.9019637407,1.4067834905,1.4888788392
-solar_1W,0.8952785596,1.2167066201,1.2393398508,1.1717885418,1.1207884688,1.2648448129,1.0958866233,0.9236835004905196,1.0179338672,1.3906810248,1.3573440669,0.8939012542,1.6583052108,0.9401913978,0.8825952499,0.9287843032,1.2959542538,1.9747426014,2.2018435063,1.2798883226,2.524343999,1.2121746925,2.3090676701,1.4256110689,1.4228493264,1.4228493264,1.8015134301
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-us_consumption_1Q,1.7235145142,1.8176170854,1.7936357479,1.8646011041,1.8028657326,1.7385742469,1.9266298958,2.3015815226386094,2.0467999003,1.7047175135,1.8040049941,1.9406715222,1.7957240919,1.7641755193000002,2.8363545349,2.8659918221,1.9078568226,1.9871704318,1.9754605405,2.0470332563,2.0810783476,1.8861010476,2.1753321437,2.3452449684,3.3237196194,2.5675143832,2.1897132877
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+Task name,Chronos-2,TiRex-2,Toto-2.0-2.5B,Toto-2.0-1B,Toto-2.0-313m,TiRex,Toto-2.0-22m,TimesFM-2.5,TabPFN-TS-3,FlowState,Toto-1.0,Toto-2.0-4m,TabPFN-TS,Moirai-2.0,Chronos-Bolt,TFT,Sundial-Base,Stat. Ensemble,PatchTST,DeepAR,AutoARIMA,AutoETS,CatBoost,LightGBM,AutoTheta,Seasonal Naive,Naive,Drift
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diff --git a/tables/pivot_SQL_baseline_imputed.csv b/tables/pivot_SQL_baseline_imputed.csv
index b35b2297c05873346c4c2531d9588f42028e0e08..efb11ff81d61027441dfe971fdb13bbd90bd0dc5 100644
--- a/tables/pivot_SQL_baseline_imputed.csv
+++ b/tables/pivot_SQL_baseline_imputed.csv
@@ -1,101 +1,101 @@
-Task name,Chronos-2,Toto-2.0-2.5B,Toto-2.0-1B,Toto-2.0-313m,TiRex,Toto-2.0-22m,TimesFM-2.5,TabPFN-TS-3,FlowState,Toto-1.0,Toto-2.0-4m,TabPFN-TS,Moirai-2.0,Chronos-Bolt,TFT,Sundial-Base,Stat. Ensemble,PatchTST,DeepAR,AutoARIMA,CatBoost,AutoETS,LightGBM,AutoTheta,Seasonal Naive,Naive,Drift
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-uk_covid_utla_1W/cumulative,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
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+uk_covid_nation_1W/cumulative,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+uk_covid_nation_1W/new,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+uk_covid_utla_1D/new,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+uk_covid_utla_1W/cumulative,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+us_consumption_1M,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+us_consumption_1Q,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+us_consumption_1Y,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+walmart,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+world_co2_emissions,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+world_life_expectancy,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+world_tourism,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
diff --git a/tables/pivot_SQL_leakage_imputed.csv b/tables/pivot_SQL_leakage_imputed.csv
index f00a570db7491511d08a2dccab137a1aadcb8ddc..431824bd3423849a52fc7a90dfb8ed0655942ef0 100644
--- a/tables/pivot_SQL_leakage_imputed.csv
+++ b/tables/pivot_SQL_leakage_imputed.csv
@@ -1,101 +1,101 @@
-Task name,Chronos-2,Toto-2.0-2.5B,Toto-2.0-1B,Toto-2.0-313m,TiRex,Toto-2.0-22m,TimesFM-2.5,TabPFN-TS-3,FlowState,Toto-1.0,Toto-2.0-4m,TabPFN-TS,Moirai-2.0,Chronos-Bolt,TFT,Sundial-Base,Stat. Ensemble,PatchTST,DeepAR,AutoARIMA,CatBoost,AutoETS,LightGBM,AutoTheta,Seasonal Naive,Naive,Drift
-ETT_15T,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-ETT_1D,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-ETT_1H,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-ETT_1W,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-LOOP_SEATTLE_1D,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-LOOP_SEATTLE_1H,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-LOOP_SEATTLE_5T,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-M_DENSE_1D,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-M_DENSE_1H,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-SZ_TAXI_15T,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-SZ_TAXI_1H,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-australian_tourism,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-bizitobs_l2c_1H,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-bizitobs_l2c_5T,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-boomlet_1062,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-boomlet_1209,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-boomlet_1225,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-boomlet_1230,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-boomlet_1282,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-boomlet_1487,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-boomlet_1631,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-boomlet_1676,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-boomlet_1855,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-boomlet_1975,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-boomlet_2187,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-boomlet_285,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-boomlet_619,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-boomlet_772,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-boomlet_963,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-ecdc_ili,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-entsoe_15T,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-entsoe_1H,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-entsoe_30T,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-epf_be,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-epf_de,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-epf_fr,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-epf_np,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-epf_pjm,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-ercot_1D,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-ercot_1H,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-ercot_1M,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-ercot_1W,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-favorita_stores_1D,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-favorita_stores_1M,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-favorita_stores_1W,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-favorita_transactions_1D,False,False,False,False,False,False,True,False,True,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-favorita_transactions_1M,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-favorita_transactions_1W,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-fred_md_2025/cee,False,False,False,False,False,False,True,False,True,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-fred_md_2025/macro,False,False,False,False,False,False,True,False,True,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-fred_qd_2025/cee,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-fred_qd_2025/macro,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-gvar,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-hermes,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-hierarchical_sales_1D,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-hierarchical_sales_1W,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-hospital,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-hospital_admissions_1D,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-hospital_admissions_1W,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-jena_weather_10T,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-jena_weather_1D,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-jena_weather_1H,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-kdd_cup_2022_10T,False,False,False,False,True,False,True,False,True,True,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False
-kdd_cup_2022_1D,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-kdd_cup_2022_30T,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-m5_1D,False,False,False,False,False,False,True,False,True,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-m5_1M,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-m5_1W,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-proenfo_gfc12,False,False,False,False,False,False,True,False,True,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-proenfo_gfc14,False,False,False,False,False,False,True,False,True,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-proenfo_gfc17,False,False,False,False,False,False,True,False,True,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-redset_15T,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-redset_1H,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-redset_5T,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-restaurant,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-rohlik_orders_1D,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-rohlik_orders_1W,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-rohlik_sales_1D,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-rohlik_sales_1W,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-rossmann_1D,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-rossmann_1W,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-solar_1D,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-solar_1W,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-solar_with_weather_15T,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-solar_with_weather_1H,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-uci_air_quality_1D,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-uci_air_quality_1H,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-uk_covid_nation_1D/cumulative,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-uk_covid_nation_1D/new,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-uk_covid_nation_1W/cumulative,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-uk_covid_nation_1W/new,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-uk_covid_utla_1D/new,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-uk_covid_utla_1W/cumulative,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-us_consumption_1M,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-us_consumption_1Q,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-us_consumption_1Y,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-walmart,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-world_co2_emissions,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-world_life_expectancy,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-world_tourism,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+Task name,Chronos-2,TiRex-2,Toto-2.0-2.5B,Toto-2.0-1B,Toto-2.0-313m,TiRex,Toto-2.0-22m,TimesFM-2.5,TabPFN-TS-3,FlowState,Toto-1.0,Toto-2.0-4m,TabPFN-TS,Moirai-2.0,Chronos-Bolt,TFT,Sundial-Base,Stat. Ensemble,PatchTST,DeepAR,AutoARIMA,AutoETS,CatBoost,LightGBM,AutoTheta,Seasonal Naive,Naive,Drift
+ETT_15T,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+ETT_1D,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+ETT_1H,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+ETT_1W,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+LOOP_SEATTLE_1D,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+LOOP_SEATTLE_1H,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+LOOP_SEATTLE_5T,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+M_DENSE_1D,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+M_DENSE_1H,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+SZ_TAXI_15T,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+SZ_TAXI_1H,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+australian_tourism,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+bizitobs_l2c_1H,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+bizitobs_l2c_5T,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+boomlet_1062,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+boomlet_1209,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
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+boomlet_1230,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+boomlet_1282,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
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+boomlet_1631,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+boomlet_1676,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
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+boomlet_2187,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
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+boomlet_963,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
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+entsoe_30T,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+epf_be,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+epf_de,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
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+ercot_1D,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
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+ercot_1M,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+ercot_1W,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+favorita_stores_1D,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+favorita_stores_1M,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+favorita_stores_1W,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+favorita_transactions_1D,False,False,False,False,False,False,False,True,False,True,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+favorita_transactions_1M,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+favorita_transactions_1W,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+fred_md_2025/cee,False,False,False,False,False,False,False,True,False,True,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+fred_md_2025/macro,False,False,False,False,False,False,False,True,False,True,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+fred_qd_2025/cee,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+fred_qd_2025/macro,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+gvar,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+hermes,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+hierarchical_sales_1D,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+hierarchical_sales_1W,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+hospital,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+hospital_admissions_1D,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+hospital_admissions_1W,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+jena_weather_10T,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+jena_weather_1D,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+jena_weather_1H,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+kdd_cup_2022_10T,False,False,False,False,False,True,False,True,False,True,True,False,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False
+kdd_cup_2022_1D,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+kdd_cup_2022_30T,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+m5_1D,False,False,False,False,False,False,False,True,False,True,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+m5_1M,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+m5_1W,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+proenfo_gfc12,False,False,False,False,False,False,False,True,False,True,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+proenfo_gfc14,False,False,False,False,False,False,False,True,False,True,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+proenfo_gfc17,False,False,False,False,False,False,False,True,False,True,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+redset_15T,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+redset_1H,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+redset_5T,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+restaurant,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+rohlik_orders_1D,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+rohlik_orders_1W,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+rohlik_sales_1D,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+rohlik_sales_1W,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+rossmann_1D,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+rossmann_1W,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+solar_1D,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+solar_1W,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+solar_with_weather_15T,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+solar_with_weather_1H,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+uci_air_quality_1D,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+uci_air_quality_1H,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+uk_covid_nation_1D/cumulative,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+uk_covid_nation_1D/new,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+uk_covid_nation_1W/cumulative,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+uk_covid_nation_1W/new,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+uk_covid_utla_1D/new,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+uk_covid_utla_1W/cumulative,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+us_consumption_1M,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+us_consumption_1Q,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+us_consumption_1Y,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+walmart,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+world_co2_emissions,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+world_life_expectancy,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+world_tourism,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
diff --git a/tables/pivot_WAPE.csv b/tables/pivot_WAPE.csv
index b2b2aff3eb3616d00dcbf5981679b6244f992035..be45ed09cfea5108bfe82ddc21921eb9db7de755 100644
--- a/tables/pivot_WAPE.csv
+++ b/tables/pivot_WAPE.csv
@@ -1,101 +1,101 @@
-Task name,Toto-2.0-2.5B,Toto-2.0-1B,Chronos-2,Toto-2.0-313m,Toto-2.0-22m,TimesFM-2.5,TiRex,TabPFN-TS-3,FlowState,TabPFN-TS,Toto-1.0,Toto-2.0-4m,Moirai-2.0,Chronos-Bolt,Sundial-Base,CatBoost,LightGBM,Stat. Ensemble,TFT,PatchTST,DeepAR,AutoETS,AutoARIMA,AutoTheta,Naive,Seasonal Naive,Drift
-ETT_15T,0.1093204188,0.1096413526,0.1128598566,0.1102235484,0.1133056087,0.1167248716,0.1158377721,0.1277055473232923,0.1134573436,0.1222164234,0.1215191215,0.1165488051,0.1146202501,0.1146202501,0.1157490913,0.1333792316,0.1398110393,0.1473227956,0.1328079771,0.1186695699,0.1393924813,0.2089927319,0.1473227956,0.1327521247,0.202845638,0.1473227956,0.2094913494
-ETT_1D,0.3394552275,0.3280857838,0.3210531483,0.3158326952,0.3229389383,0.3321509522,0.3280948975,0.3355526428793763,0.371841069,0.3527269384,0.3405863591,0.3352292924,0.3275848036,0.3275848036,0.3646975075,0.363591792,0.3295882514,0.3275626731,0.4094091823,0.3795980344,0.3918615035,0.3392487668,0.3554786791,0.3405146072,0.3361394622,0.3566862672,0.3456173952
-ETT_1H,0.2437576175,0.2445032078,0.2467289659,0.2424597287,0.2442280412,0.2452016068,0.2477475434,0.2587453255658147,0.2500971646,0.2535823447,0.243451935,0.2487794037,0.2464663105,0.2464663105,0.2547681354,0.2780071237,0.2765730893,0.262127553,0.2644368017,0.2656204862,0.2659028279,0.3240313317,0.2729976741,0.2708169586,0.338907016,0.2864224587,0.3517438199
-ETT_1W,0.5067147578,0.5190302288,0.5228870836,0.5174044067,0.4859628314,0.4956519363,0.4771292578,0.520022349394661,0.511936006,0.5145717291,0.4957755585,0.4687525665,0.4599850641,0.4599850641,0.5208597481,0.6083512742,0.5222573649,0.4587044315,0.4680254205,0.4445193222,0.4762920601,0.4551568284,0.5033163587,0.4891462915,0.3963209978,0.3963209978,0.4451834252
-LOOP_SEATTLE_1D,0.0359374356,0.0360972337,0.0363369958,0.0363307562,0.0367073286,0.0359623256,0.0367103026,0.0357774658359257,0.0356744821,0.0366289483,0.038823438,0.0392369505,0.0373221389,0.0373221389,0.0372882528,0.0458887833,0.0451010422,0.0378798347,0.0392690751,0.0418140235,0.0437190303,0.0379914598,0.0375884529,0.038968802,0.0786971631,0.0445690594,0.0891125322
-LOOP_SEATTLE_1H,0.06816517,0.0673969781,0.0681990332,0.0673099319,0.0706625336,0.0643115029,0.0704373399,0.0713651283937751,0.0683908426,0.0716520886,0.0749549385,0.0795993086,0.07979342,0.07979342,0.077676107,0.0786934855,0.0759691767,0.1021083959,0.0699971461,0.0742517529,0.0772867588,0.1460618878,0.1129810625,0.1024438366,0.1526884162,0.1172784963,0.1758716537
-LOOP_SEATTLE_5T,0.0772399432,0.0744810165,0.0736883423,0.0753441604,0.0740519529,0.0792618448,0.0750445002,0.0962011672777523,0.0811139788,0.0815252506,0.0756154473,0.0750912871,0.0886344944,0.0886344944,0.0829992138,0.092754854,0.093645715,0.1069220741,0.0754857662,0.0820779495,0.0755048556,0.1085262701,0.1080897003,0.1108838339,0.1121638606,0.0883255612,0.1301715225
-M_DENSE_1D,0.1011238143,0.0983824779,0.083318119,0.1019439018,0.1071643367,0.0935403827,0.0993285481,0.093351624720203,0.0944414084,0.0967641323,0.1091491666,0.1124073754,0.0985291558,0.0985291558,0.0968305223,0.0981694563,0.0957110479,0.1192791435,0.0882527837,0.124360167,0.1251160023,0.1300925918,0.1260855301,0.1322432979,0.1969771493,0.1419847532,0.2006916609
-M_DENSE_1H,0.1426968956,0.1446259812,0.1462710002,0.1439970149,0.1511157635,0.1379960554,0.1467316923,0.1440050897051253,0.1431459855,0.1612682207,0.1533336131,0.1835893874,0.146687637,0.146687637,0.1584326059,0.1423458068,0.146969784,0.2484246657,0.1435627361,0.1484567094,0.1441513556,0.3140071828,0.2454276024,0.2921647739,0.6536297205,0.2611668877,0.7074491787
-SZ_TAXI_15T,0.2399044971,0.2395844008,0.2391328625,0.2394940953,0.2417945176,0.2409728498,0.2404616798,0.2427411944683499,0.2421101707,0.2510481419,0.2440836698,0.2432725185,0.2437216353,0.2437216353,0.245247978,0.2575205425,0.2672559373,0.3343059967,0.2487469595,0.2450097222,0.2486180086,0.3189421009,0.3343059967,0.2728340265,0.3568555375,0.3343059967,0.3669907246
-SZ_TAXI_1H,0.1607278219,0.1612936025,0.1627460048,0.1600338345,0.1626474037,0.1730356132,0.1678203544,0.1673777185967798,0.178433196,0.1876738885,0.1653456491,0.1660172808,0.1713460045,0.1713460045,0.2091502994,0.2283900294,0.2222432054,0.1850999182,0.3066544503,0.2866523282,0.2024572254,0.6624498779,0.2079726255,0.2595271883,0.246570508,0.2122471743,0.2908696599
-australian_tourism,0.0991654326,0.1031427947,0.0905689129,0.1024777689,0.1217966059,0.0948839244,0.1068701122,0.0926205644584735,0.1159215245,0.0928173902,0.1336289898,0.1434159682,0.1308895306,0.1434193129,0.0969211906,0.1127308859,0.114470018,0.0957876079,0.1075350294,0.1212877223,0.1476027155,0.0970392975,0.1101633592,0.1052965868,0.1803925375,0.1130525186,0.1993307009
-bizitobs_l2c_1H,0.2649811358,0.2830118331,0.3308650646,0.2740413015,0.3194207955,0.3901138188,0.4282031108,0.3647902085633162,0.3943252864,0.3722320029,0.5398329498000001,0.3887154792,0.4081446067,0.4081446067,0.4650631395,0.4824019412,0.6596941904,1.3223615306,1.3378529006,0.4125489479,0.6359198922,1.2847489361,1.7735276670000002,1.398048772,1.3024706114,2.2812914149,1.3151569495
-bizitobs_l2c_5T,0.6019642518,0.7084742741000001,0.4957355787,0.8028948850000001,1.0151896199,0.905720177,1.413578143,0.370571949725277,0.4191976395,1.112724066,1.2217795091,1.1670127242,1.3254390424,1.3254390424,0.6893105085,1.2816541813,1.2750427235,1.3437154865,1.2322213455,0.3737477456,1.9203846303,1.3366882038,1.5979523955,1.6561117474,1.2818957178,2.2837712309,1.8269103606
-boomlet_1062,0.5602131899,0.5601008306,0.5680818423,0.5608505135,0.5647496388000001,0.5789273604,0.5749673408,0.5680465301565842,0.649406926,0.583171597,0.5680448784000001,0.5662882778,0.5945871025,0.6012691405,0.6355941124000001,0.6947080193,0.7310192876,0.7826401260000001,0.5815261981000001,0.5868247902,0.6281684175000001,0.8238335331000001,0.7457671709,0.838659141,1.002939936,0.8355847054000001,1.0990104986
-boomlet_1209,0.2753789474,0.2758636728,0.3048900987,0.2768972005,0.2819311969,0.3045249199,0.3234299182,0.3248116366226868,0.3069784641,0.378539641,0.2916395772,0.2956766258,0.3292905567,0.3271624691,0.3340434651,0.3974305497,0.4040311763,0.4339859429,0.3266866348,0.3209838453,0.4049670646,0.4784097795,0.4278108937,0.4562012457,0.4388518195,0.4784097795,0.5110153026
-boomlet_1225,0.1187701136,0.1189267292,0.1220172782,0.1190632458,0.1199806027,0.124231222,0.1230602606,0.1301235219108324,0.1366057007,0.1347378215,0.1206674926,0.1220553664,0.1278310668,0.133129479,0.1333109416,0.1300694606,0.1335584833,0.1538434969,0.1353752748,0.1236211332,0.1255504423,0.1598025896,0.1446868769,0.1596047964,0.195260352,0.195260352,0.1988768315
-boomlet_1230,0.2839644302,0.282637063,0.3054680901,0.2826603804,0.2865913906,0.2999179446,0.3117769112,0.3264794909812402,0.3025436964,0.3451734839,0.2906921267,0.2930834114,0.3094188718,0.3241073904,0.3178766378,0.3315908089,0.3572037361,0.3894998992,0.323976894,0.3215473803,0.4068682543,0.4274646375,0.3998710702,0.4040077097,0.391246969,0.4654206113,0.4504819186
-boomlet_1282,0.3421015963,0.3418121068,0.3551724804,0.3326308737,0.3476774543,0.341846609,0.3447100916,0.3490272096780865,0.3666828666,0.3455212249,0.3441524006,0.3482339761,0.3639267579,0.3918061865,0.360391448,0.4901192771,0.5002534195,0.4329732175,0.3595750445,0.3477719231,0.3511681227,0.4705070133,0.4049750819,0.4717626296,0.5673586451,0.5673586451,0.5815167091
-boomlet_1487,0.1799236896,0.1809128523,0.2009541891,0.1818382742,0.1907900428,0.1978987699,0.2042655855,0.2113614719506857,0.1991484874,0.237766095,0.1895179595,0.2026428062,0.2079859225,0.2074861594,0.2194652483,0.2090217151,0.2479427342,0.2612758557,0.235078835,0.2650068248,0.2404912221,0.261441788,0.2590437585,0.270651306,0.2881606103,0.2823812789,0.3361342463
-boomlet_1631,0.3062241803,0.3065804129,0.3118222283,0.3079245165,0.3131809945,0.3155328261,0.3227136563,0.3371049845228359,0.3220048824,0.3561001565,0.3156276945,0.3163039351,0.3229502886,0.3246407646,0.3276903199,0.3409899959,0.3811041731,0.3432863772,0.3393196526,0.3312184623,0.3356006011,0.3481223866,0.3495776854,0.3499573975,0.3828907336,0.4303123068,0.3956788511
-boomlet_1676,0.3092046964,0.3118296981,0.3237391089,0.3111644961,0.3138007667,0.3195228016,0.3219743377,0.3299388012031961,0.3230813822,0.3407874083,0.3174772279,0.3161557532,0.3274155869,0.3288848917,0.3249830057,0.3452395086,0.3543739472,0.3472162291,0.339933145,0.3287924407,0.327227909,0.3539671692,0.3534196437,0.3605949767,0.3738144227,0.4490416803,0.3871649547
-boomlet_1855,0.1536945848,0.1536687115,0.1587321378,0.1532895691,0.1555421752,0.1647552298,0.1574463203,0.1833833926827814,0.1650041535,0.1977442882,0.1574817462,0.1576210054,0.1619848811,0.163484017,0.1777051742,0.1843830343,0.1882813296,0.2153578233,0.1770202868,0.1822080404,0.1937413977,0.2190390129,0.2241676522,0.2310231854,0.2028796299,0.2553250916,0.2044042451
-boomlet_1975,0.0635712481,0.0626839556,0.0905538287,0.0646200666,0.0806787256,0.1160976808,0.1343890612,0.1695218930357366,0.111396157,0.1353373301,0.0860445288,0.0984766355,0.1478435607,0.1244086678,0.1286565167,0.1960005761,0.2956348279,0.3327476299,0.0860471747,0.1340041246,0.3321969541,0.4015633576,0.3661623289,0.3240569452,0.4014330304,0.5204730917,0.4021568225
-boomlet_2187,0.2546107764,0.2542672197,0.2656522618,0.255390406,0.2602692843,0.2903383525,0.2640573045,0.300693347060175,0.2787503785,0.3206839353,0.2837092153,0.268655356,0.2926881408,0.2890647491,0.3149817281,0.3042627349,0.3053239373,0.4073318873,0.2972106993,0.3251406783,0.3790448028,0.4339327838,0.4429809164,0.4414077782,0.4033328222,0.4651800067,0.4079644266
-boomlet_285,0.1495747919,0.1507213103,0.1637453323,0.1517381549,0.1573398691,0.1907992815,0.1807812867,0.1908417729239064,0.2713245991,0.1796136801,0.1591563728,0.1644625376,0.2203877038,0.2555644864,0.2649652282,0.2097047282,0.2104575884,0.3599062976,0.2171958546,0.2574381515,0.2577870463,0.3622854232,0.3443378916,0.3717445354,0.6725665365,0.6725665365,0.6908623001
-boomlet_619,0.2557797214,0.2572421585,0.2998264354,0.2606405884,0.2686271378,0.3117435697,0.3174073125,0.3044973830847295,0.564625849,0.3007913494,0.2786982938,0.2870848363,0.306216862,0.4683247328,0.3109702097,0.4760077804,1.1986603049,0.8714422495,0.2844007002,0.2994306038,0.284715861,0.9528967903,0.5880218176,0.8820872230000001,0.9458725566,0.9458725566,0.9676378964
-boomlet_772,0.1473015428,0.1476782193,0.1571995002,0.1491162833,0.1523247081,0.1602755058,0.1610101792,0.1663831908724788,0.1912585405,0.1717648806,0.1545926826,0.157764458,0.1698505857,0.184564584,0.1812428949,0.1798892391,0.1854859461,0.2635365009,0.1895877433,0.1670103509,0.178333941,0.3077275685,0.2378165952,0.2834336913,0.2919496092,0.2919496092,0.2993941879
-boomlet_963,0.3724573271,0.3756470932,0.3817032517,0.3738322407,0.375685391,0.3978755656,0.3901485331,0.4326284188996913,0.4141920484,0.4246316934,0.3789607432,0.3814302709,0.4169379174,0.4316260397,0.4042673384,0.4813266313,0.4468457357,0.5013279656,0.4333187663,0.3978373821,0.4156477219,0.5458354666,0.5164873151,0.5049570979,0.5169750434,0.5169750434,0.5254156815000001
-ecdc_ili,0.4283251859,0.4356330198,0.3759767271,0.4321405053,0.429471832,0.417202445,0.4242536421,0.4103001340018452,0.3513953066,0.3895551555,0.4689472768,0.4694937859,0.4756084915,0.4956143189,0.5432749093,0.4142561126,0.4321302873,0.5675369603,0.6345231271,0.5192435827,0.5018922,0.6168868373,0.5880377347,0.5694230217,0.553441182,0.553441182,0.5846513683
-entsoe_15T,0.0412594521,0.039411835,0.04219648,0.0397634133,0.0451831162,0.0416073942,0.0420496511,0.0612814009508786,0.0411117247,0.0432881807,0.0522227057,0.0592820056,0.0423905654,0.0428303063,0.0564987165,0.0672225597,0.0565863135,0.0676773905,0.0431686774,0.0424691617,0.0676773905,0.4080646636,0.0676773905,0.0539835231,0.1434365068,0.0676773905,0.1567171749
-entsoe_1H,0.0292979012,0.0302689316,0.0329469333,0.0297360569,0.0325106984,0.0358633265,0.0363473811,0.0318311435642059,0.0435542307,0.0329599207,0.036663767,0.0392701114,0.0395727229,0.0341011005,0.0554685768,0.0410886751,0.0340190017,0.0833483922,0.046998361,0.0625049117,0.0454110996,0.1569610277,0.0854086553,0.0836396267,0.1571170386,0.0792450116,0.1671798928
-entsoe_30T,0.029373914,0.0281497286,0.0367303018,0.0310720346,0.0314183275,0.0473410114,0.0399606739,0.0520352563383743,0.0361486403,0.0400383065,0.0379183059,0.0440758761,0.0382675845,0.0378308186,0.0519962882,0.0513033053,0.0375924966,0.0767401429,0.0489734209,0.0484014626,0.0452643509,0.2411743389,0.0909343821,0.0721444578,0.1462993865,0.0870952156,0.1450240754
-epf_be,0.1217262142,0.120252408,0.115556011,0.1182908848,0.1273098184,0.1125578376,0.1230011674,0.1183945017114153,0.1320250934,0.1207207788,0.1319671659,0.1349344446,0.1227849215,0.1357350054,0.1303241445,0.1317892247,0.1508564425,0.1754449336,0.1391220303,0.1235230536,0.1393755624,0.2487520536,0.1986222899,0.1881915063,0.2375762583,0.1840044497,0.2400494102
-epf_de,0.5574299216,0.562706031,0.291016907,0.5804403734,0.5396161448,0.5914115395,0.5786662197,0.316956678750021,0.5369788806,0.3215312098,0.6668194214000001,0.5778780089000001,0.5364827276,0.5606897085,0.5721812874000001,0.6438459738,0.4304549488,0.6023224579,0.3460585166,0.2403375079,0.3084980987,0.6107009872,0.6818832147,0.6459929005,0.6107063781000001,0.7489839558,0.6189188878
-epf_fr,0.0778787367,0.0782983774,0.0680296275,0.0792749395,0.0851043823,0.0771284032,0.079796696,0.0695476443783036,0.075549728,0.0623870421,0.0842988347,0.0867301313,0.0791283828,0.0876754684,0.0812654203,0.0897236727,0.0875960399,0.1133464851,0.0732882333,0.0623092488,0.0775092663,0.1492719597,0.1532071661,0.1293735398,0.1702834225,0.1298259961,0.1727491389
-epf_np,0.0562432965,0.0568525884,0.0381853723,0.0562802758,0.0556997585,0.0639044813,0.0554376827,0.0354932686159747,0.057734546,0.0390593345,0.0613902184,0.0634048451,0.0542902104,0.0566988404,0.0496031295,0.0541779059,0.0580048539,0.0682558116,0.0394225875,0.0364949348,0.0453294971,0.1040808282,0.0786227771,0.0688152612,0.1036567875,0.0796461408,0.1036498403
-epf_pjm,0.0889006239,0.0922532882,0.0821098361,0.0896657335,0.0943006606,0.0941735445,0.0893689399,0.0825470313216668,0.1108700694,0.0934064887,0.1034603161,0.093154341,0.0975614802,0.0937614763,0.0934227692,0.1043853207,0.1053596414,0.0933488327,0.0745172796,0.080205125,0.0786423047,0.1716884106,0.0984762136,0.1198625571,0.1717319927,0.1016348277,0.1742728945
-ercot_1D,0.079469776,0.0774693233,0.0765202672,0.0755929347,0.0796014942,0.0756690356,0.0751543713,0.0772882952687702,0.0844589205,0.0889966895,0.0809221839,0.0808351619,0.0819215252,0.0793944329,0.0776411118,0.0842841024,0.0841483393,0.1129253367,0.0845853073,0.1038158012,0.0831419137,0.1178659491,0.1103588401,0.1169790959,0.1179466138,0.1245740203,0.1188580253
-ercot_1H,0.0728074035,0.0722163657,0.0691227315,0.0736111306,0.0724032038,0.0764717877,0.0705278079,0.0736621589104192,0.0827835367,0.0796147151,0.0720581415,0.0740544164,0.0716643823,0.0730120158,0.074077414,0.0757580694,0.0767356718,0.0829790261,0.0734131741,0.0770274513,0.0818516594,0.18085608,0.0749658528,0.0814625778,0.1561551629,0.0818516594,0.1562254033
-ercot_1M,0.0463833238,0.0476655416,0.0474946219,0.0466206557,0.0486793381,0.04841726,0.052489105,0.0475964718270924,0.0469801367,0.0470302492,0.066887429,0.0535050327,0.0656316495,0.0511789475,0.051032866,0.0550054836,0.0562941835,0.0481692304,0.057014872,0.0580235552,0.0516416905,0.04707373,0.0493777897,0.0593784228,0.2662117718,0.0529377866,0.2937269471
-ercot_1W,0.0579955217,0.0572125417,0.0589590463,0.0587166003,0.0587249383,0.0591913258,0.0586846144,0.0596668503179659,0.0600733111,0.0645491631,0.0655970177,0.0607620769,0.0638612149,0.0599824862,0.0685063219,0.0666738621,0.066749705,0.1453860556,0.0706809287,0.0658125251,0.06337307,0.1469057543,0.1429765576,0.1458645745,0.1442763314,0.1442763314,0.1446279689
-favorita_stores_1D,0.1437441454,0.1437002054,0.1382725313,0.1501612198,0.1603027881,0.1452467849,0.1518204392,0.1645023653209356,0.1629797409,0.1461106376,0.1784628471,0.1713920408,0.156809864,0.1742722613,0.1561883375,0.1568033522,0.1604637991,0.1788677609,0.1767520174,0.173233511,0.1742511181,0.1871851757,0.1934442445,0.183486084,0.3056042532,0.2519854289,0.3071700049
-favorita_stores_1M,0.1488318169,0.1421965995,0.1303168371,0.1423759376,0.1405769813,0.210253134,0.1893665845,0.1202766662499593,0.1795840023,0.1159085175,0.1982291291,0.1668144128,0.2355426894,0.2636523319,0.2560960427,0.2186079118,0.2631369633,0.146696035,0.1468390062,0.1900056962,0.1900056962,0.156828165,0.1385348547,0.1535032235,0.1232989518,0.1900056962,0.1430777539
-favorita_stores_1W,0.128154192,0.1294175857,0.1289288979,0.1299436495,0.1319886036,0.1308373912,0.1345634818,0.1219871360175983,0.1438093423,0.1223397944,0.1510714535,0.1458085466,0.1555078895,0.1579625085,0.1497412801,0.1313115817,0.1374015627,0.1436039782,0.1605108187,0.1556403661,0.1635470427,0.1484425902,0.1500959677,0.1443628678,0.1528069122,0.1528069122,0.1540484097
-favorita_transactions_1D,0.0703794242,0.072750578,0.0611646173,0.0734428141,0.0826301662,0.0873474585,0.0820303043,0.0839513682941389,0.0873474585,0.0755585427,0.0873474585,0.0931842433,0.0873474585,0.0873474585,0.0798803577,0.0803527192,0.0820513812,0.1005134217,0.1004339458,0.1411110018,0.1009706804,0.1010010868,0.1204928338,0.0961165557,0.1561206006,0.1460640723,0.1564211233
-favorita_transactions_1M,0.0789081966,0.0800672383,0.0719262234,0.0817581919,0.0814224618,0.0741879094,0.0772057417,0.0789625347274394,0.0749943449,0.0813819736,0.0888638815,0.086290531,0.0863027538,0.0940793492,0.0944761617,0.1003374582,0.103265625,0.0746712369,0.0907197162,0.1334237609,0.0907197162,0.075680572,0.0833974167,0.0943706955,0.0830064558,0.0907197162,0.0979339545
-favorita_transactions_1W,0.0559835294,0.0556297167,0.0562127232,0.0582538381,0.0602192565,0.0628811317,0.0590786255,0.0670295506504546,0.0553172007,0.0670592321,0.0688530372,0.0663838481,0.0671727598,0.0628811317,0.0715127803,0.0633303918,0.0649015272,0.0683781244,0.0708713793,0.068687239,0.0784804137,0.0708877588,0.0730921635,0.0703343528,0.0709917221,0.0709917221,0.0733929446
-fred_md_2025/cee,0.0707690226,0.0705812827,0.0808948604,0.0729991602,0.0802872354,0.0893563029,0.0771422882,0.0857970020011898,0.0893563029,0.0819316578,0.0893563029,0.0831655254,0.0893563029,0.0893563029,0.1094554538,0.0787889712,0.0853956633,0.0880950069,0.2607037859,0.203559816,0.1227237324,0.0874256547,0.1015705654,0.0903405107,0.0912865233,0.1825383744,0.089978595
-fred_md_2025/macro,0.0749571601,0.0744356383,0.0797789855,0.0748832737,0.0758627334,0.0832975235,0.0786031675,0.085066312159333,0.0832975235,0.0843348455,0.0832975235,0.0774391771,0.0832975235,0.0832975235,0.0866654116,0.0902616068,0.0896123902,0.0850931927,0.1126393629,0.1064522807,0.0929593866,0.0855845029,0.0913136794,0.0868680126,0.0864161226,0.1316369623,0.0862326516
-fred_qd_2025/cee,0.1481604876,0.1426362665,0.1657290639,0.1492977307,0.152661422,0.1558658062,0.1467262466,0.1583802024194579,0.1784543144,0.1511925626,0.1329010946,0.1614065135,0.1528913558,0.1553945178,0.2050228651,0.1851033116,0.1863665634,0.153518619,0.210282653,0.2390326694,0.2260756122,0.1635254321,0.1628828007,0.1604369991,0.164697239,0.208385131,0.1613227839
-fred_qd_2025/macro,0.0993824289,0.1000438536,0.1070199647,0.1012513982,0.1000970201,0.1036789811,0.1035667709,0.1117564129915322,0.1106020262,0.1112298663,0.1021105708,0.1069171157,0.1058608331,0.1074347073,0.1156803335,0.1081842345,0.1087879791,0.1102426311,0.151836426,0.1312617622,0.1265599839,0.1130458025,0.1150225397,0.1135594269,0.1126509037,0.1422945036,0.1116643437
-gvar,0.0178175124,0.0177055351,0.0184834703,0.0178477471,0.0178974614,0.0187466029,0.0185361033,0.0191344150897223,0.0184422133,0.0199360902,0.0183975203,0.018342803,0.0185879217,0.0189676563,0.0219536834,0.018022062,0.0178566903,0.0182359256,0.0237902802,0.0205529398,0.0202029902,0.0183902986,0.0184923179,0.0183729023,0.0185624256,0.0239340232,0.0179424463
-hermes,0.0029982458,0.0029903587,0.0028845992,0.0030127204,0.0031568631,0.0029142733,0.0030851759,0.0029399667564204,0.00291984,0.0029982359,0.004372123,0.0034898641,0.0033616599,0.0032080069,0.0036552635,0.0045409315,0.0045605713,0.0078905801,0.0040168461,0.004446494,0.0061507655,0.0088396817,0.0063903025,0.0081041064,0.0087068713,0.0087068713,0.0088381629
-hierarchical_sales_1D,0.6898964712,0.6989381542,0.7004947938,0.697331471,0.7028477360000001,0.6943961595,0.6893573270000001,0.7000773590745766,0.6963073358,0.7261253304,0.6898838815,0.6986542811,0.69495873,0.69495873,0.7362602293,0.9140827896,0.6910062152,0.8618716737000001,0.7108954875,0.6970747937,0.702080134,0.9335796355,0.8072637297,0.9374909955,1.0676994373,1.0205005959,1.0792345186
-hierarchical_sales_1W,0.4316688312,0.43104428,0.4327760933,0.4321480393,0.4371998036,0.4307300691,0.4324219853,0.4324449795613909,0.4266847133,0.4374522976,0.4363569789,0.4409505466,0.4394375657,0.4394375657,0.4750745565,0.4416683838,0.4443902888,0.5484556803,0.4718466659,0.4486028884,0.4666803532,0.6528082018,0.5603942556,0.5616531388,0.7169096389,0.7169096389,0.7343846609
-hospital,0.0894252458,0.0895184447,0.0955333467,0.0892451238,0.0897854684,0.0891746492,0.0908275207,0.0860761244547937,0.0896269345,0.093092021,0.0952146633,0.0932818859,0.094797316,0.094797316,0.1026285514,0.1298282834,0.1253974395,0.0920567958,0.1193316502,0.1125786601,0.0946332295,0.092793151,0.1056054813,0.0992142454,0.1174956093,0.0954293196,0.1240455631
-hospital_admissions_1D,0.5316702001,0.5317086108,0.5318945219,0.5319372066,0.5321823976,0.533603767,0.532626473,0.5317346961387386,0.5326887853,0.5385044329,0.5342081621,0.531517079,0.5332016895,0.5337376775,0.5358891719000001,0.5358010023,0.5356471101,0.5351516929,0.5397762032,0.5374586122,0.5427489841,0.5349606606,0.5348244904,0.5510431179,0.7243229402,0.7622172844,0.7295191623
-hospital_admissions_1W,0.2120413037,0.2120673837,0.2115394616,0.2119459122,0.2119039432,0.212422525,0.2142321087,0.2123995832706636,0.2128423192,0.2126885808,0.2185049319,0.2133726977,0.2152673571,0.214606831,0.2139370313,0.2980487657,0.3185996988,0.2126255133,0.2124488276,0.2172499698,0.2241780852,0.2122781935,0.212284724,0.2190619932,0.2933695345,0.2933695345,0.30397943
-jena_weather_10T,0.2381326212,0.2364187084,0.2751553475,0.2388019544,0.2394360428,0.2575870043,0.2777656168,0.274556936678544,0.2508563394,0.2845234713,0.2477512575,0.248307264,0.3021136367,0.3021136367,0.3908659499,0.6868431996000001,2.3233309172,0.3329980606,0.3358074778,0.3070544087,0.3602273192,0.3862366289,1.1769855511,0.3075604148,0.3408485187,0.7879570855,0.5317361626
-jena_weather_1D,0.2912040897,0.2887872805,0.2763651402,0.2838994514,0.2841558883,0.2713017491,0.2731164275,0.2883526172944854,0.2695639732,0.2937633336,0.2761715227,0.2883060415,0.2784405037,0.2784405037,0.306889223,0.4845484091,0.4935773836,0.3410053086,0.3739982605,0.3702311494,0.4102490617,0.3844679017,0.339473425,0.3648304911,0.3843897424,0.4190868354,0.4042778884
-jena_weather_1H,0.2354798981,0.2383327399,0.2537129335,0.241841166,0.2529699124,0.2603536972,0.2506694056,0.2720920265802741,0.2460116829,0.2842135462,0.2461927327,0.2504618898,0.2519024334,0.2519024334,0.435202554,0.4259697267,0.5410017644,0.3278975253,0.3207887493,0.3113825357,0.2966964214,0.3521687294,0.9374861897,0.2954772801,0.3285733754,0.7711870189000001,0.3343243916
-kdd_cup_2022_10T,1.5392968909,1.4621045199,1.3604878279,1.4419420445,1.6394006523,1.5299117671,1.5299117671,1.9850237852251584,1.5299117671,3.077112519,1.5299117671,1.5364563418,1.5299117671,1.5299117671,1.5299117671,1.9401393931,2.2259673391,2.0407144947,1.6428112913,3.6161094533,2.936932361,2.0494639075,2.1490854622,2.1184664097,2.0376436485,3.3046867081,2.1939118384
-kdd_cup_2022_1D,0.7133054569,0.7110946108,0.7152167839,0.7193285459000001,0.7141805984,0.7140720358,0.7220694889,0.7280128026486745,0.7367301758,0.7490445323,0.7094413248,0.7662754296000001,0.7286467308,0.7228399275,0.7455375254000001,0.8453182855,0.8151955358,0.7985928345000001,0.9000932678,0.8802452778000001,0.9001969755,0.8128879563,0.7844091744,0.8038048094,0.8071428746,0.9081870668,0.8271189945
-kdd_cup_2022_30T,1.5976285128,1.4817023272,1.5203947999,1.5396878753,1.6558394604000002,1.9992300071,1.5899848725,1.8903806612933445,1.4798187482,2.8776818296,1.6224578674,1.5761006983,1.3630170017,2.6893891346,1.8708190978,1.4766293165,2.1400668774,2.1525887472,3.053597237,3.3462458587,3.0259279075,2.32307942,2.5791021542,2.3053816983,2.2917796297,3.1220666646,2.3595298613
-m5_1D,0.6927740983,0.6932295881,0.7030550556,0.6939208981,0.6978408809000001,0.7110158815000001,0.7024517583000001,0.6968792711756289,0.7110158815000001,0.9158941766,0.7110158815000001,0.7025500003,0.7110158815000001,0.7110158815000001,0.735691011,0.7365313975000001,0.7321054822,0.7639724706000001,0.7066948733,0.7414812581,0.7256180708000001,0.7714368024,0.7716781566,0.7779017905000001,1.0240883478,0.9158941766,1.0368540879
-m5_1M,0.4349113535,0.4341409243,0.4288781907,0.4322732639,0.433231795,0.4248804523,0.430584818,0.4225071820387371,0.4380192311,0.4358401106,0.4596618577,0.4456052767,0.4363168514,0.4455042206,0.4508921802,0.4386853319,0.4413139906,0.4417751202,0.4377760631,0.44540304,0.4859348215,0.4605289718,0.4600670833,0.491009323,0.4776365015,0.5107534377,0.5485711973
-m5_1W,0.4232106322,0.4211308969,0.4283166904,0.421826037,0.4236058496,0.4334180243,0.4280506995,0.422991471830725,0.4342662078,0.4276139788,0.4278170503,0.4302277151,0.4286455322,0.4334180243,0.4258472919,0.4221415048,0.4239931625,0.4386763422,0.4185501947,0.4264766461,0.4555515595,0.4468326682,0.4387526054,0.4475454427,0.5041812027,0.5041812027,0.5192106105000001
-proenfo_gfc12,0.0894321188,0.0880874627,0.069590554,0.0863093135,0.0922328972,0.0909613257,0.0953878287,0.0633806559721651,0.0909613257,0.0867341377,0.0909613257,0.0976604625,0.0909613257,0.0909613257,0.0814341474,0.0897610226,0.096319061,0.1407506283,0.1301813015,0.1235864021,0.1012209718,0.2331060724,0.1193260876,0.1359507238,0.2325648626,0.1285183847,0.2455491602
-proenfo_gfc14,0.0421604433,0.0418803639,0.0263798704,0.0430661695,0.04333303,0.0454557414,0.0447395105,0.0253661414846117,0.0454557414,0.0311294867,0.0454557414,0.0485747861,0.0454557414,0.0454557414,0.022570387,0.0294872716,0.0338078079,0.0540094747,0.0241077913,0.0324675324,0.0242372493,0.0646636099,0.0571345765,0.0579787873,0.1831386411,0.0586917949,0.1959836865
-proenfo_gfc17,0.0721622244,0.0732475936,0.0395739348,0.0718695364,0.0749119102,0.0744532842,0.0764463822,0.043229257865868,0.0744532842,0.0563418382,0.0744532842,0.0844229642,0.0744532842,0.0744532842,0.0343229823,0.0460992663,0.0534558429,0.0959939727,0.1062402308,0.1096548523,0.0901274709,0.1663142711,0.0943354609,0.0931363579,0.1911468012,0.1077746007,0.2018542439
-redset_15T,0.2629407655,0.2584044217,0.2581138326,0.2689812455,0.290728309,0.3049023177,0.2957181564,0.2962388039321681,0.305721585,0.2860991548,0.3036240123,0.3099392216,0.3051173713,0.3266223047,0.3414731026,0.3616185109,0.3642203028,0.3900802548,0.3828954284,0.3900802548,0.3900802548,0.3900802548,0.3900802548,0.4040436425,0.5721419561000001,0.3900802548,0.5907099378
-redset_1H,0.2017175558,0.2058190387,0.2086091326,0.2044371194,0.2096151434,0.2327233732,0.2140746079,0.2314472182531527,0.2098585267,0.2300995696,0.2270666544,0.2324200927,0.2229073558,0.2425440894,0.263667053,0.2696877086,0.2869469355,0.3024373795,0.3300818778,0.3300818778,0.3300818778,2.3069740205,0.3273749282,0.3717607367,0.4976614852,0.3300818778,0.5004897538
-redset_5T,0.3060558619,0.3093109903,0.329381554,0.3096942761,0.3185551639,0.344345473,0.3807104957,0.3544606024326989,0.3890207102,0.3557026998,0.3440240041,0.3613596569,0.3707561233,0.4300963327,0.3967622221,0.5022592442,0.4982754206,0.6020360036,0.364974377,0.4725466885,0.4609677826,0.4487639191,0.6915958771,0.6252421531,0.6784450967,0.4487639191,0.7538361825000001
-restaurant,0.3634033593,0.3645172458,0.3583806779,0.3670700996,0.3711203038,0.3569885636,0.358398096,0.3599835261116934,0.3675987469,0.3635455763,0.3730876021,0.3783634365,0.3649469273,0.3649469273,0.3637035079,0.4065274905,0.4090550607,0.371055817,0.3741138279,0.3660404764,0.3775095342,0.400986579,0.3996725635,0.3923323283,0.6125214853000001,0.4832833217,0.6468708955
-rohlik_orders_1D,0.0592987501,0.0619575721,0.0560522973,0.0605329438,0.066612091,0.0590882791,0.0571725396,0.0619862443376584,0.0597408547,0.0586861264,0.064284874,0.0664381297,0.055230396,0.0613666854,0.0667062812,0.0554603889,0.0590804504,0.0628070901,0.0638969894,0.0909527724,0.1048931401,0.0657169764,0.0740682063,0.0664489307,0.1082820657,0.0827216385,0.1096319506
-rohlik_orders_1W,0.0560200038,0.0557493865,0.0503461548,0.0560958456,0.056230612,0.0541592528,0.0520526903,0.0558160524546006,0.0487167028,0.0531345332,0.0591931371,0.0602804613,0.0636515886,0.0569869952,0.0675320886,0.0671116905,0.0468091035,0.0573217475,0.0601095556,0.0668761103,0.0683577101,0.0581583653,0.0584325348,0.0573223705,0.0583633151,0.0583633151,0.0591001917
-rohlik_sales_1D,0.3761145051,0.3783331838,0.2762769232,0.3841378048,0.3963773029,0.3586171472,0.3783946276,0.2743435567487366,0.3854292662,0.2697965896,0.3975238323,0.3989391696,0.3820688566,0.3783308795,0.3645052612,0.3365823355,0.3536696282,0.4056582076,0.4307078985,0.4207802899,0.4489982119,0.4184724559,0.409460395,0.413067507,0.4717368697,0.434572573,0.4772062505
-rohlik_sales_1W,0.2841345035,0.2791514695,0.2291194974,0.2802288508,0.2851454086,0.2667129879,0.2736291045,0.2013798454674252,0.2609332143,0.1932170507,0.281180164,0.2914195915,0.2871065202,0.2846268057,0.292871207,0.2639455477,0.2987408551,0.2905908422,0.3118661576,0.3118661576,0.3118661576,0.3002878273,0.3070147703,0.2945936435,0.3118661576,0.3118661576,0.3224962891
-rossmann_1D,0.1982480092,0.1993629137,0.1197795045,0.20332722,0.2190897824,0.2085952203,0.2251284009,0.102186158692958,0.2109593764,0.0998477211,0.2320751877,0.2277302035,0.2214855411,0.2176495405,0.2092144758,0.1095834631,0.1126136697,0.2277587244,0.269245196,0.312663439,0.269245196,0.23606179,0.2223706764,0.255792226,0.5480500863000001,0.269245196,0.5516847016
-rossmann_1W,0.1861110308,0.1843630249,0.0964419945,0.1876020191,0.1776477702,0.1802897695,0.1696977082,0.0792152371311969,0.1796322316,0.0790666522,0.1732430839,0.1884271291,0.1759210198,0.176029182,0.1854728833,0.1858789704,0.1884038169,0.1783458246,0.2329227202,0.2465422186,0.2502281682,0.183616051,0.1835633251,0.1812564298,0.2192445895,0.2192445895,0.2424933152
-solar_1D,0.2409444958,0.2424679649,0.2379390135,0.2455946895,0.2485404078,0.2471472895,0.2452487925,0.2413213911738399,0.2528892461,0.2457723138,0.2499062695,0.2485197423,0.2569396153,0.2532424198,0.2471724987,0.5633586205000001,0.6999444839000001,0.2494917675,0.283897812,0.3043827045,0.26847233,0.251177811,0.2527682421,0.2619624828,0.3013429339,0.3093768293,0.3458185134
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+Task name,Toto-2.0-2.5B,Toto-2.0-1B,Chronos-2,Toto-2.0-313m,TiRex-2,Toto-2.0-22m,TimesFM-2.5,TiRex,TabPFN-TS-3,FlowState,TabPFN-TS,Toto-1.0,Toto-2.0-4m,Moirai-2.0,Chronos-Bolt,Sundial-Base,CatBoost,LightGBM,TFT,Stat. Ensemble,PatchTST,DeepAR,AutoETS,AutoARIMA,AutoTheta,Naive,Seasonal Naive,Drift
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diff --git a/tables/pivot_WAPE_baseline_imputed.csv b/tables/pivot_WAPE_baseline_imputed.csv
index db01f5a8385c191cb05ef396744d69eef9e0bcc5..b86f2d4ebe9fd782aa8b12935af1b359febd5ae5 100644
--- a/tables/pivot_WAPE_baseline_imputed.csv
+++ b/tables/pivot_WAPE_baseline_imputed.csv
@@ -1,101 +1,101 @@
-Task name,Toto-2.0-2.5B,Toto-2.0-1B,Chronos-2,Toto-2.0-313m,Toto-2.0-22m,TimesFM-2.5,TiRex,TabPFN-TS-3,FlowState,TabPFN-TS,Toto-1.0,Toto-2.0-4m,Moirai-2.0,Chronos-Bolt,Sundial-Base,CatBoost,LightGBM,Stat. Ensemble,TFT,PatchTST,DeepAR,AutoETS,AutoARIMA,AutoTheta,Naive,Seasonal Naive,Drift
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+us_consumption_1Q,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+us_consumption_1Y,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+walmart,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+world_co2_emissions,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+world_life_expectancy,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+world_tourism,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
diff --git a/tables/pivot_WAPE_leakage_imputed.csv b/tables/pivot_WAPE_leakage_imputed.csv
index 2e4ddffda374f97d29e5f21fafe9bb1ce338f8dd..97055fb30d2bad77ed758355568b38e12c43f1fa 100644
--- a/tables/pivot_WAPE_leakage_imputed.csv
+++ b/tables/pivot_WAPE_leakage_imputed.csv
@@ -1,101 +1,101 @@
-Task name,Toto-2.0-2.5B,Toto-2.0-1B,Chronos-2,Toto-2.0-313m,Toto-2.0-22m,TimesFM-2.5,TiRex,TabPFN-TS-3,FlowState,TabPFN-TS,Toto-1.0,Toto-2.0-4m,Moirai-2.0,Chronos-Bolt,Sundial-Base,CatBoost,LightGBM,Stat. Ensemble,TFT,PatchTST,DeepAR,AutoETS,AutoARIMA,AutoTheta,Naive,Seasonal Naive,Drift
-ETT_15T,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-ETT_1D,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-ETT_1H,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-ETT_1W,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-LOOP_SEATTLE_1D,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-LOOP_SEATTLE_1H,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-LOOP_SEATTLE_5T,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-M_DENSE_1D,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-M_DENSE_1H,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-SZ_TAXI_15T,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-SZ_TAXI_1H,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-australian_tourism,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-bizitobs_l2c_1H,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-bizitobs_l2c_5T,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-boomlet_1062,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-boomlet_1209,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-boomlet_1225,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-boomlet_1230,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-boomlet_1282,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-boomlet_1487,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-boomlet_1631,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-boomlet_1676,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-boomlet_1855,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-boomlet_1975,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-boomlet_2187,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-boomlet_285,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-boomlet_619,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-boomlet_772,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-boomlet_963,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-ecdc_ili,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-entsoe_15T,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-entsoe_1H,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-entsoe_30T,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-epf_be,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-epf_de,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-epf_fr,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-epf_np,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-epf_pjm,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-ercot_1D,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-ercot_1H,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-ercot_1M,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-ercot_1W,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-favorita_stores_1D,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-favorita_stores_1M,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-favorita_stores_1W,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-favorita_transactions_1D,False,False,False,False,False,True,False,False,True,False,True,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-favorita_transactions_1M,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-favorita_transactions_1W,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-fred_md_2025/cee,False,False,False,False,False,True,False,False,True,False,True,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-fred_md_2025/macro,False,False,False,False,False,True,False,False,True,False,True,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-fred_qd_2025/cee,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-fred_qd_2025/macro,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-gvar,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-hermes,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-hierarchical_sales_1D,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-hierarchical_sales_1W,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-hospital,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-hospital_admissions_1D,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-hospital_admissions_1W,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-jena_weather_10T,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-jena_weather_1D,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-jena_weather_1H,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-kdd_cup_2022_10T,False,False,False,False,False,True,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,False,False,False,False,False,False
-kdd_cup_2022_1D,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-kdd_cup_2022_30T,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-m5_1D,False,False,False,False,False,True,False,False,True,False,True,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-m5_1M,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-m5_1W,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-proenfo_gfc12,False,False,False,False,False,True,False,False,True,False,True,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-proenfo_gfc14,False,False,False,False,False,True,False,False,True,False,True,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-proenfo_gfc17,False,False,False,False,False,True,False,False,True,False,True,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-redset_15T,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-redset_1H,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-redset_5T,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-restaurant,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-rohlik_orders_1D,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-rohlik_orders_1W,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-rohlik_sales_1D,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-rohlik_sales_1W,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-rossmann_1D,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-rossmann_1W,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-solar_1D,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-solar_1W,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-solar_with_weather_15T,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-solar_with_weather_1H,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-uci_air_quality_1D,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-uci_air_quality_1H,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-uk_covid_nation_1D/cumulative,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-uk_covid_nation_1D/new,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-uk_covid_nation_1W/cumulative,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-uk_covid_nation_1W/new,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-uk_covid_utla_1D/new,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-uk_covid_utla_1W/cumulative,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-us_consumption_1M,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-us_consumption_1Q,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-us_consumption_1Y,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-walmart,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-world_co2_emissions,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-world_life_expectancy,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-world_tourism,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+Task name,Toto-2.0-2.5B,Toto-2.0-1B,Chronos-2,Toto-2.0-313m,TiRex-2,Toto-2.0-22m,TimesFM-2.5,TiRex,TabPFN-TS-3,FlowState,TabPFN-TS,Toto-1.0,Toto-2.0-4m,Moirai-2.0,Chronos-Bolt,Sundial-Base,CatBoost,LightGBM,TFT,Stat. Ensemble,PatchTST,DeepAR,AutoETS,AutoARIMA,AutoTheta,Naive,Seasonal Naive,Drift
+ETT_15T,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+ETT_1D,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+ETT_1H,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+ETT_1W,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+LOOP_SEATTLE_1D,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+LOOP_SEATTLE_1H,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+LOOP_SEATTLE_5T,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+M_DENSE_1D,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+M_DENSE_1H,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+SZ_TAXI_15T,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+SZ_TAXI_1H,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+australian_tourism,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+bizitobs_l2c_1H,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+bizitobs_l2c_5T,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+boomlet_1062,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+boomlet_1209,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+boomlet_1225,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+boomlet_1230,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+boomlet_1282,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+boomlet_1487,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+boomlet_1631,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+boomlet_1676,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+boomlet_1855,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
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+boomlet_2187,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
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+boomlet_619,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
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+boomlet_963,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+ecdc_ili,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
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+entsoe_30T,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+epf_be,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+epf_de,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+epf_fr,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+epf_np,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+epf_pjm,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+ercot_1D,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+ercot_1H,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+ercot_1M,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+ercot_1W,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+favorita_stores_1D,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+favorita_stores_1M,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+favorita_stores_1W,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+favorita_transactions_1D,False,False,False,False,False,False,True,False,False,True,False,True,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+favorita_transactions_1M,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+favorita_transactions_1W,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+fred_md_2025/cee,False,False,False,False,False,False,True,False,False,True,False,True,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+fred_md_2025/macro,False,False,False,False,False,False,True,False,False,True,False,True,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+fred_qd_2025/cee,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+fred_qd_2025/macro,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+gvar,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+hermes,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+hierarchical_sales_1D,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+hierarchical_sales_1W,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+hospital,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+hospital_admissions_1D,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+hospital_admissions_1W,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+jena_weather_10T,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+jena_weather_1D,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+jena_weather_1H,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+kdd_cup_2022_10T,False,False,False,False,False,False,True,True,False,True,False,True,False,True,False,True,False,False,False,False,False,False,False,False,False,False,False,False
+kdd_cup_2022_1D,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+kdd_cup_2022_30T,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+m5_1D,False,False,False,False,False,False,True,False,False,True,False,True,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+m5_1M,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+m5_1W,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+proenfo_gfc12,False,False,False,False,False,False,True,False,False,True,False,True,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+proenfo_gfc14,False,False,False,False,False,False,True,False,False,True,False,True,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+proenfo_gfc17,False,False,False,False,False,False,True,False,False,True,False,True,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+redset_15T,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+redset_1H,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+redset_5T,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+restaurant,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+rohlik_orders_1D,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+rohlik_orders_1W,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+rohlik_sales_1D,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+rohlik_sales_1W,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+rossmann_1D,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+rossmann_1W,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+solar_1D,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+solar_1W,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+solar_with_weather_15T,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+solar_with_weather_1H,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+uci_air_quality_1D,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+uci_air_quality_1H,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+uk_covid_nation_1D/cumulative,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+uk_covid_nation_1D/new,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+uk_covid_nation_1W/cumulative,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+uk_covid_nation_1W/new,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+uk_covid_utla_1D/new,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+uk_covid_utla_1W/cumulative,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+us_consumption_1M,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+us_consumption_1Q,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+us_consumption_1Y,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+walmart,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+world_co2_emissions,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+world_life_expectancy,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+world_tourism,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
diff --git a/tables/pivot_WQL.csv b/tables/pivot_WQL.csv
index 49a52e15c8a0a6cb47e2e2513fabb91a7f42e42a..c5a4019f3051b941b41b180268a3f13842c93a74 100644
--- a/tables/pivot_WQL.csv
+++ b/tables/pivot_WQL.csv
@@ -1,101 +1,101 @@
-Task name,Chronos-2,Toto-2.0-1B,Toto-2.0-2.5B,Toto-2.0-313m,Toto-2.0-22m,TiRex,TabPFN-TS-3,TimesFM-2.5,FlowState,TabPFN-TS,Toto-1.0,Toto-2.0-4m,Moirai-2.0,Chronos-Bolt,TFT,Sundial-Base,PatchTST,Stat. Ensemble,DeepAR,AutoARIMA,CatBoost,LightGBM,AutoETS,AutoTheta,Seasonal Naive,Naive,Drift
-ETT_15T,0.088140917,0.0854041008,0.0854547853,0.0861819589,0.0883123431,0.0914609728,0.1008164756688193,0.0925313491,0.0899486611,0.096110358,0.0951986305,0.0910278902,0.0933383153,0.0933383153,0.1046640183,0.0969683943,0.0936103841,0.1224205307,0.1145544583,0.1224205307,0.1333792326,0.1398110405,0.1889663006,0.1702353739,0.1224205307,0.2051287363,0.2108337564
-ETT_1D,0.2599714581,0.2626770496,0.2710211303,0.2572776704,0.2597752993,0.2612366718,0.272102609926132,0.2678886959,0.300295241,0.3002489369,0.2738553924,0.2703842771,0.2669855109,0.2669855109,0.3448764451,0.3129149392,0.3256112824,0.3227852614,0.364606939,0.3320927514,0.3635917917,0.3295882505,0.3649904644,0.360480833,0.3642035745,0.3538102937,0.3621092269
-ETT_1H,0.1929432618,0.1900495573,0.1892332611,0.1885384479,0.1905551921,0.1923900276,0.1991839804884336,0.1916135933,0.1991423882,0.2028562173,0.1902070524,0.1940800065,0.205947624,0.205947624,0.2104472639,0.2146782131,0.2123622054,0.2620350459,0.216892047,0.2275419988,0.2780071233,0.2765730888,0.3554423083,0.387905148,0.2597090183,0.4903424451,0.5136644934
-ETT_1W,0.4180629794,0.4144705894,0.4029936945,0.4173539396,0.3873589951,0.3834384081,0.4043071272727572,0.3998766684,0.4156744779,0.4188145741,0.3886729217,0.375313951,0.3737931632,0.3737931632,0.5013663683,0.4643316617,0.4457754737,0.449544632,0.5017324149,0.4761461152,0.6083512572,0.522257355,0.4577441808,0.4986518854,0.4614224693,0.4614224693,0.4961494692
-LOOP_SEATTLE_1D,0.0294338099,0.0294150126,0.0292914529,0.0295119101,0.0299183023,0.029926259,0.029113317812325,0.0292182088,0.0292334826,0.0296560044,0.0313239292,0.0316128852,0.0304002738,0.0304002738,0.0318705254,0.0326217509,0.0341395852,0.0310410872,0.0355857727,0.0306907047,0.0458887826,0.0451010415,0.0311914855,0.0325479384,0.0397058571,0.0919262659,0.0978699313
-LOOP_SEATTLE_1H,0.0547949407,0.0536904784,0.0542176932,0.053951477,0.0566445643,0.0562291392,0.0571353928490012,0.0529133781,0.055307924,0.05699313,0.0599025567,0.0636305787,0.0662523771,0.0662523771,0.0566262652,0.0664487294,0.0600405194,0.1489143854,0.0616685513,0.1009451454,0.0786934842,0.0759691755,0.2388070951,0.2528752457,0.1307515175,0.3038598558,0.3206568541
-LOOP_SEATTLE_5T,0.0574848175,0.0585774695,0.0606371472,0.0593876316,0.0586603039,0.0594513843,0.0773047333192915,0.0643709018,0.0656437853,0.066720663,0.0606569718,0.0595339252,0.0781392419,0.0781392419,0.0603027556,0.0714930823,0.0645059699,0.1151931596,0.0592252566,0.1111745205,0.0927548554,0.0936457159,0.1270606325,0.121969972,0.081199984,0.1936404655,0.210202567
-M_DENSE_1D,0.0712116931,0.0820707894,0.0844952343,0.0858611805,0.0900759525,0.0821914373,0.0779291246383927,0.0773717212,0.0799768636,0.0808116118,0.0906172569,0.0934896105,0.0817335467,0.0817335467,0.0763471457,0.0844361527,0.1097093144,0.1131422313,0.1047206831,0.1051447846,0.098169453,0.0957110443,0.1323504646,0.1459052349,0.1367572058,0.2323397334,0.2363624963
-M_DENSE_1H,0.1198308475,0.1206878319,0.1189427286,0.1208815859,0.1239245022,0.1208851977,0.1182210877017234,0.1143436057,0.1197384744,0.1325863612,0.1265983434,0.1484773567,0.1209575592,0.1209575592,0.1177044596,0.1339606641,0.1212766207,0.2346087824,0.1196581335,0.2211301613,0.1423458044,0.1469697816,12.8518608055,0.7918015548,0.2731296131,0.84829413,0.8946267050000001
-SZ_TAXI_15T,0.1878149403,0.1881049346,0.1880418965,0.1878794648,0.1897678128,0.1889248146,0.1906272257459292,0.1894354422,0.1925528369,0.2065247801,0.1917754095,0.191384151,0.197437778,0.197437778,0.1956325057,0.2118998785,0.193562555,0.2672484294,0.1945023612,0.2672484294,0.2575205372,0.2672559319,0.9991056751,0.2434722417,0.2672484294,0.6619538384,0.6804962505000001
-SZ_TAXI_1H,0.1329118955,0.1293773273,0.1290500386,0.1283504497,0.1300923261,0.1368741884,0.1364035796594594,0.1394973218,0.1423549,0.1779786853,0.1399881244,0.1347664611,0.1447212932,0.1447212932,0.2566667088,0.1764986928,0.3277689026,0.2449234495,0.1674335532,0.2187159408,0.2283900417,0.2222432176,4510502977.541462,0.3559208311,0.2910650923,0.9157567452,1.0097515601
-australian_tourism,0.0714093581,0.0825056311,0.0787500875,0.0827576086,0.0957395858,0.0861105624,0.073639417171522,0.0761527549,0.0939951849,0.0731324108,0.104615521,0.1125261016,0.1053900171,0.1140447009,0.0832723657,0.0836038879,0.0952111131,0.0747720206,0.1181869043,0.0866216851,0.1127308877,0.1144700197,0.0760110551,0.0823354804,0.0905870679,0.1922018184,0.2141353268
-bizitobs_l2c_1H,0.2574968709,0.2244547152,0.2111626143,0.2192658523,0.2547160692,0.3395892761,0.2891392135182087,0.3062390652,0.317324097,0.3537159678,0.4205278839,0.3127927463,0.3259227696,0.3259227696,1.2105309626,0.4028991374,0.330934658,1.2739406783,0.4886973323,1.4044947576,0.4824019434,0.6596941917,1.4288888476,1.354213156,2.0969368334,1.3379066539,1.3508241874
-bizitobs_l2c_5T,0.3972980474,0.5406422775,0.4756971941,0.6450790756,0.7756543999000001,1.2724528657,0.2942824648852123,0.7904916189000001,0.3375026133,0.8602604906,1.0777923479,1.0471463511,1.2750077013,1.2750077013,1.099758403,0.5857720953000001,0.2968753511,1.5128526942,1.7906402169,1.8771775481,1.2816541795,1.2750427219,1.6113720868,1.6069322946,2.2877704897,1.4507804454,1.7316491341
-boomlet_1062,0.4575715706,0.4463541158,0.4462456214,0.4464520402,0.4511908987,0.462540047,0.4580502677279735,0.4710064002,0.5207087351,0.4806963473,0.4560730466,0.4532902104,0.4872201342,0.540923993,0.4692609374,0.5396810790000001,0.4948762907,0.7822110512,0.5042712811,0.5907259586,0.6947080201,0.7310192884000001,1.0658179183,1.0855392662,0.7418110943,3.1996986673,3.464647215
-boomlet_1209,0.2624618736,0.2336539477,0.2330213724,0.2347769724,0.238664163,0.2759885512,0.2787792943876104,0.2609844697,0.2599845364,0.3729714881,0.2510785204,0.2509175761,0.2879466627,0.301826322,0.2777961689,0.2937933689,0.2816179357,1.0148176094,0.3602056404,0.4535022053,0.3974305495,0.4040311759,0.5015055777,1.1157526247,0.5015055777,1.328999921,1.4420052382000002
-boomlet_1225,0.0982049927,0.0954240786,0.0953608891,0.0955606494,0.0962455277,0.0990409314,0.104774613205639,0.1000748977,0.1111818845,0.117595053,0.0969513138,0.098032793,0.1024577962,0.1066372427,0.1083552458,0.1172112941,0.0998310841,0.1451941336,0.1011485766,0.12260998,0.1300694604,0.1335584832,0.1651551358,0.1711256418,0.3809038981,0.3809038981,0.3876340759
-boomlet_1230,0.2619779044,0.2374973345,0.2369084617,0.237018003,0.241320235,0.2653064284,0.2822216866653908,0.2547608466,0.2600824059,0.3872938531,0.247533868,0.2516059078,0.2744689054,0.3010213735,0.2772630345,0.2814650284,0.2774274362,0.9994018454,0.3432215502,0.4477425115,0.3315908095,0.3572037361,228079607857629.03,1.1951987922,0.5006062673,1.749087496,1.8955551069
-boomlet_1282,0.285764271,0.275789842,0.2762090183,0.2696006255,0.2808980282,0.2813823067,0.2826336390996576,0.2769507583,0.2981448892,0.2878687869,0.2783352876,0.2823022293,0.2943955518,0.3174313196,0.295522133,0.3125554342,0.2829636153,0.4977332198,0.2867642378,0.3750317969,0.490119278,0.5002534204,0.6261309796,0.6672579183,1.0473420207,1.0473420207,1.0675288198
-boomlet_1487,0.1664420374,0.1502774311,0.149464937,0.1510379668,0.1579855205,0.1679334305,0.1760315116296859,0.1621616582,0.1681163978,0.283528405,0.1572768216,0.1677403883,0.179562264,0.190011281,0.2008881968,0.1963999731,0.2095616888,0.2664583485,0.2116919249,0.2570055801,0.2090217151,0.2479427342,0.2835559204,0.3266562805,0.3287160259,2.1936503487,2.3761204352
-boomlet_1631,0.2500221983,0.2427863183,0.2418718722,0.2436279945,0.2505825906,0.2578011825,0.2691060311217165,0.2521962154,0.2585599927,0.2954976367,0.2530857522,0.2527798035,0.259432808,0.2712471357,0.2721021543,0.2762733263,0.2660098261,0.3064743764,0.2698786224,0.3057833278,0.3409899953,0.3811041726,0.3219452018,0.324670261,0.3678343489,0.5939295732000001,0.6115095201
-boomlet_1676,0.2538630455,0.2440430702,0.2431696568,0.244204697,0.2476536476,0.2548401,0.2611497048725296,0.2519960915,0.2602736189,0.2844321863,0.2495785851,0.2490162864,0.2579772293,0.2757684538,0.2739319634,0.274422727,0.2642072572,0.3190410513,0.2681407295,0.3003211978,0.3452395085,0.354373947,0.3561141453,0.3689668234,0.3899388202,0.5376397046,0.5530190574
-boomlet_1855,0.1371847144,0.1303276358,0.1303468418,0.1304422632,0.1337652069,0.1348268939,0.1533345196969808,0.1418942616,0.1399310588,0.1945666432,0.1353545304,0.1344972702,0.139558043,0.1402605794,0.1508071358,0.1563253928,0.1573051491,0.2389634824,0.1657957086,0.2316298817,0.1843830347,0.18828133,0.2553622581,0.2591897671,0.3053456375,0.5272950774,0.5309525567
-boomlet_1975,0.0754861445,0.0571749502,0.0604986385,0.0576372056,0.0692389795,0.1095269694,0.1398090383735634,0.0946619153,0.0925888876,0.1158491882,0.072667753,0.0823803293,0.1195154442,0.1030843609,0.0756380608,0.1103445012,0.1080876757,0.3109341661,0.2550894899,0.3101025558,0.196000576,0.2956348279,0.3508947926,0.3645838609,0.490065287,0.3511931898,0.3522290761
-boomlet_2187,0.2318940214,0.2220159855,0.2221525028,0.223165607,0.2273386278,0.2304085286,0.259871483175814,0.2575487453,0.2415090596,0.2968289885,0.2443697139,0.2347347998,0.2578882697,0.2524757438,0.2565067123,0.2800640842,0.2938253489,0.4312238248,0.3124107364,0.4412020453,0.3042627344,0.305323937,0.445695455,0.4740037124,0.569989729,1.0418096521,1.049295268
-boomlet_285,0.1346407886,0.1238820031,0.1234825373,0.1251907933,0.1298710644,0.148143136,0.1500551836785001,0.1683399577,0.2390206753,0.1471872203,0.1332978724,0.1369389616,0.1889532567,0.2234209762,0.1894922508,0.2244579194,0.21729835,0.3030251372,0.2155289637,0.2917086037,0.2097047283,0.2104575885,0.3012758228,0.3165758913,1.2032068554,1.2032068554,1.2258270457
-boomlet_619,0.2302330542,0.195585374,0.1948278258,0.1976896456,0.2060479072,0.2471279568,0.2317217825076673,0.2458341339,0.4334947114,0.232811959,0.2161466212,0.2202544188,0.2356420104,0.3764453393,0.2181665546,0.2649462131,0.2270142354,0.6585898854000001,0.2162911272,0.4527380943,0.4760077805,1.1986603046,0.7635945062,0.6993259862,0.9678549923,0.9678549923,0.9877621571
-boomlet_772,0.133101379,0.1244245684,0.1242450137,0.1253230551,0.12852107,0.1366825739,0.1418676127916021,0.1358824184,0.1613185863,0.1557498583,0.1308470643,0.1334271117,0.1437870275,0.155831971,0.1594582758,0.1611776721,0.1420780794,0.4436068427,0.1500861487,0.3102148884,0.1798892395,0.1854859464,233223016.47921944,0.5422949312,0.9858607218,0.9858607218,1.0040136571
-boomlet_963,0.3166849574,0.3099802004,0.3064831724,0.308619475,0.3113023917,0.3257730396,0.3554307158649718,0.3291269599,0.3424340999999999,0.3758250987,0.3150750398,0.3185355621,0.3420300574,0.3596501241,0.3637814001,0.3456713575,0.331166608,0.6331985560000001,0.3449654206,0.5019102045,0.4813266328,0.4468457359,0.7424657095,0.7165913671,0.8113458731000001,0.8113458731000001,0.8256079502
-ecdc_ili,0.3096012701,0.3768001645,0.3682858362,0.3760473761,0.370964991,0.3706244119,0.340187972155641,0.3434282743,0.2894218856,0.3285141119,0.3959245404,0.4016054767,0.3850819864,0.4167010576,0.5339076574,0.4694310556,0.4343346537,0.542736267,0.4234147823,0.5348657716,0.4142561218,0.4321302967,0.5818744538,0.5760490117,0.55470151,0.55470151,0.5751070376
-entsoe_15T,0.0332921944,0.031057604,0.032596973,0.0308313594,0.037019735,0.03370606,0.0520785391352681,0.0334792124,0.0331917966,0.034292722,0.0413367722,0.0461939652,0.0343344442,0.0362665583,0.0356088535,0.0499695365,0.0338209899,0.056612433,0.056612433,0.056612433,0.0672225595,0.0565863133,0.313985467,0.04302748,0.056612433,0.115491565,0.1262425675
-entsoe_1H,0.0261903902,0.0248996699,0.023857759,0.0243409378,0.0265039239,0.0293722588,0.025239896577241,0.029016943,0.0369877853,0.0270659752,0.0302629636,0.0319005016,0.033285571,0.0281751907,0.0405866666,0.050980506,0.0530802855,0.0660394337,0.0369285607,0.0666871832,0.0410886758,0.0340190019,0.1446894284,0.0693891454,0.0798215743,0.1448301709,0.1529602095
-entsoe_30T,0.0290675118,0.0223879477,0.0231075017,0.024570865,0.025097932,0.0314140317,0.0445350341243368,0.0388367365,0.0299812196,0.0331614495,0.0302188271,0.036241917,0.0318440586,0.0321248654,0.0393913235,0.0485585461,0.0383760424,0.0612245671,0.0362258754,0.0731621073,0.0513033062,0.0375924974,0.1815717143,0.0571609073,0.0725922166,0.1142494541,0.1132384603
-epf_be,0.0901568527,0.0948601444,0.0952412087,0.093115602,0.1006279492,0.0962218884,0.0924509066869714,0.0904647786,0.1069107573,0.0955200867,0.1056021358,0.1056879737,0.0968269743,0.106932535,0.1074787897,0.116974555,0.0981962206,0.2109049118,0.1098670692,0.1868416275,0.131789225,0.1508564422,0.2658805243,0.2582438045,0.2012625839,0.5357212996,0.5396597547
-epf_de,0.2407177006,0.4601042378,0.4672038155,0.4683589436,0.4684737795,0.4684522911,0.2506965721624185,0.4775486462,0.4419724801,0.2518831942,0.5439422258000001,0.4621323091,0.4585770884,0.4643713184,0.2383553645,0.5102784096,0.20301509,0.4882155131,0.2673988947,0.5432797568000001,0.6438459348000001,0.4304549385,0.5287818092000001,0.6490481058,0.5919143997,0.5286529229,0.5344012403
-epf_fr,0.0548184758,0.0627413349,0.0628034148,0.0640514743,0.0693790181,0.063925129,0.0549769522291364,0.0640304463,0.0625904816,0.0489318759,0.0687564497,0.069329218,0.0646047834,0.0684544774,0.0590774782,0.0719692742,0.050103017,0.1676462056,0.0608180576,0.171487674,0.0897236718,0.0875960389,0.1386675644,0.2296495477,0.1818024024,0.5500836951,0.5542629368
-epf_np,0.0297236562,0.0444557228,0.0435167492,0.0435206839,0.044517994,0.0438147562,0.0286831665771985,0.0519221,0.0478681768,0.0300774999,0.0468630667,0.0514617867,0.0419786745,0.0445199614,0.0315756309,0.0428252373,0.0288200218,0.0573880566,0.0371443189,0.0636813178,0.0541779055,0.0580048531,0.086372811,0.0578512541,0.0691889058,0.0868798682,0.0869585172
-epf_pjm,0.0667749027,0.073580878,0.0709860111,0.0713664621,0.0749215636,0.071403604,0.0666314027281418,0.0757086151,0.0931649074,0.0747918069,0.0795523282,0.0738735407,0.0766169612,0.0739331273,0.0601940101,0.084093308,0.0640765474,0.086260965,0.0619307319,0.0855296797,0.1043853204,0.1053596408,0.1606961463,0.1068456977,0.0908421956,0.1641666586,0.1656245554
-ercot_1D,0.059742223,0.0594182305,0.0610870289,0.0586035995,0.0608222803,0.0583644776,0.059748412824441,0.0590120341,0.0677790412,0.0684168152,0.0622004808,0.0622512311,0.0637608291,0.0620146905,0.0672958728,0.0665392831,0.0838270056,0.0936050684,0.0669529065,0.0865494548,0.0842841008,0.0841483377,0.1027502478,0.1055339552,0.1044921679,0.1043182678,0.1051661229
-ercot_1H,0.0517757176,0.0551108047,0.0555156919,0.0569035998,0.0561599381,0.0542294904,0.0566087326387195,0.0584985426,0.0690541192,0.0618277813,0.0555308677,0.0578080842,0.0563341027,0.0597259069,0.0571174625,0.0625128045,0.0594370003,0.0642267414,0.0682466944,0.0597358018,0.0757580693,0.0767356717,0.1494485063,0.0646341807,0.0682466944,0.1331050238,0.1354763369
-ercot_1M,0.0374032877,0.0372743857,0.0366225782,0.0368971338,0.0386906414,0.0419160577,0.0376060321528297,0.0380629909,0.0369871672,0.0371193551,0.0530202312,0.04260245,0.0509930124,0.0398626935,0.046621763,0.0434627402,0.0473243439,0.0375336712,0.0418023356,0.0388325707,0.0550054836,0.0562941835,0.0371511279,0.0470765052,0.0427842586,0.2106942527,0.2307212042
-ercot_1W,0.0461530362,0.0448595907,0.045468704,0.0457371809,0.0460305391,0.0457429263,0.0461981248612772,0.0465659059,0.0474641923,0.0503533756,0.0515345865,0.047263365,0.0502061941,0.0467287195,0.0562783142,0.0583864951,0.0520912746,0.1138242996,0.0499525576,0.1129826874,0.0666738599,0.0667497027,0.1134717335,0.1163159858,0.1143459151,0.1143459151,0.1147730701
-favorita_stores_1D,0.1111436042,0.1168536377,0.1168442309,0.1215724533,0.1304018233,0.1242660249,0.1316709729696958,0.1184216613,0.1335502347,0.1178973226,0.143982699,0.1396156429,0.1278709711,0.1418629323,0.1460581146,0.1353609503,0.1427451258,0.1606240879,0.1449535179,0.1647292421,0.1568033495,0.1604637963,0.1672181851,0.1778642628,0.2375760783,0.407924062,0.4110111744
-favorita_stores_1M,0.1214689688,0.125016244,0.1268337189,0.125466025,0.1277282603,0.1421527991,0.0956066633468445,0.1508910378,0.1339783194,0.0943302395,0.1390587722,0.1345474296,0.1725604577,0.1852146109,0.1403603984,0.2222006124,0.1734554139,0.1265352804,0.1734554139,0.1314480379,0.2186079186,0.2631369718,0.1328922998,0.1244588255,0.1715121002,0.1701131596,0.1843808732
-favorita_stores_1W,0.1088586482,0.1084604221,0.1086135061,0.1106568431,0.1101220279,0.1134128786,0.0979269717117583,0.109472936,0.1184634283,0.0990307784,0.1222012023,0.1187495935,0.1243048273,0.1268154753,0.137616023,0.1312294599,0.1439432317,0.1336292353,0.1438160383,0.1331314369,0.1313115845,0.1374015655,0.1429768358,0.1407957933,0.1608274594,0.1608274594,0.1626164075
-favorita_transactions_1D,0.0493905059,0.0597569804,0.0585469662,0.0613257258,0.0690001943,0.0677041912,0.0683705151055696,0.0735763955,0.0735763955,0.0597601794,0.0735763955,0.0779731992,0.0735763955,0.0735763955,0.0871645751,0.0710714949,0.1249546747,0.0949008641,0.0886693646,0.1055051906,0.0803527194,0.0820513813,0.0944759339,0.0991455647,0.1403339152,0.2372471037,0.2388998483
-favorita_transactions_1M,0.0604582892,0.0714437498,0.0695020926,0.0711058515,0.0709101213,0.0683964379,0.0683309621120336,0.0642577124,0.0634107492,0.070987216,0.0771189506,0.073264901,0.0756335167,0.0799691925,0.0862070337,0.0834713904,0.1104679984,0.070584588,0.0862070337,0.0776326593,0.1003374601,0.1032656271,0.0709936959,0.0829960481,0.0855815697,0.1052862109,0.1152703352
-favorita_transactions_1W,0.0471234517,0.0474269501,0.0472425707,0.0483930301,0.0511042722,0.0492598373,0.0535137810819275,0.0528246687,0.0460898192,0.0548143302,0.0576286349,0.0561099801,0.05694461,0.0528246687,0.0655290829,0.0632163955,0.0676774676,0.0648065089,0.0723931655,0.0648478227,0.0633303921,0.0649015275,0.0694461919,0.0703094334,0.0783787894,0.0783787894,0.0802804813
-fred_md_2025/cee,0.0668234172,0.0601752215,0.0594535568,0.0623804609,0.0650855324,0.0670834959,0.0738429289824919,0.0750783838,0.0750783838,0.0690469795,0.0750783838,0.0709791938,0.0750783838,0.0750783838,0.2571046813,0.0954701869,0.1719437399,0.1051946757,0.1151105177,0.1336604251,0.0787889724,0.0853956646,0.0757646767,0.1182489158,0.2073879584,0.1174362958,0.1155920484
-fred_md_2025/macro,0.0658449,0.0614460757,0.0612483994,0.0618735966,0.0624999144,0.0651736736,0.070834336752446,0.0689005701,0.0689005701,0.0696180895,0.0689005701,0.0649675888,0.0689005701,0.0689005701,0.096670918,0.0758142866,0.0936650658,0.0780002055,0.0792368701,0.0859787221,0.0902616065,0.0896123899,0.0754502178,0.0815239103,0.119592083,0.0816199937,0.0813235213
-fred_qd_2025/cee,0.13493629,0.1178834587,0.1230588675,0.1203868337,0.1212280711,0.1205702322,0.13478856788472,0.1290291476,0.1455614395,0.1191207889,0.1108418954,0.1246971363,0.1271824648,0.1238446163,0.199311753,0.1631968012,0.2178025348,0.1373877838,0.2240148661,0.1474873423,0.1851033107,0.1863665626,0.1365938852,0.1482369083,0.1941921549,0.1537726617,0.1492650929
-fred_qd_2025/macro,0.0877492891,0.0819398403,0.0813262848,0.0821352866,0.0823549396,0.0847291191,0.0918962174469524,0.0852353396,0.0904632042,0.0897443934,0.0835998942,0.0857005368,0.0863520335,0.0870314598,0.1224400202,0.1012011908,0.1143069694,0.0918310561,0.1040481161,0.0955504799,0.1081842347,0.1087879793,0.0949233782,0.0954220424,0.1198022216,0.0963745296,0.0950284899
-gvar,0.0149820687,0.0145238675,0.0144267612,0.0146124185,0.0146511705,0.0150792847,0.0155006620792276,0.0152665936,0.0149023625,0.0164066749,0.014902948,0.0149922867,0.015061142,0.015482776,0.0192650378,0.0185296964,0.0168077777,0.0162937715,0.0163818337,0.0169170494,0.0180220621,0.0178566904,0.0159433726,0.0166324554,0.0212211567,0.0176762713,0.0174836229
-hermes,0.00225818,0.0023445304,0.0023507897,0.0023660122,0.0024907526,0.0024187939,0.0023043540524169,0.0022928048,0.0023074145,0.0023893872,0.00361165,0.0027401694,0.0026712263,0.0025240351,0.0032054229,0.0031453384,0.0035223817,0.0061269214,0.0045975711,0.0050407278,0.0045409315,0.0045605713,0.0073879456,0.0068258834,0.0087083111,0.0087083111,0.0090940295
-hierarchical_sales_1D,0.5714809959,0.5676590461000001,0.5619234998,0.5668575799000001,0.5704484356,0.5556084899,0.5679830350408462,0.5615462266,0.5696128289,0.593064982,0.5601555502000001,0.5651435622000001,0.5634020932,0.5634020932,0.5745797836000001,0.647815962,0.5754783046,0.8177303568000001,0.5825354928,0.6915383975,0.9140827947,0.6910062183,0.9358165943,0.9689367576,1.1222145629,1.6764214745,1.6911406181
-hierarchical_sales_1W,0.3648561995,0.3645064954,0.3651241862,0.3670778617,0.3712940507,0.3675267984,0.370833974534256,0.36900549,0.3665408623,0.3729757571,0.3702988275,0.3766578963,0.3762527696,0.3762527696,0.4016935991,0.4228486488,0.3873929843,0.465201591,0.3962245576,0.4672185483,0.4416683753,0.4443902803,7.827597326,0.4883602497,0.9260072924,0.9260072924,0.9465583798
-hospital,0.0748078224,0.0721816897,0.0722748026,0.0716670687,0.0720618303,0.0726720337,0.0695284518782354,0.0714240645,0.0732403369,0.0744122446,0.0782417064,0.0751424692,0.075323756,0.075323756,0.0962332051,0.0900986355,0.0876369973,0.0749195627,0.0763542764,0.0845424144,0.1298282849,0.125397441,0.0759570393,0.0813819141,0.0783920641,0.1042062258,0.1105393325
-hospital_admissions_1D,0.4112482571,0.4110203098,0.4111777319,0.4112639343,0.4113671478,0.4117757476,0.4111778841250772,0.4124642646,0.4173749544,0.4170910343,0.4128087161,0.4114047438,0.4120897737,0.4125280896,0.4178139666,0.4526293478,0.4157163956,0.4131275601,0.4185439912,0.4121681665,0.5358010025000001,0.5356471103,0.4122712944,0.4263733393,0.6361459777,0.9837276528,0.9916738225
-hospital_admissions_1W,0.1624167729,0.1631238396,0.1630574141,0.1629510239,0.1628616325,0.1647817223,0.1637294128599395,0.1632100947,0.1652550692,0.1640290481,0.1685465774,0.1649940217,0.1651659257,0.1652841679,0.1638441779,0.1802484199,0.1672985953,0.1630497452,0.1730808569,0.1631143082,0.2980487663,0.3185996994,0.1628325575,0.1682700421,0.2969374562,0.2969374562,0.3078008058
-jena_weather_10T,0.2528507588,0.2179958325,0.2254821538,0.2109903321,0.2058012416,0.2661828375,0.2249865452272112,0.2127668735,0.2065601206,0.2673525155,0.2370029627,0.2186955544,0.2625552837,0.2625552837,0.2861270721,0.3371179261,0.249506229,2.0838172673,0.3312178723,1.1999625736,0.6868432012,2.3233309146,3.1495387185,3.5724878985,1.7057621919,3.6828586054,3.85529109
-jena_weather_1D,0.2257062563,0.2347111941,0.2351874789,0.2290670891,0.2296760039,0.2210204491,0.2310330886224535,0.2185061968,0.2192679771,0.2376748711,0.2243943728,0.2343058561,0.2254046561,0.2254046561,0.3380311951,0.2665635899,0.3253639756,0.3084284928,0.353442622,0.3017046195,0.4845484094,0.4935773805,0.3511726073,0.352949988,0.4719762387,0.6992484433,0.7361988020000001
-jena_weather_1H,0.2250019598,0.209700068,0.2042789585,0.2064620178,0.2150192859,0.2168159034,0.2207381037462216,0.2233014541,0.2046475096,0.2369006949,0.2068558167,0.2257041757,0.2340991589,0.2340991589,0.2755533982,0.4350680693,0.2493529242,1.0549343053,0.2542087262,0.8256929906,0.4259697277,0.541001766,1.408450418,1.6859107035,1.2878361858,1.6601789319,1.6730314794
-kdd_cup_2022_10T,1.2012688912,1.2423053558,1.2928265833,1.2611561204,1.3449398697,1.3753457154,1.672279038449243,1.3753457154,1.3753457154,2.4259698063,1.3753457154,1.2791393932,1.3753457154,1.3753457154,1.3596535498,1.3753457154,2.8127015346,2.3739032941,2.4486052091,2.4275642145000003,1.9401393917,2.2259673328,2.5986419336,2.5543058637,3.4658735195,2.676092095,2.9246115805
-kdd_cup_2022_1D,0.5599962195,0.5518483318,0.5548469306,0.5591092906,0.5539245901000001,0.5566213231,0.5664458017834574,0.5527344226,0.5781322911,0.5800627619000001,0.5565322541000001,0.5950165469,0.5630864115,0.5631888802,0.7276780822000001,0.6469029607,0.7320689666,0.592077645,0.735336376,0.5843812531,0.8453182764,0.8151955287,0.6089510673,0.5966451509,0.7506998103,0.9265198158,0.9484262949
-kdd_cup_2022_30T,1.3117733464,1.2947478209,1.3827988006,1.3214301757,1.3760568548,1.3401124409,1.6401003171211754,1.6757596584,1.2078263133,2.3192371863,1.3749485744,1.3847179122,1.2046794696,2.2656435372,2.3146349588,1.6183676077,2.6203798688,2.2310516685,2.3874851537,2.185096759,1.4766293954,2.1400670186,2.6468743605,2.5972049694,3.2580293026,2.5790907347000003,2.6373925558
-m5_1D,0.5553520672,0.5445193467,0.5449869045,0.5455199783,0.5493187376,0.5522750547,0.5503297168377588,0.5619946768,0.5619946768,0.8588793502000001,0.5619946768,0.5545512032000001,0.5619946768,0.5619946768,0.5589515992,0.6369837787,0.6194780292000001,0.6095963829000001,0.6137512997,0.611489809,0.7365313918,0.7321054765,0.6156373922,0.6265285782000001,0.8588793502000001,1.3529814741,1.3656864865
-m5_1M,0.3477280433,0.3732511687,0.3670678202,0.3522163978,0.3479056364,0.3446529974,0.3375876335222311,0.3370295405,0.3526156954,0.3464554836,0.364759255,0.3584938045,0.3456589364,0.3566383823,0.3504555646,0.3886462021,0.3564240248,0.3701231937,0.405287954,0.380094291,0.4386853163,0.4413139749,0.4320692413,0.4195249159,0.4285745192,0.4471596242,0.5002848742
-m5_1W,0.3375480209,0.3406208433,0.3479004073,0.3381479716,0.3339785495,0.3359465585,0.3343646289662474,0.3409590155,0.3437600868,0.3385700451,0.3367183667,0.3391548847,0.3361267514,0.3409590155,0.3273512854,0.3622685986,0.3419488384,0.3617149107,0.3798203062,0.3580006782,0.4221414941,0.4239931518,0.3728147004,0.3767071031,0.5198944018,0.5198944018,0.5321822362
-proenfo_gfc12,0.0555966972,0.0711665266,0.0717016149,0.0704471025,0.0751443412,0.0771150803,0.0500168982494891,0.077263494,0.077263494,0.0695191123,0.077263494,0.0789964426,0.077263494,0.077263494,0.109475236,0.0732963269,0.1147079588,0.118165235,0.0834358203,0.0987456528,0.089761018,0.0963190563,0.2072982242,0.1250899583,0.1088404136,0.2075379036,0.2175193025
-proenfo_gfc14,0.0210605929,0.0327314094,0.0331126025,0.0341281505,0.0346144869,0.0353901819,0.0208825726093903,0.0375513457,0.0375513457,0.0248587648,0.0375513457,0.0391112092,0.0375513457,0.0375513457,0.0196653184,0.0204786531,0.0262980361,0.0444153796,0.0192630497,0.0464290142,0.0294872713,0.0338078076,0.0544938011,0.0519159577,0.0529491741,0.158759622,0.1683589624
-proenfo_gfc17,0.0315349159,0.0571762013,0.0563933826,0.0567771902,0.0582943263,0.0597007945,0.0342982410932926,0.0608284875,0.0608284875,0.0441526054,0.0608284875,0.066556878,0.0608284875,0.0608284875,0.0898005308,0.0315794369,0.0937295777,0.0769925953,0.0718075959,0.0761960672,0.0460992665,0.0534558432,0.146648178,0.0769725348,0.089722227,0.1691034075,0.1777795868
-redset_15T,0.2174028756,0.2149035463,0.2166346258,0.2215744903,0.237406876,0.2431114555,0.2367960634074943,0.2501147517,0.2504545955,0.2357018172,0.2517225668,0.2548341045,0.2504748238,0.2713077356,0.4862108215,0.2914044606,0.5103683634,0.4607365659,0.5103683634,0.4607365659,0.3616185106,0.3642203024,0.4607365659,0.9403750129,0.4607365659,1.565727146,1.6075485007
-redset_1H,0.1754538486,0.1696635983,0.1690059871,0.1697630432,0.1793620686,0.1792595699,0.1889198603442845,0.1953408447,0.1755989654,0.1901149251,0.1905135003,0.1962638598,0.189262175,0.2027229088,0.4380179901,0.2287683337,0.4380179901,0.3644260201,0.4380179901,0.347358315,0.2696877066,0.2869469335,3.3022819259,0.471399676,0.4120467256,0.8881015739,0.8935980202
-redset_5T,0.2706931879,0.2522817162,0.2485814134,0.2538017132,0.2607775031,0.3109114114,0.2837469344452893,0.288140782,0.3193539479,0.294846188,0.279035311,0.2938771626,0.3116496574,0.3706331476,0.3340524808,0.3372367613,0.394998386,0.9331343205,0.5103815022,0.6814341656,0.5022592368000001,0.4982754129,0.5026322375,1.1479851264,0.5026322375,2.8198686089,3.0482376442
-restaurant,0.2820261405,0.2875333554,0.2874544178,0.2911420585,0.2920942716,0.282683528,0.283353323307,0.2808265082,0.2908753698,0.2867067669,0.2931914764,0.2977027964,0.2874369433,0.2874369433,0.2950146147,0.3121784735,0.2893609167,0.2987514342,0.3005850855,0.3174475777,0.4065274887,0.4090550588,0.4313426382,0.3228884373,0.4263793897,0.7194392994000001,0.7547545077000001
-rohlik_orders_1D,0.0453576139,0.0497401039,0.0476137085,0.0493031585,0.0535962101,0.046778087,0.0496631721422994,0.0473405217,0.0489494437,0.0526118659,0.0531669466,0.0537647303,0.0454924381,0.0495487283,0.0562165091,0.0570594271,0.0802310287,0.0551855368,0.0887183021,0.0603755941,0.0554603887,0.0590804501,0.0637016666,0.0607226711,0.0730389023,0.1384185627,0.1410173561
-rohlik_orders_1W,0.0419834037,0.0457701047,0.0453016201,0.0450562846,0.0460703459,0.0425926735,0.0464488188294073,0.0430425121,0.0400357111,0.0431551355,0.0489117702,0.0492587228,0.0512220728,0.047050427,0.0490160528,0.0608989622,0.0623338136,0.0465205011,0.0562292184,0.0471291762,0.0671116906,0.0468091036,0.046928104,0.0464560362,0.049864809,0.049864809,0.049767365
-rohlik_sales_1D,0.2203668339,0.3187697926,0.3131468674,0.3246397825,0.3349647247,0.3154378947,0.2197726190012544,0.2983877223,0.3345277541,0.2144150475,0.3348204538,0.3380616026,0.3202051989,0.3139840107,0.3639173875,0.3250144355,0.3606022602,0.3425447103,0.3839513912,0.3459201995,0.3365823494,0.3536696428,0.3543382966,0.3563233505,0.3727953998,0.4099413728,0.4141182186
-rohlik_sales_1W,0.1860678419,0.2324107825,0.2652332743,0.2332533739,0.2374216511,0.2252347071,0.1605688879104377,0.219683589,0.2183951005,0.1542504295,0.2347311917,0.2421377532,0.2364913465,0.2336631822,0.332339682,0.2594374504,0.332339682,0.2595910509,0.332339682,0.2670259076,0.2639455584,0.2987408672,4.0491052559,0.2655509055,0.3323396817,0.3323396817,0.3393924276
-rossmann_1D,0.0954525644,0.1636378999,0.1620992466,0.1684007028,0.1804052727,0.1837160416,0.0817942555484106,0.171116383,0.1715812463,0.0793567685,0.1931830123,0.186390301,0.1799313223,0.178806336,0.3174568942,0.1802362487,0.2900605131,0.1969177128,0.3174568942,0.1908416644,0.1095834619,0.1126136684,0.2028079674,0.291009868,0.3139894576,0.9388561818,0.9579696476
-rossmann_1W,0.080244381,0.1387929035,0.1395972961,0.1411573604,0.1359702522,0.1304017962,0.0665351810579416,0.1350575869,0.1334925918,0.0659424732,0.1345025131,0.145880501,0.1342178268,0.1317076013,0.2257770339,0.1572071227,0.2371456781,0.135127503,0.2415634878,0.1410069966,0.1858789664,0.188403814,0.1401558708,0.1385267381,0.2508975249,0.2508975249,0.2680805063
-solar_1D,0.1855480723,0.1909268585,0.1901680063,0.1920833954,0.1939100736,0.1929553199,0.1880496716787187,0.1938342095,0.1958218975,0.1906834317,0.1955959161,0.1950438604,0.2003849004,0.1990286403,0.227479751,0.2094179217,0.2534630947,0.2041438251,0.2222318087,0.2053532934,0.5633586202,0.6999444905000001,0.2049319678,0.2116725603,0.2794918566,0.4319792148,0.4569554917
-solar_1W,0.1513635002,0.2088524184,0.2050441656,0.197474927,0.2119188222,0.1885658631,0.1550785172637096,0.1848997811,0.1705316239,0.1501063429,0.2331836917,0.2274649416,0.2786290198,0.1573930974,0.1492782767,0.1567824467,0.3278734901,0.2181202588,0.3684090833,0.2154878912,0.42400532,0.3884622962,0.2063617654,0.2389863754,0.241539109,0.241539109,0.3053960242
-solar_with_weather_15T,0.9550527662,0.9210578527,0.9307564127,0.8286726317,0.8613928953000001,1.2067686983,0.8532718151842908,1.2404817956,1.0538999432,1.0036054675,0.9998167584,1.0196476914,1.1204703545,1.1300785408,0.886485222,1.3507714502,1.2350036007,1.4546830286,1.407379817,1.4027522601,1.2261492691,1.1534171019,1.957235723,3.2872524254,1.407379817,1.6964307364,1.7761051878
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diff --git a/tables/pivot_WQL_baseline_imputed.csv b/tables/pivot_WQL_baseline_imputed.csv
index e96df53eb93e80d32fbbdc3d3f37bc696a0f40f8..68459396884a511bd684eae73506966acfed69ad 100644
--- a/tables/pivot_WQL_baseline_imputed.csv
+++ b/tables/pivot_WQL_baseline_imputed.csv
@@ -1,101 +1,101 @@
-Task name,Chronos-2,Toto-2.0-1B,Toto-2.0-2.5B,Toto-2.0-313m,Toto-2.0-22m,TiRex,TabPFN-TS-3,TimesFM-2.5,FlowState,TabPFN-TS,Toto-1.0,Toto-2.0-4m,Moirai-2.0,Chronos-Bolt,TFT,Sundial-Base,PatchTST,Stat. Ensemble,DeepAR,AutoARIMA,CatBoost,LightGBM,AutoETS,AutoTheta,Seasonal Naive,Naive,Drift
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-solar_with_weather_15T,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False
-solar_with_weather_1H,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-uci_air_quality_1D,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-uci_air_quality_1H,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-uk_covid_nation_1D/cumulative,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-uk_covid_nation_1D/new,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-uk_covid_nation_1W/cumulative,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-uk_covid_nation_1W/new,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-uk_covid_utla_1D/new,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-uk_covid_utla_1W/cumulative,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-us_consumption_1M,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-us_consumption_1Q,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-us_consumption_1Y,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-walmart,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-world_co2_emissions,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-world_life_expectancy,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-world_tourism,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
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+LOOP_SEATTLE_1H,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
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+M_DENSE_1D,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
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+australian_tourism,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+bizitobs_l2c_1H,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+bizitobs_l2c_5T,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+boomlet_1062,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
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+boomlet_619,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
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+epf_pjm,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+ercot_1D,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
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+ercot_1W,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+favorita_stores_1D,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+favorita_stores_1M,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+favorita_stores_1W,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+favorita_transactions_1D,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+favorita_transactions_1M,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+favorita_transactions_1W,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+fred_md_2025/cee,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+fred_md_2025/macro,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+fred_qd_2025/cee,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+fred_qd_2025/macro,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+gvar,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+hermes,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+hierarchical_sales_1D,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+hierarchical_sales_1W,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+hospital,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+hospital_admissions_1D,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+hospital_admissions_1W,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+jena_weather_10T,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+jena_weather_1D,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+jena_weather_1H,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+kdd_cup_2022_10T,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+kdd_cup_2022_1D,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+kdd_cup_2022_30T,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+m5_1D,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+m5_1M,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+m5_1W,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+proenfo_gfc12,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+proenfo_gfc14,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+proenfo_gfc17,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+redset_15T,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,True,False,False,True,False,False,False,False
+redset_1H,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+redset_5T,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False
+restaurant,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+rohlik_orders_1D,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
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+rossmann_1W,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
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+uk_covid_nation_1D/cumulative,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
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+uk_covid_nation_1W/cumulative,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+uk_covid_nation_1W/new,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+uk_covid_utla_1D/new,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+uk_covid_utla_1W/cumulative,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+us_consumption_1M,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+us_consumption_1Q,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+us_consumption_1Y,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+walmart,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+world_co2_emissions,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+world_life_expectancy,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+world_tourism,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
diff --git a/tables/pivot_WQL_leakage_imputed.csv b/tables/pivot_WQL_leakage_imputed.csv
index a1767b1ddd18b5720d2bf965d7bd163089a26bc7..d7fd727c1a0309f1e3c6fe73f3b08fc5c600ddb6 100644
--- a/tables/pivot_WQL_leakage_imputed.csv
+++ b/tables/pivot_WQL_leakage_imputed.csv
@@ -1,101 +1,101 @@
-Task name,Chronos-2,Toto-2.0-1B,Toto-2.0-2.5B,Toto-2.0-313m,Toto-2.0-22m,TiRex,TabPFN-TS-3,TimesFM-2.5,FlowState,TabPFN-TS,Toto-1.0,Toto-2.0-4m,Moirai-2.0,Chronos-Bolt,TFT,Sundial-Base,PatchTST,Stat. Ensemble,DeepAR,AutoARIMA,CatBoost,LightGBM,AutoETS,AutoTheta,Seasonal Naive,Naive,Drift
-ETT_15T,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-ETT_1D,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-ETT_1H,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-ETT_1W,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-LOOP_SEATTLE_1D,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-LOOP_SEATTLE_1H,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-LOOP_SEATTLE_5T,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-M_DENSE_1D,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-M_DENSE_1H,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-SZ_TAXI_15T,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-SZ_TAXI_1H,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-australian_tourism,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-bizitobs_l2c_1H,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-bizitobs_l2c_5T,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-boomlet_1062,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-boomlet_1209,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-boomlet_1225,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-boomlet_1230,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-boomlet_1282,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-boomlet_1487,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-boomlet_1631,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-boomlet_1676,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-boomlet_1855,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-boomlet_1975,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-boomlet_2187,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-boomlet_285,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-boomlet_619,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-boomlet_772,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-boomlet_963,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-ecdc_ili,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-entsoe_15T,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-entsoe_1H,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-entsoe_30T,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-epf_be,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-epf_de,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-epf_fr,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-epf_np,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-epf_pjm,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-ercot_1D,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-ercot_1H,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-ercot_1M,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-ercot_1W,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-favorita_stores_1D,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-favorita_stores_1M,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-favorita_stores_1W,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-favorita_transactions_1D,False,False,False,False,False,False,False,True,True,False,True,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-favorita_transactions_1M,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-favorita_transactions_1W,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-fred_md_2025/cee,False,False,False,False,False,False,False,True,True,False,True,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-fred_md_2025/macro,False,False,False,False,False,False,False,True,True,False,True,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-fred_qd_2025/cee,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-fred_qd_2025/macro,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-gvar,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-hermes,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-hierarchical_sales_1D,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-hierarchical_sales_1W,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-hospital,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-hospital_admissions_1D,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-hospital_admissions_1W,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-jena_weather_10T,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-jena_weather_1D,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-jena_weather_1H,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-kdd_cup_2022_10T,False,False,False,False,False,True,False,True,True,False,True,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False
-kdd_cup_2022_1D,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-kdd_cup_2022_30T,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-m5_1D,False,False,False,False,False,False,False,True,True,False,True,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-m5_1M,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-m5_1W,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-proenfo_gfc12,False,False,False,False,False,False,False,True,True,False,True,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-proenfo_gfc14,False,False,False,False,False,False,False,True,True,False,True,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-proenfo_gfc17,False,False,False,False,False,False,False,True,True,False,True,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-redset_15T,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-redset_1H,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-redset_5T,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-restaurant,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-rohlik_orders_1D,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-rohlik_orders_1W,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-rohlik_sales_1D,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-rohlik_sales_1W,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-rossmann_1D,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-rossmann_1W,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-solar_1D,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-solar_1W,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-solar_with_weather_15T,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-solar_with_weather_1H,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-uci_air_quality_1D,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-uci_air_quality_1H,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-uk_covid_nation_1D/cumulative,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-uk_covid_nation_1D/new,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-uk_covid_nation_1W/cumulative,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-uk_covid_nation_1W/new,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-uk_covid_utla_1D/new,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-uk_covid_utla_1W/cumulative,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-us_consumption_1M,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-us_consumption_1Q,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-us_consumption_1Y,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-walmart,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-world_co2_emissions,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-world_life_expectancy,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
-world_tourism,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+Task name,Chronos-2,Toto-2.0-1B,Toto-2.0-2.5B,Toto-2.0-313m,TiRex-2,Toto-2.0-22m,TiRex,TabPFN-TS-3,TimesFM-2.5,FlowState,TabPFN-TS,Toto-1.0,Toto-2.0-4m,Moirai-2.0,Chronos-Bolt,TFT,Sundial-Base,PatchTST,Stat. Ensemble,DeepAR,AutoARIMA,CatBoost,LightGBM,AutoETS,AutoTheta,Seasonal Naive,Naive,Drift
+ETT_15T,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+ETT_1D,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+ETT_1H,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+ETT_1W,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+LOOP_SEATTLE_1D,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+LOOP_SEATTLE_1H,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+LOOP_SEATTLE_5T,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+M_DENSE_1D,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+M_DENSE_1H,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+SZ_TAXI_15T,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+SZ_TAXI_1H,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+australian_tourism,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+bizitobs_l2c_1H,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+bizitobs_l2c_5T,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+boomlet_1062,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+boomlet_1209,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+boomlet_1225,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+boomlet_1230,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+boomlet_1282,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+boomlet_1487,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+boomlet_1631,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+boomlet_1676,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+boomlet_1855,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
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+boomlet_2187,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
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+boomlet_772,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+boomlet_963,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
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+epf_be,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+epf_de,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+epf_fr,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+epf_np,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
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+ercot_1D,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
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+ercot_1M,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+ercot_1W,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+favorita_stores_1D,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+favorita_stores_1M,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+favorita_stores_1W,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+favorita_transactions_1D,False,False,False,False,False,False,False,False,True,True,False,True,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+favorita_transactions_1M,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+favorita_transactions_1W,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+fred_md_2025/cee,False,False,False,False,False,False,False,False,True,True,False,True,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+fred_md_2025/macro,False,False,False,False,False,False,False,False,True,True,False,True,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+fred_qd_2025/cee,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+fred_qd_2025/macro,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+gvar,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+hermes,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+hierarchical_sales_1D,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+hierarchical_sales_1W,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+hospital,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+hospital_admissions_1D,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+hospital_admissions_1W,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+jena_weather_10T,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+jena_weather_1D,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+jena_weather_1H,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+kdd_cup_2022_10T,False,False,False,False,False,False,True,False,True,True,False,True,False,True,False,False,True,False,False,False,False,False,False,False,False,False,False,False
+kdd_cup_2022_1D,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+kdd_cup_2022_30T,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+m5_1D,False,False,False,False,False,False,False,False,True,True,False,True,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+m5_1M,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+m5_1W,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+proenfo_gfc12,False,False,False,False,False,False,False,False,True,True,False,True,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+proenfo_gfc14,False,False,False,False,False,False,False,False,True,True,False,True,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+proenfo_gfc17,False,False,False,False,False,False,False,False,True,True,False,True,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+redset_15T,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+redset_1H,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+redset_5T,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+restaurant,False,False,False,False,False,False,False,False,False,False,False,False,False,True,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+rohlik_orders_1D,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+rohlik_orders_1W,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+rohlik_sales_1D,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+rohlik_sales_1W,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+rossmann_1D,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+rossmann_1W,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+solar_1D,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+solar_1W,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+solar_with_weather_15T,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+solar_with_weather_1H,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+uci_air_quality_1D,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+uci_air_quality_1H,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+uk_covid_nation_1D/cumulative,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+uk_covid_nation_1D/new,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+uk_covid_nation_1W/cumulative,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+uk_covid_nation_1W/new,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+uk_covid_utla_1D/new,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+uk_covid_utla_1W/cumulative,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+us_consumption_1M,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+us_consumption_1Q,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+us_consumption_1Y,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+walmart,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+world_co2_emissions,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+world_life_expectancy,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
+world_tourism,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False,False
diff --git a/tables/summaries.csv b/tables/summaries.csv
index e3959d888a74f843dde5d4c7d322246aad1c4789..627625190f06c4a546d78d77d8ac317d62b4a85e 100644
--- a/tables/summaries.csv
+++ b/tables/summaries.csv
@@ -1984,6 +1984,106 @@ TimesFM-2.5,timesfm-2.5,autogluon/fev_datasets,walmart,39,1,-39,39,1,,1,SQL,"['M
 TimesFM-2.5,timesfm-2.5,autogluon/fev_datasets,world_co2_emissions,5,9,-45,5,1,,1,SQL,"['MASE', {'name': 'WAPE', 'epsilon': 1.0}, {'name': 'WQL', 'epsilon': 1.0}]","[0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9]",id,timestamp,target,,[],[],[],world_co2_emissions,2.8764182988,0.0,2.289009078,1719,c78d3682201594d9,False,0.8.0,2.8764182988,3.4342160904,0.0879381917,0.0751862129,,"{""device"": ""auto""}",aa66862
 TimesFM-2.5,timesfm-2.5,autogluon/fev_datasets,world_life_expectancy,5,10,-50,5,1,,1,SQL,"['MASE', {'name': 'WAPE', 'epsilon': 1.0}, {'name': 'WQL', 'epsilon': 1.0}]","[0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9]",id,timestamp,target,,[],[],[],world_life_expectancy,1.2103954007,0.0,3.32686325,2370,f9ce571f4bf31401,False,0.8.0,1.2103954007,1.4011006508,0.0112725821,0.0097525655,,"{""device"": ""auto""}",aa66862
 TimesFM-2.5,timesfm-2.5,autogluon/fev_datasets,world_tourism,5,2,-10,5,1,,1,SQL,"['MASE', {'name': 'WAPE', 'epsilon': 1.0}, {'name': 'WQL', 'epsilon': 1.0}]","[0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9]",id,timestamp,target,,[],[],[],world_tourism,3.5616996549,0.0,0.688460226,356,dcd8469c3acc4caa,False,0.8.0,3.5616996549,4.1100856999,0.120970451,0.0984825726,,"{""device"": ""auto""}",aa66862
+TiRex-2,,autogluon/fev_datasets,proenfo_gfc12,168,10,-1680,168,1,,24,SQL,"['MASE', {'name': 'WAPE', 'epsilon': 1.0}, {'name': 'WQL', 'epsilon': 1.0}]","[0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9]",id,timestamp,target,,['airtemperature'],[],[],proenfo_gfc12,0.896355747272434,0.0,7.402734183706343,110,7c9ee0786e7de9fc,False,0.8.0,0.896355747272434,1.1094226557411315,0.0959833975576386,0.0772014287340019,,,
+TiRex-2,,autogluon/fev_datasets,proenfo_gfc14,168,20,-3360,168,1,,24,SQL,"['MASE', {'name': 'WAPE', 'epsilon': 1.0}, {'name': 'WQL', 'epsilon': 1.0}]","[0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9]",id,timestamp,target,,['airtemperature'],[],[],proenfo_gfc14,0.3683590898542755,0.0,1.38847204297781,20,eb4b54a1ec3114bf,False,0.8.0,0.3683590898542755,0.4687013919127844,0.0229218166049671,0.0180212465557794,,,
+TiRex-2,,autogluon/fev_datasets,proenfo_gfc17,168,20,-3360,168,1,,24,SQL,"['MASE', {'name': 'WAPE', 'epsilon': 1.0}, {'name': 'WQL', 'epsilon': 1.0}]","[0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9]",id,timestamp,target,,['airtemperature'],[],[],proenfo_gfc17,0.6880529070939791,0.0,1.3497271900996566,160,2c63b48ca8f6dd9a,False,0.8.0,0.6880529070939791,0.8664781874965868,0.055937051186096,0.0445276015985301,,,
+TiRex-2,,autogluon/fev_datasets,rohlik_sales_1D,14,1,2023-12-15T00:00:00,14,14,,7,SQL,"['MASE', {'name': 'WAPE', 'epsilon': 1.0}, {'name': 'WQL', 'epsilon': 1.0}]","[0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9]",id,timestamp,sales,,"['holiday', 'school_holidays', 'sell_price_main', 'shops_closed', 'total_orders', 'type_0_discount', 'type_1_discount', 'type_2_discount', 'type_3_discount', 'type_4_discount', 'type_5_discount', 'type_6_discount', 'winter_school_holidays']",['availability'],"['L1_category_name_en', 'L2_category_name_en', 'L3_category_name_en', 'L4_category_name_en', 'name', 'product_unique_id', 'warehouse']",rohlik_sales_1D,0.96743233711846,0.0,47.85317819798365,4116,c475daf9af96ed16,False,0.8.0,0.96743233711846,1.2001130171137837,0.3022439123207759,0.2444361902753766,,,
+TiRex-2,,autogluon/fev_datasets,rohlik_orders_1D,61,5,2023-05-01T00:00:00,61,1,,7,SQL,"['MASE', {'name': 'WAPE', 'epsilon': 1.0}, {'name': 'WQL', 'epsilon': 1.0}]","[0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9]",id,timestamp,orders,,"['holiday', 'school_holidays', 'shops_closed', 'winter_school_holidays']","['blackout', 'frankfurt_shutdown', 'mini_shutdown', 'mov_change', 'precipitation', 'shutdown', 'snow', 'user_activity_1', 'user_activity_2']",[],rohlik_orders_1D,1.0484591784963886,0.0,0.4240088895894587,35,1774b84125cff789,False,0.8.0,1.0484591784963886,1.3011182834041093,0.0618923240750697,0.049793418294822,,,
+TiRex-2,,autogluon/fev_datasets,rohlik_sales_1W,8,1,2023-12-15T00:00:00,8,8,,1,SQL,"['MASE', {'name': 'WAPE', 'epsilon': 1.0}, {'name': 'WQL', 'epsilon': 1.0}]","[0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9]",id,timestamp,sales,,"['holiday', 'school_holidays', 'sell_price_main', 'shops_closed', 'total_orders', 'type_0_discount', 'type_1_discount', 'type_2_discount', 'type_3_discount', 'type_4_discount', 'type_5_discount', 'type_6_discount', 'winter_school_holidays']",['availability'],"['L1_category_name_en', 'L2_category_name_en', 'L3_category_name_en', 'L4_category_name_en', 'name', 'product_unique_id', 'warehouse']",rohlik_sales_1W,1.193970787500754,0.0,45.27470251917839,3942,09041d7a8a29c83f,False,0.8.0,1.193970787500754,1.453129485318408,0.2192921834763424,0.1772674772618465,,,
+TiRex-2,,autogluon/fev_datasets,rohlik_orders_1W,8,5,2023-05-01T00:00:00,8,1,,1,SQL,"['MASE', {'name': 'WAPE', 'epsilon': 1.0}, {'name': 'WQL', 'epsilon': 1.0}]","[0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9]",id,timestamp,orders,,"['holiday', 'school_holidays', 'shops_closed', 'winter_school_holidays']","['blackout', 'frankfurt_shutdown', 'mini_shutdown', 'mov_change', 'precipitation', 'shutdown', 'snow', 'user_activity_1', 'user_activity_2']",[],rohlik_orders_1W,1.4142486675879522,0.0,0.3710261387750506,35,bbb0372c6d5883ab,False,0.8.0,1.4142486675879522,1.710537626121534,0.0564299152297055,0.0466190198883336,,,
+TiRex-2,,autogluon/fev_datasets,entsoe_15T,96,20,-1920,96,1,,96,SQL,"['MASE', {'name': 'WAPE', 'epsilon': 1.0}, {'name': 'WQL', 'epsilon': 1.0}]","[0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9]",id,timestamp,target,,"['radiation_diffuse_horizontal', 'radiation_direct_horizontal', 'temperature']",[],[],entsoe_15T,0.4432047728616628,0.0,2.51065483270213,120,4e80c208c8b54e76,False,0.8.0,0.4432047728616628,0.5650102084351702,0.0385403533219318,0.0299915186203087,,,
+TiRex-2,,autogluon/fev_datasets,entsoe_30T,96,20,-1920,96,1,,48,SQL,"['MASE', {'name': 'WAPE', 'epsilon': 1.0}, {'name': 'WQL', 'epsilon': 1.0}]","[0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9]",id,timestamp,target,,"['radiation_diffuse_horizontal', 'radiation_direct_horizontal', 'temperature']",[],[],entsoe_30T,0.5005483325091996,0.0,1.7891194834373891,120,7a3623a47fa39853,False,0.8.0,0.5005483325091996,0.6265212724447536,0.0429378234895424,0.0342792270553542,,,
+TiRex-2,,autogluon/fev_datasets,entsoe_1H,168,20,-3360,168,1,,24,SQL,"['MASE', {'name': 'WAPE', 'epsilon': 1.0}, {'name': 'WQL', 'epsilon': 1.0}]","[0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9]",id,timestamp,target,,"['radiation_diffuse_horizontal', 'radiation_direct_horizontal', 'temperature']",[],[],entsoe_1H,0.4817596844417065,0.0,1.4757643933407962,120,a900217b9207dc1a,False,0.8.0,0.4817596844417065,0.5998621394629227,0.0373741016106866,0.0301016405209215,,,
+TiRex-2,,autogluon/fev_datasets,epf_be,24,20,-480,24,1,,24,SQL,"['MASE', {'name': 'WAPE', 'epsilon': 1.0}, {'name': 'WQL', 'epsilon': 1.0}]","[0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9]",id,timestamp,target,,"['Generation forecast', 'System load forecast']",[],[],epf_be,0.5319225521407256,0.0,1.1039994857273996,20,fef9300bbbbc0b06,False,0.8.0,0.5319225521407256,0.6664771070064072,0.1203234715812035,0.0957745773429249,,,
+TiRex-2,,autogluon/fev_datasets,epf_de,24,20,-480,24,1,,24,SQL,"['MASE', {'name': 'WAPE', 'epsilon': 1.0}, {'name': 'WQL', 'epsilon': 1.0}]","[0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9]",id,timestamp,target,,"['Ampirion Load Forecast', 'PV+Wind Forecast']",[],[],epf_de,0.4880414701646064,0.0,1.0861185202375054,20,b0b822e47c7608d3,False,0.8.0,0.4880414701646064,0.6103813594737576,0.2675378459677633,0.2187945782836869,,,
+TiRex-2,,autogluon/fev_datasets,epf_fr,24,20,-480,24,1,,24,SQL,"['MASE', {'name': 'WAPE', 'epsilon': 1.0}, {'name': 'WQL', 'epsilon': 1.0}]","[0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9]",id,timestamp,target,,"['Generation forecast', 'System load forecast']",[],[],epf_fr,0.3483775825317684,0.0,1.0792926456779242,20,8f5f11f4c654e31f,False,0.8.0,0.3483775825317684,0.4339901028094799,0.0652304057191373,0.0523390454943642,,,
+TiRex-2,,autogluon/fev_datasets,epf_np,24,20,-480,24,1,,24,SQL,"['MASE', {'name': 'WAPE', 'epsilon': 1.0}, {'name': 'WQL', 'epsilon': 1.0}]","[0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9]",id,timestamp,target,,"['Grid load forecast', 'Wind power forecast']",[],[],epf_np,0.6120173698740318,0.0,1.077467832248658,20,269b47960e0cd2ad,False,0.8.0,0.6120173698740318,0.796162829483358,0.0359208090897249,0.027714667237253,,,
+TiRex-2,,autogluon/fev_datasets,epf_pjm,24,20,-480,24,1,,24,SQL,"['MASE', {'name': 'WAPE', 'epsilon': 1.0}, {'name': 'WQL', 'epsilon': 1.0}]","[0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9]",id,timestamp,target,,"['System load forecast', 'Zonal COMED load foecast']",[],[],epf_pjm,0.3749227228252754,0.0,1.1128830234520135,20,7087b94a370e1baa,False,0.8.0,0.3749227228252754,0.469692179239839,0.0818221670130156,0.0654851700023029,,,
+TiRex-2,,autogluon/fev_datasets,rossmann_1D,48,10,-480,48,1,,7,SQL,"['MASE', {'name': 'WAPE', 'epsilon': 1.0}, {'name': 'WQL', 'epsilon': 1.0}]","[0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9]",id,timestamp,Sales,,"['DayOfWeek', 'Open', 'Promo', 'SchoolHoliday', 'StateHoliday']",['Customers'],"['Assortment', 'CompetitionDistance', 'CompetitionOpenSinceMonth', 'CompetitionOpenSinceYear', 'Promo2', 'Promo2SinceWeek', 'Promo2SinceYear', 'PromoInterval', 'Store', 'StoreType']",rossmann_1D,0.411020059183442,0.0,40.78444161685184,11150,29ae5d8fec87a1fd,False,0.8.0,0.411020059183442,0.4997579553420013,0.1689114145172392,0.1390116583130554,,,
+TiRex-2,,autogluon/fev_datasets,rossmann_1W,13,8,-104,13,1,,1,SQL,"['MASE', {'name': 'WAPE', 'epsilon': 1.0}, {'name': 'WQL', 'epsilon': 1.0}]","[0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9]",id,timestamp,Sales,,"['Open', 'Promo', 'SchoolHoliday', 'StateHoliday']",['Customers'],"['Assortment', 'CompetitionDistance', 'CompetitionOpenSinceMonth', 'CompetitionOpenSinceYear', 'Promo2', 'Promo2SinceWeek', 'Promo2SinceYear', 'PromoInterval', 'Store', 'StoreType']",rossmann_1W,0.2909372112591953,0.0,32.24195365188643,8920,cfc14443664745b2,False,0.8.0,0.2909372112591953,0.3566823210684928,0.0927182351096441,0.0757030857664324,,,
+TiRex-2,,autogluon/fev_datasets,restaurant,28,8,-224,28,1,,7,SQL,"['MASE', {'name': 'WAPE', 'epsilon': 1.0}, {'name': 'WQL', 'epsilon': 1.0}]","[0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9]",id,timestamp,target,,[],[],"['air_area_name', 'air_genre_name', 'latitude', 'longitude']",restaurant,0.6794450824910496,0.0,4.943896107841283,6502,cc84996f184fc2f6,False,0.8.0,0.6794450824910496,0.8562390140034339,0.3598174076790265,0.2824961094842074,,,
+TiRex-2,,autogluon/fev_datasets,hermes,52,1,-52,52,1,,1,SQL,"['MASE', {'name': 'WAPE', 'epsilon': 1.0}, {'name': 'WQL', 'epsilon': 1.0}]","[0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9]",id,timestamp,target,,['external'],[],"['category', 'country']",hermes,0.6636667367798976,0.0,13.97497514495626,10000,e1d9809dc251e19b,False,0.8.0,0.6636667367798976,0.8445970494671015,0.0031936577070467,0.0025064943975988,,,
+TiRex-2,,autogluon/fev_datasets,walmart,39,1,-39,39,1,,1,SQL,"['MASE', {'name': 'WAPE', 'epsilon': 1.0}, {'name': 'WQL', 'epsilon': 1.0}]","[0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9]",id,timestamp,target,,"['CPI', 'Fuel_Price', 'IsHoliday', 'MarkDown1', 'MarkDown2', 'MarkDown3', 'MarkDown4', 'MarkDown5', 'Temperature', 'Unemployment']",[],"['Dept', 'Size', 'Store', 'Type']",walmart,0.792180537434017,0.0,22.367270440794528,2936,c55b4fd4c5773129,False,0.8.0,0.792180537434017,1.0039577071535688,0.1213644935668601,0.0959139041892037,,,
+TiRex-2,,autogluon/fev_datasets,m5_1D,28,1,-28,28,1,,7,SQL,"['MASE', {'name': 'WAPE', 'epsilon': 1.0}, {'name': 'WQL', 'epsilon': 1.0}]","[0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9]",id,timestamp,target,,"['event_Cultural', 'event_National', 'event_Religious', 'event_Sporting', 'sell_price', 'snap_CA', 'snap_TX', 'snap_WI']",[],"['cat_id', 'dept_id', 'item_id', 'state_id', 'store_id']",m5_1D,0.7205846263896121,0.0,186.16815724782649,30490,f11a35ff7f7adf0e,False,0.8.0,0.7205846263896121,0.8783609144805757,0.7010535568530128,0.5531421979846279,,,
+TiRex-2,,autogluon/fev_datasets,m5_1W,13,1,-13,13,1,,1,SQL,"['MASE', {'name': 'WAPE', 'epsilon': 1.0}, {'name': 'WQL', 'epsilon': 1.0}]","[0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9]",id,timestamp,target,,"['event_Cultural', 'event_National', 'event_Religious', 'event_Sporting', 'sell_price', 'snap_CA', 'snap_TX', 'snap_WI']",[],"['cat_id', 'dept_id', 'item_id', 'state_id', 'store_id']",m5_1W,0.8971538324919788,0.0,183.0574345160276,30490,8d7cc2396f52bcbc,False,0.8.0,0.8971538324919788,1.1393551853910664,0.4231924562751414,0.3324906642349929,,,
+TiRex-2,,autogluon/fev_datasets,m5_1M,12,1,-12,12,6,,12,SQL,"['MASE', {'name': 'WAPE', 'epsilon': 1.0}, {'name': 'WQL', 'epsilon': 1.0}]","[0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9]",id,timestamp,target,,"['event_Cultural', 'event_National', 'event_Religious', 'event_Sporting', 'sell_price', 'snap_CA', 'snap_TX', 'snap_WI']",[],"['cat_id', 'dept_id', 'item_id', 'state_id', 'store_id']",m5_1M,0.9701469273100152,0.0,175.61076463898644,29364,5d40840afc423bdf,False,0.8.0,0.9701469273100152,1.146390564009537,0.4195289821968709,0.3354460321933755,,,
+TiRex-2,,autogluon/fev_datasets,hierarchical_sales_1D,28,10,-280,28,1,,7,SQL,"['MASE', {'name': 'WAPE', 'epsilon': 1.0}, {'name': 'WQL', 'epsilon': 1.0}]","[0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9]",id,timestamp,target,,[],[],[],hierarchical_sales_1D,0.5517053707585935,0.0,1.1355859064497054,1180,0ecbb4076fd5ba78,False,0.8.0,0.5517053707585935,0.6877419580451609,0.6941349518733575,0.5620525201765236,,,
+TiRex-2,,autogluon/fev_datasets,hierarchical_sales_1W,13,10,-130,13,1,,1,SQL,"['MASE', {'name': 'WAPE', 'epsilon': 1.0}, {'name': 'WQL', 'epsilon': 1.0}]","[0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9]",id,timestamp,target,,[],[],[],hierarchical_sales_1W,0.6248919227515206,0.0,0.9470997783355416,1180,691bd281f0ad7adc,False,0.8.0,0.6248919227515206,0.7625179732454902,0.4351591583292074,0.3701408011985547,,,
+TiRex-2,,autogluon/fev_datasets,favorita_stores_1D,28,10,-280,28,1,,7,SQL,"['MASE', {'name': 'WAPE', 'epsilon': 1.0}, {'name': 'WQL', 'epsilon': 1.0}]","[0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9]",id,timestamp,sales,,"['holiday', 'onpromotion']",['oil_price'],"['city', 'cluster', 'family', 'state', 'store_nbr', 'type']",favorita_stores_1D,0.964638610268981,0.0,30.566723600495607,15790,7c6ded4c862d08bd,False,0.8.0,0.964638610268981,1.1919727819505723,0.1578592668716991,0.1282745030253956,,,
+TiRex-2,,autogluon/fev_datasets,favorita_stores_1W,13,10,-130,13,1,,1,SQL,"['MASE', {'name': 'WAPE', 'epsilon': 1.0}, {'name': 'WQL', 'epsilon': 1.0}]","[0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9]",id,timestamp,sales,,['onpromotion'],['oil_price'],"['city', 'cluster', 'family', 'state', 'store_nbr', 'type']",favorita_stores_1W,1.9688870924150603,0.0,28.91356661589816,15790,1cf7145738b8996c,False,0.8.0,1.9688870924150603,2.3511886465211687,0.1210464556571245,0.0978730915756015,,,
+TiRex-2,,autogluon/fev_datasets,favorita_stores_1M,12,2,-24,12,1,,12,SQL,"['MASE', {'name': 'WAPE', 'epsilon': 1.0}, {'name': 'WQL', 'epsilon': 1.0}]","[0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9]",id,timestamp,sales,,['onpromotion'],['oil_price'],"['city', 'cluster', 'family', 'state', 'store_nbr', 'type']",favorita_stores_1M,1.783260687821159,0.0,5.708204742055386,3158,90adf27f0175f9ae,False,0.8.0,1.783260687821159,2.0410154811461245,0.1241912466275409,0.1003219158781188,,,
+TiRex-2,,autogluon/fev_datasets,favorita_transactions_1D,28,10,-280,28,1,,7,SQL,"['MASE', {'name': 'WAPE', 'epsilon': 1.0}, {'name': 'WQL', 'epsilon': 1.0}]","[0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9]",id,timestamp,transactions,,['holiday'],['oil_price'],"['city', 'cluster', 'state', 'store_nbr', 'type']",favorita_transactions_1D,0.952641030753745,0.0,0.9219358377158642,510,93e47f4edb5bcbe1,False,0.8.0,0.952641030753745,1.1375694594581205,0.0827915859451537,0.0689886887751918,,,
+TiRex-2,,autogluon/fev_datasets,favorita_transactions_1W,13,10,-130,13,1,,1,SQL,"['MASE', {'name': 'WAPE', 'epsilon': 1.0}, {'name': 'WQL', 'epsilon': 1.0}]","[0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9]",id,timestamp,transactions,,[],['oil_price'],"['city', 'cluster', 'state', 'store_nbr', 'type']",favorita_transactions_1W,1.3385642638487183,0.0,0.8134227409027517,510,19b5577b63233e9d,False,0.8.0,1.3385642638487183,1.647847823698585,0.0626477803080113,0.0522559813466423,,,
+TiRex-2,,autogluon/fev_datasets,favorita_transactions_1M,12,2,-24,12,1,,12,SQL,"['MASE', {'name': 'WAPE', 'epsilon': 1.0}, {'name': 'WQL', 'epsilon': 1.0}]","[0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9]",id,timestamp,transactions,,[],['oil_price'],"['city', 'cluster', 'state', 'store_nbr', 'type']",favorita_transactions_1M,1.0992332207440365,0.0,0.165687907487154,102,6f7b1122146e5d93,False,0.8.0,1.0992332207440365,1.3714270611236168,0.078260076563278,0.0657638258517205,,,
+TiRex-2,,autogluon/fev_datasets,solar_with_weather_15T,96,20,-1920,96,1,,96,SQL,"['MASE', {'name': 'WAPE', 'epsilon': 1.0}, {'name': 'WQL', 'epsilon': 1.0}]","[0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9]",id,timestamp,target,,"['day_length', 'humidity', 'pressure', 'rain_1h', 'snow_1h', 'temp', 'wind_speed']","['clouds_all', 'global_horizontal_irradiance']",[],solar_with_weather_15T,0.8044225948336768,0.0,1.3755363523960114,20,0b6d5a3c52af6282,False,0.8.0,0.8044225948336768,0.9978354757788678,1.292486250452648,1.0805590656933024,,,
+TiRex-2,,autogluon/fev_datasets,solar_with_weather_1H,24,20,-480,24,1,,24,SQL,"['MASE', {'name': 'WAPE', 'epsilon': 1.0}, {'name': 'WQL', 'epsilon': 1.0}]","[0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9]",id,timestamp,target,,"['day_length', 'humidity', 'pressure', 'rain_1h', 'snow_1h', 'temp', 'wind_speed']","['clouds_all', 'global_horizontal_irradiance']",[],solar_with_weather_1H,0.722845953592332,0.0,1.0669083977118134,20,1ae39ff7d1aba62c,False,0.8.0,0.722845953592332,0.9143765492788112,1.0531867875187328,0.8666084069968294,,,
+TiRex-2,,autogluon/fev_datasets,solar_1D,28,10,-280,28,1,,1,SQL,"['MASE', {'name': 'WAPE', 'epsilon': 1.0}, {'name': 'WQL', 'epsilon': 1.0}]","[0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9]",id,timestamp,target,,[],[],[],solar_1D,0.6043578766870777,0.0,1.123987065628171,1370,4a9fb28f2a62f798,False,0.8.0,0.6043578766870777,0.7699542444584961,0.2425416520899251,0.1897120417203008,,,
+TiRex-2,,autogluon/fev_datasets,solar_1W,13,1,-13,13,1,,1,SQL,"['MASE', {'name': 'WAPE', 'epsilon': 1.0}, {'name': 'WQL', 'epsilon': 1.0}]","[0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9]",id,timestamp,target,,[],[],[],solar_1W,1.287761253875329,0.0,0.1067510042339563,137,856de5fa702db186,False,0.8.0,1.287761253875329,1.7281088326110747,0.2904019603702586,0.2166150908081738,,,
+TiRex-2,,autogluon/fev_datasets,kdd_cup_2022_10T,288,10,-2880,288,1,,144,SQL,"['MASE', {'name': 'WAPE', 'epsilon': 1.0}, {'name': 'WQL', 'epsilon': 1.0}]","[0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9]",id,timestamp,Patv,,[],"['Etmp', 'Itmp', 'Ndir', 'Pab1', 'Pab2', 'Pab3', 'Prtv', 'Wdir', 'Wspd']",[],kdd_cup_2022_10T,0.4529682936307481,0.0,8.701579343527555,1340,571bae673e4dccdd,False,0.8.0,0.4529682936307481,0.5507810991994854,1.551704859955992,1.2868898999991945,,,
+TiRex-2,,autogluon/fev_datasets,kdd_cup_2022_30T,96,10,-960,96,1,,48,SQL,"['MASE', {'name': 'WAPE', 'epsilon': 1.0}, {'name': 'WQL', 'epsilon': 1.0}]","[0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9]",id,timestamp,Patv,,[],"['Etmp', 'Itmp', 'Ndir', 'Pab1', 'Pab2', 'Pab3', 'Prtv', 'Wdir', 'Wspd']",[],kdd_cup_2022_30T,0.4349572379339479,0.0,6.968440484721214,1340,bf18bd35bb0df915,False,0.8.0,0.4349572379339479,0.5438667018200715,1.6324984859219562,1.3775525766620973,,,
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+TiRex-2,,autogluon/fev_datasets,ecdc_ili,13,10,-130,13,1,,1,SQL,"['MASE', {'name': 'WAPE', 'epsilon': 1.0}, {'name': 'WQL', 'epsilon': 1.0}]","[0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9]",id,timestamp,target,,[],[],[],ecdc_ili,2.192456898912054,0.0,0.4371463763527572,240,c812e2dbfb11b987,False,0.8.0,2.192456898912054,2.6791186626779258,0.4215117220623104,0.3396623011592334,,,
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+TiRex-2,,autogluon/fev_datasets,boomlet_2187,24,20,-480,24,1,,24,SQL,"['MASE', {'name': 'WAPE', 'epsilon': 1.0}, {'name': 'WQL', 'epsilon': 1.0}]","[0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9]",id,timestamp,"['target_0', 'target_1', 'target_10', 'target_11', 'target_12', 'target_13', 'target_14', 'target_15', 'target_16', 'target_17', 'target_18', 'target_19', 'target_2', 'target_20', 'target_21', 'target_22', 'target_23', 'target_24', 'target_25', 'target_26', 'target_27', 'target_28', 'target_29', 'target_3', 'target_30', 'target_31', 'target_32', 'target_33', 'target_34', 'target_35', 'target_36', 'target_37', 'target_38', 'target_39', 'target_4', 'target_40', 'target_41', 'target_42', 'target_43', 'target_44', 'target_45', 'target_46', 'target_47', 'target_48', 'target_49', 'target_5', 'target_50', 'target_51', 'target_52', 'target_53', 'target_54', 'target_55', 'target_56', 'target_57', 'target_58', 'target_59', 'target_6', 'target_60', 'target_61', 'target_62', 'target_63', 'target_64', 'target_65', 'target_66', 'target_67', 'target_68', 'target_69', 'target_7', 'target_70', 'target_71', 'target_72', 'target_73', 'target_74', 'target_75', 'target_76', 'target_77', 'target_78', 'target_79', 'target_8', 'target_80', 'target_81', 'target_82', 'target_83', 'target_84', 'target_85', 'target_86', 'target_87', 'target_88', 'target_89', 'target_9', 'target_90', 'target_91', 'target_92', 'target_93', 'target_94', 'target_95', 'target_96', 'target_97', 'target_98', 'target_99']",,[],[],[],boomlet_2187,0.719339607555989,0.0,2.129446457605809,2000,c858af6e090b65d2,False,0.8.0,0.719339607555989,0.8266596416546982,0.26960318636927,0.2335178119690479,,,
+TiRex-2,,autogluon/fev_datasets,boomlet_285,60,20,-1200,60,1,,1440,SQL,"['MASE', {'name': 'WAPE', 'epsilon': 1.0}, {'name': 'WQL', 'epsilon': 1.0}]","[0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9]",id,timestamp,"['target_0', 'target_1', 'target_10', 'target_11', 'target_12', 'target_13', 'target_14', 'target_15', 'target_16', 'target_17', 'target_18', 'target_19', 'target_2', 'target_20', 'target_21', 'target_22', 'target_23', 'target_24', 'target_25', 'target_26', 'target_27', 'target_28', 'target_29', 'target_3', 'target_30', 'target_31', 'target_32', 'target_33', 'target_34', 'target_35', 'target_36', 'target_37', 'target_38', 'target_39', 'target_4', 'target_40', 'target_41', 'target_42', 'target_43', 'target_44', 'target_45', 'target_46', 'target_47', 'target_48', 'target_49', 'target_5', 'target_50', 'target_51', 'target_52', 'target_53', 'target_54', 'target_55', 'target_56', 'target_57', 'target_58', 'target_59', 'target_6', 'target_60', 'target_61', 'target_62', 'target_63', 'target_64', 'target_65', 'target_66', 'target_67', 'target_68', 'target_69', 'target_7', 'target_70', 'target_71', 'target_72', 'target_73', 'target_74', 'target_8', 'target_9']",,[],[],[],boomlet_285,0.3443007045805658,0.0,2.666423813905567,1500,51287a29c5959696,False,0.8.0,0.3443007045805658,0.3823857357509364,0.1700101085954018,0.1453486610567968,,,
+TiRex-2,,autogluon/fev_datasets,boomlet_619,60,20,-1200,60,1,,1440,SQL,"['MASE', {'name': 'WAPE', 'epsilon': 1.0}, {'name': 'WQL', 'epsilon': 1.0}]","[0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9]",id,timestamp,"['target_0', 'target_1', 'target_10', 'target_11', 'target_12', 'target_13', 'target_14', 'target_15', 'target_16', 'target_17', 'target_18', 'target_19', 'target_2', 'target_20', 'target_21', 'target_22', 'target_23', 'target_24', 'target_25', 'target_26', 'target_27', 'target_28', 'target_29', 'target_3', 'target_30', 'target_31', 'target_32', 'target_33', 'target_34', 'target_35', 'target_36', 'target_37', 'target_38', 'target_39', 'target_4', 'target_40', 'target_41', 'target_42', 'target_43', 'target_44', 'target_45', 'target_46', 'target_47', 'target_48', 'target_49', 'target_5', 'target_50', 'target_51', 'target_6', 'target_7', 'target_8', 'target_9']",,[],[],[],boomlet_619,0.3207597351388844,0.0,2.1349762119352818,1040,2d774f07b3096707,False,0.8.0,0.3207597351388844,0.4128062205392041,0.2886290467923883,0.2270239567779028,,,
+TiRex-2,,autogluon/fev_datasets,boomlet_772,60,20,-1200,60,1,,1440,SQL,"['MASE', {'name': 'WAPE', 'epsilon': 1.0}, {'name': 'WQL', 'epsilon': 1.0}]","[0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9]",id,timestamp,"['target_0', 'target_1', 'target_10', 'target_11', 'target_12', 'target_13', 'target_14', 'target_15', 'target_16', 'target_17', 'target_18', 'target_19', 'target_2', 'target_20', 'target_21', 'target_22', 'target_23', 'target_24', 'target_25', 'target_26', 'target_27', 'target_28', 'target_29', 'target_3', 'target_30', 'target_31', 'target_32', 'target_33', 'target_34', 'target_35', 'target_36', 'target_37', 'target_38', 'target_39', 'target_4', 'target_40', 'target_41', 'target_42', 'target_43', 'target_44', 'target_45', 'target_46', 'target_47', 'target_48', 'target_49', 'target_5', 'target_50', 'target_51', 'target_52', 'target_53', 'target_54', 'target_55', 'target_56', 'target_57', 'target_58', 'target_59', 'target_6', 'target_60', 'target_61', 'target_62', 'target_63', 'target_64', 'target_65', 'target_66', 'target_7', 'target_8', 'target_9']",,[],[],[],boomlet_772,0.2929414057657262,0.0,2.5854186876676977,1340,cf7b0f7fe86838d5,False,0.8.0,0.2929414057657262,0.3396458390708813,0.1594187303483382,0.1353156135299467,,,
+TiRex-2,,autogluon/fev_datasets,boomlet_963,60,20,-1200,60,1,,1440,SQL,"['MASE', {'name': 'WAPE', 'epsilon': 1.0}, {'name': 'WQL', 'epsilon': 1.0}]","[0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9]",id,timestamp,"['target_0', 'target_1', 'target_10', 'target_11', 'target_12', 'target_13', 'target_14', 'target_15', 'target_16', 'target_17', 'target_18', 'target_19', 'target_2', 'target_20', 'target_21', 'target_22', 'target_23', 'target_24', 'target_25', 'target_26', 'target_27', 'target_3', 'target_4', 'target_5', 'target_6', 'target_7', 'target_8', 'target_9']",,[],[],[],boomlet_963,0.7019012782172595,0.0,1.4569837702438235,560,078a1fcb7a454b72,False,0.8.0,0.7019012782172595,0.8146820472774033,0.3825851199522793,0.317416330722044,,,
+TiRex-2,,autogluon/fev_datasets,fred_md_2025,12,20,-240,12,1,,1,SQL,"['MASE', {'name': 'WAPE', 'epsilon': 1.0}, {'name': 'WQL', 'epsilon': 1.0}]","[0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9]",id,timestamp,"['CPIAUCSL', 'FEDFUNDS', 'PAYEMS']",,[],"['M2REAL', 'NONBORRES', 'PPICMM', 'TOTRESNS']",[],fred_md_2025/cee,3.2862153899585804,0.0,0.7288547637872398,60,764e9294023ee081,False,0.8.0,3.2862153899585804,3.863760537809776,0.0819502722512763,0.071483381693202,,,
+TiRex-2,,autogluon/fev_datasets,fred_qd_2025,8,20,-160,8,1,,1,SQL,"['MASE', {'name': 'WAPE', 'epsilon': 1.0}, {'name': 'WQL', 'epsilon': 1.0}]","[0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9]",id,timestamp,"['CPIAUCSL', 'FEDFUNDS', 'PAYEMS']",,[],"['M2REAL', 'NONBORRES', 'PPICMM', 'TOTRESNS']",[],fred_qd_2025/cee,1.63601940067248,0.0,0.7005230206996202,60,d257091c861020bf,False,0.8.0,1.63601940067248,2.013262977485245,0.1467020392839382,0.1193291423884141,,,
+TiRex-2,,autogluon/fev_datasets,fred_md_2025,12,20,-240,12,1,,1,SQL,"['MASE', {'name': 'WAPE', 'epsilon': 1.0}, {'name': 'WQL', 'epsilon': 1.0}]","[0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9]",id,timestamp,"['AAA', 'AWHMAN', 'BAA', 'BUSINVx', 'CPIAUCSL', 'CPIMEDSL', 'CUMFNS', 'DMANEMP', 'EXUSUKx', 'FEDFUNDS', 'GS1', 'GS10', 'GS5', 'HOUST', 'INDPRO', 'INVEST', 'IPBUSEQ', 'IPCONGD', 'IPDCONGD', 'IPDMAT', 'IPFINAL', 'IPMANSICS', 'IPMAT', 'IPNCONGD', 'IPNMAT', 'M2REAL', 'MANEMP', 'NDMANEMP', 'NONBORRES', 'PAYEMS', 'PERMIT', 'PPICMM', 'S&P 500', 'SRVPRD', 'TB3MS', 'TB6MS', 'TOTRESNS', 'UEMP15T26', 'UEMP27OV', 'UEMP5TO14', 'UEMPLT5', 'UEMPMEAN', 'UMCSENTx', 'UNRATE', 'USCONS', 'USFIRE', 'USGOOD', 'USGOVT', 'USTPU', 'USTRADE', 'VIXCLSx']",,[],[],[],fred_md_2025/macro,5.305881370729671,0.0,1.1905367481522262,1020,764e9294023ee081,False,0.8.0,5.305881370729671,6.194276830261809,0.0779213251088188,0.0646369179562897,,,
+TiRex-2,,autogluon/fev_datasets,fred_qd_2025,8,20,-160,8,1,,1,SQL,"['MASE', {'name': 'WAPE', 'epsilon': 1.0}, {'name': 'WQL', 'epsilon': 1.0}]","[0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9]",id,timestamp,"['AAA', 'AWHMAN', 'BAA', 'BUSINVx', 'CPIAUCSL', 'CPIMEDSL', 'CUMFNS', 'DMANEMP', 'EXUSUKx', 'FEDFUNDS', 'GS1', 'GS10', 'GS5', 'HOUST', 'INDPRO', 'INVEST', 'IPBUSEQ', 'IPCONGD', 'IPDCONGD', 'IPDMAT', 'IPFINAL', 'IPMANSICS', 'IPMAT', 'IPNCONGD', 'IPNMAT', 'M2REAL', 'MANEMP', 'NDMANEMP', 'NONBORRES', 'PAYEMS', 'PERMIT', 'PPICMM', 'S&P 500', 'SRVPRD', 'TB3MS', 'TB6MS', 'TOTRESNS', 'UEMP15T26', 'UEMP27OV', 'UEMP5TO14', 'UEMPLT5', 'UEMPMEAN', 'UMCSENTx', 'UNRATE', 'USCONS', 'USFIRE', 'USGOOD', 'USGOVT', 'USTPU', 'USTRADE', 'VIXCLSx']",,[],[],[],fred_qd_2025/macro,3.3697035491390688,0.0,1.1136101875454187,1020,d257091c861020bf,False,0.8.0,3.3697035491390688,4.040068482163627,0.1006158524842458,0.0819940181024104,,,
+TiRex-2,,autogluon/fev_datasets,us_consumption_1M,12,10,-120,12,1,,12,SQL,"['MASE', {'name': 'WAPE', 'epsilon': 1.0}, {'name': 'WQL', 'epsilon': 1.0}]","[0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9]",id,timestamp,target,,[],[],[],us_consumption_1M,1.4450790485725304,0.0,0.5040699830278754,310,03c47cb66fc4f105,False,0.8.0,1.4450790485725304,1.7498614169484277,0.0223407281502667,0.0193065577022153,,,
+TiRex-2,,autogluon/fev_datasets,us_consumption_1Q,8,10,-80,8,1,,4,SQL,"['MASE', {'name': 'WAPE', 'epsilon': 1.0}, {'name': 'WQL', 'epsilon': 1.0}]","[0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9]",id,timestamp,target,,[],[],[],us_consumption_1Q,1.6750018525971702,0.0,0.4677667682990432,310,91f975812d53dcb0,False,0.8.0,1.6750018525971702,2.106070189868821,0.0303636579739251,0.025815605507463,,,
+TiRex-2,,autogluon/fev_datasets,us_consumption_1Y,5,10,-50,5,1,,1,SQL,"['MASE', {'name': 'WAPE', 'epsilon': 1.0}, {'name': 'WQL', 'epsilon': 1.0}]","[0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9]",id,timestamp,target,,[],[],[],us_consumption_1Y,3.440859585600568,0.0,0.4633455676957965,310,941764347d4458f0,False,0.8.0,3.440859585600568,4.212944273745653,0.0452936742546765,0.0361610284043495,,,
+TiRex-2,,autogluon/fev_datasets,gvar,8,10,-80,8,1,,4,SQL,"['MASE', {'name': 'WAPE', 'epsilon': 1.0}, {'name': 'WQL', 'epsilon': 1.0}]","[0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9]",id,timestamp,"['Dp', 'ep', 'eq', 'lr', 'r', 'y']",,[],"['pmat', 'pmetal', 'poil']",[],gvar,0.5589551550190921,0.0,1.8656647629104557,1980,f9353d7e5df197ee,False,0.8.0,0.5589551550190921,0.6859033203844243,0.0178318751808939,0.0144489400974888,,,
 TiRex,tirex,autogluon/fev_datasets,ETT_15T,96,20,-1920,96,1,,96,SQL,"['MASE', {'name': 'WAPE', 'epsilon': 1.0}, {'name': 'WQL', 'epsilon': 1.0}]","[0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9]",id,timestamp,"['HUFL', 'HULL', 'LUFL', 'LULL', 'MUFL', 'MULL', 'OT']",,[],[],[],ETT_15T,0.5682984870000001,0.0,1.674162301,280,b5dd9d1f1927aad6,False,0.8.0,0.5682984870000001,0.7187969112,0.1158377721,0.0914609728,,"{""device"": ""cuda""}",aa66862
 TiRex,tirex,autogluon/fev_datasets,ETT_1D,28,20,-560,28,1,,7,SQL,"['MASE', {'name': 'WAPE', 'epsilon': 1.0}, {'name': 'WQL', 'epsilon': 1.0}]","[0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9]",id,timestamp,"['HUFL', 'HULL', 'LUFL', 'LULL', 'MUFL', 'MULL', 'OT']",,[],[],[],ETT_1D,1.1014613429,0.0,0.7946679940000001,280,936cfaf2a3a6ab34,False,0.8.0,1.1014613429,1.3268087393,0.3280948975,0.2612366718,,"{""device"": ""cuda""}",aa66862
 TiRex,tirex,autogluon/fev_datasets,ETT_1H,168,20,-3360,168,1,,24,SQL,"['MASE', {'name': 'WAPE', 'epsilon': 1.0}, {'name': 'WQL', 'epsilon': 1.0}]","[0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9]",id,timestamp,"['HUFL', 'HULL', 'LUFL', 'LULL', 'MUFL', 'MULL', 'OT']",,[],[],[],ETT_1H,0.8735827903000001,0.0,2.830691964,280,abd94afdf0b158e2,False,0.8.0,0.8735827903000001,1.1177931254,0.2477475434,0.1923900276,,"{""device"": ""cuda""}",aa66862
diff --git a/tables/task_type_covariate_informed/leaderboard_MASE.csv b/tables/task_type_covariate_informed/leaderboard_MASE.csv
index 067eb2220e802a06bc67c3c8c6830551b75d6a57..d67bba76c87fd079404cdc1eed548e05eeba8aac 100644
--- a/tables/task_type_covariate_informed/leaderboard_MASE.csv
+++ b/tables/task_type_covariate_informed/leaderboard_MASE.csv
@@ -1,28 +1,29 @@
 model_name,win_rate,skill_score,median_training_time_s_per100,median_inference_time_s_per100,training_corpus_overlap,num_failures
-Chronos-2,85.25641025641025,37.85799069972645,0.0,1.2462164325,0.0,0.0
-Toto-2.0-1B,71.7032967032967,29.050115763331195,0.0,2.9384434409375,0.0,0.0
-TabPFN-TS-3,71.06227106227107,34.106843589937796,0.0,233.19124419048612,0.0,0.0
-Toto-2.0-2.5B,70.97069597069597,29.325569671639194,0.0,6.392388657648901,0.0,0.0
-Toto-2.0-313m,69.87179487179488,28.75756667123792,0.0,1.415961499111262,0.0,0.0
-TabPFN-TS,67.35347985347985,33.645363857682895,0.0,94.5240759370583,0.0,2.380952380952381
-TiRex,67.03296703296702,28.470636641084333,0.0,0.6630511256654228,0.023809523809523808,0.0
-TimesFM-2.5,66.11721611721612,27.784643347991,0.0,1.6456731042857142,0.21428571428571427,0.0
-Toto-2.0-22m,64.1025641025641,27.746780910077852,0.0,0.5999408045710785,0.0,0.0
-FlowState,63.827838827838825,27.18964779800085,0.0,3.149809327083334,0.16666666666666666,0.0
-Moirai-2.0,57.32600732600732,27.011208854073608,0.0,0.8126894325,0.16666666666666666,0.0
-CatBoost,55.12820512820513,27.450740665065144,28.452690788739496,0.5293052348809524,0.0,0.0
-Toto-1.0,52.83882783882784,25.062514275946356,0.0,21.010914669873948,0.16666666666666666,0.0
-Chronos-Bolt,52.65567765567766,25.633108331049936,0.0,0.7454693648227612,0.0,0.0
-LightGBM,52.28937728937729,26.138069870715697,2.7357501468749996,0.4490329255357143,0.0,0.0
-Toto-2.0-4m,51.00732600732599,25.059586999925887,0.0,0.5331319968382353,0.0,0.0
-Sundial-Base,46.062271062271066,23.050755938875334,0.0,8.6058723475,0.023809523809523808,0.0
-Stat. Ensemble,43.63553113553114,17.07188261534265,0.0,238.7019323257143,0.0,2.380952380952381
-TFT,38.00366300366299,16.610547189801082,840.0363191524633,2.784774613627451,0.0,0.0
-PatchTST,34.70695970695971,13.580115395669367,1025.4073311141667,1.489614424754902,0.0,0.0
-AutoTheta,31.959706959706956,11.019039468741898,0.0,3.78152038,0.0,0.0
-DeepAR,31.5018315018315,14.551541760519592,1785.5292291445587,1.8718095706431082,0.0,4.761904761904762
-AutoETS,29.67032967032967,-6.726032194167697,0.0,4.6384753278664625,0.0,0.0
-AutoARIMA,25.77838827838828,7.194406163199618,0.0,95.12863658364125,0.0,2.380952380952381
-Seasonal Naive,19.871794871794872,0.0,0.0,0.470381465,0.0,0.0
-Naive,16.254578754578752,-18.492832604363784,0.0,0.47363605499999994,0.0,0.0
-Drift,14.01098901098901,-17.92857450946139,0.0,0.4627528775,0.0,0.0
+Chronos-2,84.12698412698411,37.85799069972645,0.0,1.2462164325,0.0,0.0
+TiRex-2,81.04056437389772,35.77575884246357,0.0,0.8027037530504637,0.0,0.0
+Toto-2.0-1B,70.63492063492063,29.050115763331195,0.0,2.9384434409375,0.0,0.0
+TabPFN-TS-3,69.84126984126986,34.106843589937796,0.0,233.19124419048612,0.0,0.0
+Toto-2.0-2.5B,69.75308641975309,29.325569671639194,0.0,6.392388657648901,0.0,0.0
+Toto-2.0-313m,68.43033509700176,28.75756667123792,0.0,1.415961499111262,0.0,0.0
+TabPFN-TS,66.35802469135803,33.645363857682895,0.0,94.5240759370583,0.0,2.380952380952381
+TiRex,65.25573192239858,28.470636641084333,0.0,0.6630511256654228,0.023809523809523808,0.0
+TimesFM-2.5,64.72663139329806,27.784643347991,0.0,1.6456731042857142,0.21428571428571427,0.0
+Toto-2.0-22m,62.69841269841271,27.746780910077852,0.0,0.5999408045710785,0.0,0.0
+FlowState,62.433862433862416,27.18964779800085,0.0,3.149809327083334,0.16666666666666666,0.0
+Moirai-2.0,55.73192239858906,27.011208854073608,0.0,0.8126894325,0.16666666666666666,0.0
+CatBoost,53.88007054673722,27.450740665065144,28.452690788739496,0.5293052348809524,0.0,0.0
+Toto-1.0,51.410934744268076,25.062514275946356,0.0,21.010914669873948,0.16666666666666666,0.0
+LightGBM,51.23456790123457,26.138069870715697,2.7357501468749996,0.4490329255357143,0.0,0.0
+Chronos-Bolt,51.23456790123456,25.633108331049936,0.0,0.7454693648227612,0.0,0.0
+Toto-2.0-4m,49.47089947089947,25.059586999925887,0.0,0.5331319968382353,0.0,0.0
+Sundial-Base,44.97354497354497,23.050755938875334,0.0,8.6058723475,0.023809523809523808,0.0
+Stat. Ensemble,42.46031746031746,17.07188261534265,0.0,238.7019323257143,0.0,2.380952380952381
+TFT,36.94885361552027,16.610547189801082,840.0363191524633,2.784774613627451,0.0,0.0
+PatchTST,33.77425044091711,13.580115395669367,1025.4073311141667,1.489614424754902,0.0,0.0
+AutoTheta,30.77601410934744,11.019039468741898,0.0,3.78152038,0.0,0.0
+DeepAR,30.511463844797177,14.551541760519592,1785.5292291445587,1.8718095706431082,0.0,4.761904761904762
+AutoETS,28.835978835978835,-6.726032194167697,0.0,4.6384753278664625,0.0,0.0
+AutoARIMA,24.82363315696649,7.194406163199618,0.0,95.12863658364125,0.0,2.380952380952381
+Seasonal Naive,19.223985890652553,0.0,0.0,0.470381465,0.0,0.0
+Naive,15.828924162257493,-18.492832604363784,0.0,0.47363605499999994,0.0,0.0
+Drift,13.580246913580243,-17.92857450946139,0.0,0.4627528775,0.0,0.0
diff --git a/tables/task_type_covariate_informed/leaderboard_SQL.csv b/tables/task_type_covariate_informed/leaderboard_SQL.csv
index d454c8bdb7a40d257adbf644eacbe5488d24b94c..6c8f6b25fca54af9f43be4af05bf648a19e50861 100644
--- a/tables/task_type_covariate_informed/leaderboard_SQL.csv
+++ b/tables/task_type_covariate_informed/leaderboard_SQL.csv
@@ -1,28 +1,29 @@
 model_name,win_rate,skill_score,median_training_time_s_per100,median_inference_time_s_per100,training_corpus_overlap,num_failures
-Chronos-2,89.74358974358974,47.03439239650638,0.0,1.2462164325,0.0,0.0
-TiRex,75.36630036630036,38.67793124651509,0.0,0.6630511256654228,0.023809523809523808,0.0
-Toto-2.0-1B,74.72527472527474,38.89265863808164,0.0,2.9384434409375,0.0,0.0
-Toto-2.0-2.5B,74.72527472527472,38.77117816788853,0.0,6.392388657648901,0.0,0.0
-TabPFN-TS-3,72.89377289377289,43.34821010942925,0.0,233.19124419048612,0.0,0.0
-Toto-2.0-313m,72.89377289377289,38.74850022403288,0.0,1.415961499111262,0.0,0.0
-TabPFN-TS,71.56593406593407,42.46951390177763,0.0,94.5240759370583,0.0,2.380952380952381
-TimesFM-2.5,69.59706959706959,37.356310446995735,0.0,1.6456731042857142,0.21428571428571427,0.0
-Toto-2.0-22m,68.13186813186813,37.59770290848886,0.0,0.5999408045710785,0.0,0.0
-FlowState,67.94871794871793,36.65564931062223,0.0,3.149809327083334,0.16666666666666666,0.0
-Moirai-2.0,61.996336996337,36.59258743049962,0.0,0.8126894325,0.16666666666666666,0.0
-Chronos-Bolt,59.98168498168499,35.87139576468958,0.0,0.7454693648227612,0.0,0.0
-Toto-1.0,58.699633699633694,35.17359783525491,0.0,21.010914669873948,0.16666666666666666,0.0
-Toto-2.0-4m,58.05860805860805,35.40744128959241,0.0,0.5331319968382353,0.0,0.0
-TFT,42.765567765567766,25.24922731698379,840.0363191524633,2.784774613627451,0.0,0.0
-Sundial-Base,40.56776556776556,27.96144140268967,0.0,8.6058723475,0.023809523809523808,0.0
-Stat. Ensemble,39.14835164835164,21.00789975438786,0.0,238.7019323257143,0.0,2.380952380952381
-PatchTST,35.66849816849816,21.575077599958682,1025.4073311141667,1.489614424754902,0.0,0.0
-DeepAR,33.928571428571416,22.083135288368496,1785.5292291445587,1.8718095706431082,0.0,4.761904761904762
-CatBoost,32.78388278388278,23.128137800086222,28.452690788739496,0.5293052348809524,0.0,0.0
-AutoARIMA,30.265567765567763,15.177379671415093,0.0,95.12863658364125,0.0,2.380952380952381
-LightGBM,30.21978021978022,21.737255944887302,2.7357501468749996,0.4490329255357143,0.0,0.0
-AutoETS,27.93040293040293,-25.161340235868156,0.0,4.6384753278664625,0.0,0.0
-AutoTheta,26.831501831501832,8.37504381956522,0.0,3.78152038,0.0,0.0
-Seasonal Naive,15.613553113553113,0.0,0.0,0.470381465,0.0,0.0
-Naive,10.439560439560438,-33.03620398638194,0.0,0.47363605499999994,0.0,0.0
-Drift,7.509157509157507,-31.75596044124429,0.0,0.4627528775,0.0,0.0
+Chronos-2,88.18342151675486,47.03439239650638,0.0,1.2462164325,0.0,0.0
+TiRex-2,84.83245149911815,44.82001047659605,0.0,0.8027037530504637,0.0,0.0
+TiRex,73.4567901234568,38.67793124651509,0.0,0.6630511256654228,0.023809523809523808,0.0
+Toto-2.0-2.5B,73.45679012345678,38.77117816788853,0.0,6.392388657648901,0.0,0.0
+Toto-2.0-1B,73.19223985890652,38.89265863808164,0.0,2.9384434409375,0.0,0.0
+Toto-2.0-313m,71.4285714285714,38.74850022403288,0.0,1.415961499111262,0.0,0.0
+TabPFN-TS-3,71.34038800705468,43.34821010942925,0.0,233.19124419048612,0.0,0.0
+TabPFN-TS,70.41446208112875,42.46951390177763,0.0,94.5240759370583,0.0,2.380952380952381
+TimesFM-2.5,67.90123456790123,37.356310446995735,0.0,1.6456731042857142,0.21428571428571427,0.0
+Toto-2.0-22m,66.49029982363317,37.59770290848886,0.0,0.5999408045710785,0.0,0.0
+FlowState,66.31393298059963,36.65564931062223,0.0,3.149809327083334,0.16666666666666666,0.0
+Moirai-2.0,60.22927689594356,36.59258743049962,0.0,0.8126894325,0.16666666666666666,0.0
+Chronos-Bolt,58.11287477954144,35.87139576468958,0.0,0.7454693648227612,0.0,0.0
+Toto-1.0,57.054673721340386,35.17359783525491,0.0,21.010914669873948,0.16666666666666666,0.0
+Toto-2.0-4m,56.172839506172835,35.40744128959241,0.0,0.5331319968382353,0.0,0.0
+TFT,41.622574955908284,25.24922731698379,840.0363191524633,2.784774613627451,0.0,0.0
+Sundial-Base,39.2416225749559,27.96144140268967,0.0,8.6058723475,0.023809523809523808,0.0
+Stat. Ensemble,37.8747795414462,21.00789975438786,0.0,238.7019323257143,0.0,2.380952380952381
+PatchTST,34.61199294532627,21.575077599958682,1025.4073311141667,1.489614424754902,0.0,0.0
+DeepAR,32.760141093474424,22.083135288368496,1785.5292291445587,1.8718095706431082,0.0,4.761904761904762
+CatBoost,31.657848324514987,23.128137800086222,28.452690788739496,0.5293052348809524,0.0,0.0
+LightGBM,29.276895943562614,21.737255944887302,2.7357501468749996,0.4490329255357143,0.0,0.0
+AutoARIMA,29.144620811287474,15.177379671415093,0.0,95.12863658364125,0.0,2.380952380952381
+AutoETS,26.984126984126984,-25.161340235868156,0.0,4.6384753278664625,0.0,0.0
+AutoTheta,25.92592592592592,8.37504381956522,0.0,3.78152038,0.0,0.0
+Seasonal Naive,15.035273368606703,0.0,0.0,0.470381465,0.0,0.0
+Naive,10.05291005291005,-33.03620398638194,0.0,0.47363605499999994,0.0,0.0
+Drift,7.231040564373897,-31.75596044124429,0.0,0.4627528775,0.0,0.0
diff --git a/tables/task_type_covariate_informed/leaderboard_WAPE.csv b/tables/task_type_covariate_informed/leaderboard_WAPE.csv
index 33fa9a57123cfcd3c934d16eda0c080a9a4c8ed3..89c8ed7094a53c8284740d7d470ab53377e5e31a 100644
--- a/tables/task_type_covariate_informed/leaderboard_WAPE.csv
+++ b/tables/task_type_covariate_informed/leaderboard_WAPE.csv
@@ -1,28 +1,29 @@
 model_name,win_rate,skill_score,median_training_time_s_per100,median_inference_time_s_per100,training_corpus_overlap,num_failures
-Chronos-2,82.60073260073261,39.97910055229871,0.0,1.2462164325,0.0,0.0
-Toto-2.0-1B,76.37362637362638,32.1259584298953,0.0,2.9384434409375,0.0,0.0
-TabPFN-TS-3,73.62637362637362,37.24548801189469,0.0,233.19124419048612,0.0,0.0
-Toto-2.0-2.5B,73.44322344322343,31.798726646474805,0.0,6.392388657648901,0.0,0.0
-Toto-2.0-313m,72.34432234432234,31.547170325205375,0.0,1.415961499111262,0.0,0.0
-TabPFN-TS,70.83333333333334,36.035457638526424,0.0,94.5240759370583,0.0,2.380952380952381
-TiRex,66.30036630036629,30.37469958526301,0.0,0.6630511256654228,0.023809523809523808,0.0
-Toto-2.0-22m,63.91941391941393,29.777759860762497,0.0,0.5999408045710785,0.0,0.0
-TimesFM-2.5,63.827838827838825,29.478887305815647,0.0,1.6456731042857142,0.21428571428571427,0.0
-FlowState,60.34798534798536,28.91770981196896,0.0,3.149809327083334,0.16666666666666666,0.0
-Moirai-2.0,56.684981684981686,28.783939901885137,0.0,0.8126894325,0.16666666666666666,0.0
-LightGBM,53.38827838827839,28.026675823648763,2.7357501468749996,0.4490329255357143,0.0,0.0
-CatBoost,53.205128205128204,27.596357187205513,28.452690788739496,0.5293052348809524,0.0,0.0
-Toto-1.0,51.73992673992673,26.4221714932126,0.0,21.010914669873948,0.16666666666666666,0.0
-Chronos-Bolt,50.732600732600744,26.172791737408396,0.0,0.7454693648227612,0.0,0.0
-Toto-2.0-4m,47.71062271062271,25.500630381090716,0.0,0.5331319968382353,0.0,0.0
-Sundial-Base,46.978021978021985,24.560922790508542,0.0,8.6058723475,0.023809523809523808,0.0
-Stat. Ensemble,42.53663003663003,18.65248010325733,0.0,238.7019323257143,0.0,2.380952380952381
-TFT,39.1941391941392,17.55129235888411,840.0363191524633,2.784774613627451,0.0,0.0
-PatchTST,32.05128205128205,12.082418084936153,1025.4073311141667,1.489614424754902,0.0,0.0
-AutoETS,30.586080586080588,-2.7290136569638745,0.0,4.6384753278664625,0.0,0.0
-DeepAR,29.48717948717949,14.30320734363062,1785.5292291445587,1.8718095706431082,0.0,4.761904761904762
-AutoTheta,29.120879120879117,12.238855032317774,0.0,3.78152038,0.0,0.0
-AutoARIMA,26.968864468864467,11.608332472472217,0.0,95.12863658364125,0.0,2.380952380952381
-Naive,22.023809523809522,-9.55304348683621,0.0,0.47363605499999994,0.0,0.0
-Seasonal Naive,17.03296703296703,0.0,0.0,0.470381465,0.0,0.0
-Drift,16.941391941391938,-11.985879428309133,0.0,0.4627528775,0.0,0.0
+Chronos-2,81.65784832451499,39.97910055229871,0.0,1.2462164325,0.0,0.0
+TiRex-2,76.10229276895943,36.44906387690696,0.0,0.8027037530504637,0.0,0.0
+Toto-2.0-1B,75.22045855379189,32.1259584298953,0.0,2.9384434409375,0.0,0.0
+TabPFN-TS-3,72.57495590828925,37.24548801189469,0.0,233.19124419048612,0.0,0.0
+Toto-2.0-2.5B,72.31040564373899,31.798726646474805,0.0,6.392388657648901,0.0,0.0
+Toto-2.0-313m,71.25220458553791,31.547170325205375,0.0,1.415961499111262,0.0,0.0
+TabPFN-TS,69.97354497354499,36.035457638526424,0.0,94.5240759370583,0.0,2.380952380952381
+TiRex,65.34391534391533,30.37469958526301,0.0,0.6630511256654228,0.023809523809523808,0.0
+TimesFM-2.5,62.69841269841271,29.478887305815647,0.0,1.6456731042857142,0.21428571428571427,0.0
+Toto-2.0-22m,62.698412698412696,29.777759860762497,0.0,0.5999408045710785,0.0,0.0
+FlowState,59.17107583774251,28.91770981196896,0.0,3.149809327083334,0.16666666666666666,0.0
+Moirai-2.0,55.379188712522044,28.783939901885137,0.0,0.8126894325,0.16666666666666666,0.0
+CatBoost,52.38095238095239,27.596357187205513,28.452690788739496,0.5293052348809524,0.0,0.0
+LightGBM,52.38095238095239,28.026675823648763,2.7357501468749996,0.4490329255357143,0.0,0.0
+Toto-1.0,50.881834215167544,26.4221714932126,0.0,21.010914669873948,0.16666666666666666,0.0
+Chronos-Bolt,49.64726631393298,26.172791737408396,0.0,0.7454693648227612,0.0,0.0
+Toto-2.0-4m,46.4726631393298,25.500630381090716,0.0,0.5331319968382353,0.0,0.0
+Sundial-Base,45.94356261022928,24.560922790508542,0.0,8.6058723475,0.023809523809523808,0.0
+Stat. Ensemble,41.313932980599645,18.65248010325733,0.0,238.7019323257143,0.0,2.380952380952381
+TFT,38.18342151675485,17.55129235888411,840.0363191524633,2.784774613627451,0.0,0.0
+PatchTST,31.30511463844797,12.082418084936153,1025.4073311141667,1.489614424754902,0.0,0.0
+AutoETS,29.805996472663143,-2.7290136569638745,0.0,4.6384753278664625,0.0,0.0
+DeepAR,28.659611992945326,14.30320734363062,1785.5292291445587,1.8718095706431082,0.0,4.761904761904762
+AutoTheta,28.130511463844794,12.238855032317774,0.0,3.78152038,0.0,0.0
+AutoARIMA,26.058201058201057,11.608332472472217,0.0,95.12863658364125,0.0,2.380952380952381
+Naive,21.472663139329804,-9.55304348683621,0.0,0.47363605499999994,0.0,0.0
+Drift,16.490299823633155,-11.985879428309133,0.0,0.4627528775,0.0,0.0
+Seasonal Naive,16.49029982363315,0.0,0.0,0.470381465,0.0,0.0
diff --git a/tables/task_type_covariate_informed/leaderboard_WQL.csv b/tables/task_type_covariate_informed/leaderboard_WQL.csv
index e16a346a22abf09fa70b27d847da387586f98002..e1101bcbcf7c9e1b2e816c9046eb5bf9172d9a07 100644
--- a/tables/task_type_covariate_informed/leaderboard_WQL.csv
+++ b/tables/task_type_covariate_informed/leaderboard_WQL.csv
@@ -1,28 +1,29 @@
 model_name,win_rate,skill_score,median_training_time_s_per100,median_inference_time_s_per100,training_corpus_overlap,num_failures
-Chronos-2,86.53846153846155,50.25077498745439,0.0,1.2462164325,0.0,0.0
-TabPFN-TS-3,77.56410256410258,47.84852116161721,0.0,233.19124419048612,0.0,0.0
-Toto-2.0-1B,77.56410256410257,43.86639294767475,0.0,2.9384434409375,0.0,0.0
-Toto-2.0-2.5B,75.64102564102565,43.37032468187005,0.0,6.392388657648901,0.0,0.0
-Toto-2.0-313m,75.54945054945054,43.447102168825424,0.0,1.415961499111262,0.0,0.0
-TabPFN-TS,73.48901098901098,46.57775946986645,0.0,94.5240759370583,0.0,2.380952380952381
-TiRex,71.33699633699634,42.05271803405567,0.0,0.6630511256654228,0.023809523809523808,0.0
-Toto-2.0-22m,67.94871794871794,41.7421059135865,0.0,0.5999408045710785,0.0,0.0
-TimesFM-2.5,67.76556776556775,41.339265283988716,0.0,1.6456731042857142,0.21428571428571427,0.0
-FlowState,66.20879120879121,40.63664377134849,0.0,3.149809327083334,0.16666666666666666,0.0
-Moirai-2.0,64.01098901098901,40.57999071515723,0.0,0.8126894325,0.16666666666666666,0.0
-Chronos-Bolt,58.79120879120878,38.93740380330451,0.0,0.7454693648227612,0.0,0.0
-Toto-1.0,58.33333333333333,38.88016049043232,0.0,21.010914669873948,0.16666666666666666,0.0
-Toto-2.0-4m,54.76190476190476,38.1771523471722,0.0,0.5331319968382353,0.0,0.0
-Sundial-Base,43.13186813186813,32.41302088995285,0.0,8.6058723475,0.023809523809523808,0.0
-TFT,41.57509157509158,27.0102097648108,840.0363191524633,2.784774613627451,0.0,0.0
-Stat. Ensemble,37.95787545787545,23.762019047847925,0.0,238.7019323257143,0.0,2.380952380952381
-LightGBM,35.53113553113552,26.455638284100015,2.7357501468749996,0.4490329255357143,0.0,0.0
-PatchTST,34.478021978021964,23.070595231883427,1025.4073311141667,1.489614424754902,0.0,0.0
-DeepAR,34.2032967032967,24.509565155499104,1785.5292291445587,1.8718095706431082,0.0,4.761904761904762
-CatBoost,33.79120879120879,26.015926682282032,28.452690788739496,0.5293052348809524,0.0,0.0
-AutoARIMA,29.807692307692307,20.163225583931876,0.0,95.12863658364125,0.0,2.380952380952381
-AutoETS,25.732600732600737,-22.25262533609125,0.0,4.6384753278664625,0.0,0.0
-AutoTheta,25.091575091575084,10.95860098159448,0.0,3.78152038,0.0,0.0
-Seasonal Naive,14.697802197802195,0.0,0.0,0.470381465,0.0,0.0
-Naive,11.17216117216117,-27.38359153519554,0.0,0.47363605499999994,0.0,0.0
-Drift,7.326007326007325,-29.07226056551304,0.0,0.4627528775,0.0,0.0
+Chronos-2,85.36155202821868,50.25077498745439,0.0,1.2462164325,0.0,0.0
+TiRex-2,79.54144620811289,47.404276614852094,0.0,0.8027037530504637,0.0,0.0
+Toto-2.0-1B,76.45502645502647,43.86639294767475,0.0,2.9384434409375,0.0,0.0
+TabPFN-TS-3,76.36684303350972,47.84852116161721,0.0,233.19124419048612,0.0,0.0
+Toto-2.0-2.5B,74.33862433862434,43.37032468187005,0.0,6.392388657648901,0.0,0.0
+Toto-2.0-313m,74.33862433862433,43.447102168825424,0.0,1.415961499111262,0.0,0.0
+TabPFN-TS,72.70723104056437,46.57775946986645,0.0,94.5240759370583,0.0,2.380952380952381
+TiRex,70.19400352733686,42.05271803405567,0.0,0.6630511256654228,0.023809523809523808,0.0
+Toto-2.0-22m,66.49029982363315,41.7421059135865,0.0,0.5999408045710785,0.0,0.0
+TimesFM-2.5,66.31393298059963,41.339265283988716,0.0,1.6456731042857142,0.21428571428571427,0.0
+FlowState,64.72663139329806,40.63664377134849,0.0,3.149809327083334,0.16666666666666666,0.0
+Moirai-2.0,62.34567901234568,40.57999071515723,0.0,0.8126894325,0.16666666666666666,0.0
+Chronos-Bolt,57.23104056437389,38.93740380330451,0.0,0.7454693648227612,0.0,0.0
+Toto-1.0,56.966490299823626,38.88016049043232,0.0,21.010914669873948,0.16666666666666666,0.0
+Toto-2.0-4m,53.262786596119916,38.1771523471722,0.0,0.5331319968382353,0.0,0.0
+Sundial-Base,41.7989417989418,32.41302088995285,0.0,8.6058723475,0.023809523809523808,0.0
+TFT,40.388007054673714,27.0102097648108,840.0363191524633,2.784774613627451,0.0,0.0
+Stat. Ensemble,36.81657848324514,23.762019047847925,0.0,238.7019323257143,0.0,2.380952380952381
+LightGBM,34.56790123456789,26.455638284100015,2.7357501468749996,0.4490329255357143,0.0,0.0
+PatchTST,33.5537918871252,23.070595231883427,1025.4073311141667,1.489614424754902,0.0,0.0
+DeepAR,33.201058201058196,24.509565155499104,1785.5292291445587,1.8718095706431082,0.0,4.761904761904762
+CatBoost,32.80423280423279,26.015926682282032,28.452690788739496,0.5293052348809524,0.0,0.0
+AutoARIMA,28.703703703703702,20.163225583931876,0.0,95.12863658364125,0.0,2.380952380952381
+AutoETS,24.955908289241624,-22.25262533609125,0.0,4.6384753278664625,0.0,0.0
+AutoTheta,24.33862433862433,10.95860098159448,0.0,3.78152038,0.0,0.0
+Seasonal Naive,14.241622574955906,0.0,0.0,0.470381465,0.0,0.0
+Naive,10.846560846560845,-27.38359153519554,0.0,0.47363605499999994,0.0,0.0
+Drift,7.1428571428571415,-29.07226056551304,0.0,0.4627528775,0.0,0.0
diff --git a/tables/task_type_covariate_informed/pairwise_MASE.csv b/tables/task_type_covariate_informed/pairwise_MASE.csv
index 65ca542221cdd484348458184791072e589f58d0..a6ac9ab2699275c48724c1922c9180cb65e50656 100644
--- a/tables/task_type_covariate_informed/pairwise_MASE.csv
+++ b/tables/task_type_covariate_informed/pairwise_MASE.csv
@@ -1,12 +1,13 @@
 model_1,model_2,win_rate,win_rate_lower,win_rate_upper,skill_score,skill_score_lower,skill_score_upper
 Chronos-2,Chronos-2,0.5,0.5,0.5,0.0,0.0,0.0
+Chronos-2,TiRex-2,0.548,0.405,0.69,0.032,-0.006,0.071
 Chronos-2,TabPFN-TS-3,0.643,0.5,0.762,0.057,0.017,0.096
 Chronos-2,Toto-2.0-1B,0.786,0.667,0.905,0.124,0.076,0.181
 Chronos-2,Toto-2.0-2.5B,0.81,0.69,0.929,0.121,0.075,0.176
 Chronos-2,TabPFN-TS,0.69,0.548,0.833,0.063,0.018,0.113
 Chronos-2,Toto-2.0-313m,0.81,0.69,0.929,0.128,0.078,0.188
-Chronos-2,TiRex,0.762,0.619,0.881,0.131,0.081,0.191
 Chronos-2,TimesFM-2.5,0.833,0.714,0.929,0.139,0.085,0.202
+Chronos-2,TiRex,0.762,0.619,0.881,0.131,0.081,0.191
 Chronos-2,FlowState,0.857,0.761,0.952,0.147,0.098,0.205
 Chronos-2,Toto-2.0-22m,0.833,0.714,0.929,0.14,0.091,0.195
 Chronos-2,CatBoost,0.786,0.667,0.905,0.143,0.087,0.197
@@ -15,14 +16,32 @@ Chronos-2,LightGBM,0.762,0.643,0.881,0.159,0.101,0.213
 Chronos-2,Toto-1.0,0.857,0.762,0.952,0.171,0.119,0.226
 Chronos-2,Chronos-Bolt,0.976,0.929,1.0,0.164,0.12,0.216
 Chronos-2,Seasonal Naive,0.976,0.929,1.0,0.379,0.315,0.439
+TiRex-2,Chronos-2,0.452,0.31,0.595,-0.034,-0.076,0.006
+TiRex-2,TiRex-2,0.5,0.5,0.5,0.0,0.0,0.0
+TiRex-2,TabPFN-TS-3,0.619,0.452,0.762,0.025,-0.027,0.077
+TiRex-2,Toto-2.0-1B,0.571,0.429,0.714,0.095,0.046,0.152
+TiRex-2,Toto-2.0-2.5B,0.619,0.476,0.762,0.091,0.041,0.147
+TiRex-2,TabPFN-TS,0.595,0.452,0.738,0.032,-0.015,0.076
+TiRex-2,Toto-2.0-313m,0.69,0.548,0.81,0.099,0.049,0.158
+TiRex-2,TimesFM-2.5,0.714,0.571,0.833,0.111,0.056,0.17
+TiRex-2,TiRex,0.81,0.69,0.929,0.102,0.058,0.155
+TiRex-2,FlowState,0.738,0.595,0.857,0.118,0.065,0.177
+TiRex-2,Toto-2.0-22m,0.738,0.595,0.857,0.111,0.066,0.163
+TiRex-2,CatBoost,0.786,0.667,0.905,0.115,0.061,0.167
+TiRex-2,Moirai-2.0,0.857,0.762,0.952,0.12,0.075,0.173
+TiRex-2,LightGBM,0.762,0.643,0.881,0.13,0.077,0.185
+TiRex-2,Toto-1.0,0.857,0.738,0.952,0.143,0.098,0.195
+TiRex-2,Chronos-Bolt,0.857,0.738,0.952,0.136,0.09,0.188
+TiRex-2,Seasonal Naive,0.976,0.929,1.0,0.358,0.293,0.426
 TabPFN-TS-3,Chronos-2,0.357,0.238,0.5,-0.06,-0.107,-0.017
+TabPFN-TS-3,TiRex-2,0.381,0.238,0.548,-0.026,-0.083,0.027
 TabPFN-TS-3,TabPFN-TS-3,0.5,0.5,0.5,0.0,0.0,0.0
 TabPFN-TS-3,Toto-2.0-1B,0.571,0.405,0.714,0.071,0.002,0.149
 TabPFN-TS-3,Toto-2.0-2.5B,0.571,0.429,0.714,0.068,-0.001,0.144
 TabPFN-TS-3,TabPFN-TS,0.548,0.405,0.69,0.007,-0.035,0.049
 TabPFN-TS-3,Toto-2.0-313m,0.571,0.405,0.714,0.075,0.005,0.155
-TabPFN-TS-3,TiRex,0.524,0.381,0.667,0.079,0.013,0.155
 TabPFN-TS-3,TimesFM-2.5,0.548,0.405,0.69,0.088,0.014,0.168
+TabPFN-TS-3,TiRex,0.524,0.381,0.667,0.079,0.013,0.155
 TabPFN-TS-3,FlowState,0.643,0.5,0.786,0.095,0.029,0.171
 TabPFN-TS-3,Toto-2.0-22m,0.595,0.429,0.738,0.088,0.019,0.164
 TabPFN-TS-3,CatBoost,0.714,0.595,0.833,0.092,0.025,0.153
@@ -32,13 +51,14 @@ TabPFN-TS-3,Toto-1.0,0.714,0.571,0.857,0.121,0.052,0.193
 TabPFN-TS-3,Chronos-Bolt,0.69,0.548,0.833,0.114,0.053,0.186
 TabPFN-TS-3,Seasonal Naive,0.976,0.929,1.0,0.341,0.274,0.409
 Toto-2.0-1B,Chronos-2,0.214,0.095,0.333,-0.142,-0.221,-0.083
+Toto-2.0-1B,TiRex-2,0.429,0.286,0.571,-0.105,-0.179,-0.049
 Toto-2.0-1B,TabPFN-TS-3,0.429,0.286,0.595,-0.077,-0.175,-0.002
 Toto-2.0-1B,Toto-2.0-1B,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-2.0-1B,Toto-2.0-2.5B,0.571,0.429,0.738,-0.004,-0.015,0.006
 Toto-2.0-1B,TabPFN-TS,0.476,0.31,0.619,-0.069,-0.164,0.011
 Toto-2.0-1B,Toto-2.0-313m,0.571,0.429,0.714,0.004,-0.007,0.018
-Toto-2.0-1B,TiRex,0.595,0.452,0.738,0.008,-0.025,0.038
 Toto-2.0-1B,TimesFM-2.5,0.524,0.381,0.667,0.018,-0.016,0.049
+Toto-2.0-1B,TiRex,0.595,0.452,0.738,0.008,-0.025,0.038
 Toto-2.0-1B,FlowState,0.619,0.476,0.762,0.026,-0.008,0.059
 Toto-2.0-1B,Toto-2.0-22m,0.762,0.643,0.881,0.018,0.001,0.033
 Toto-2.0-1B,CatBoost,0.619,0.476,0.762,0.022,-0.051,0.088
@@ -48,13 +68,14 @@ Toto-2.0-1B,Toto-1.0,0.714,0.571,0.857,0.053,0.017,0.09
 Toto-2.0-1B,Chronos-Bolt,0.762,0.643,0.881,0.046,0.017,0.076
 Toto-2.0-1B,Seasonal Naive,0.929,0.833,1.0,0.291,0.227,0.358
 Toto-2.0-2.5B,Chronos-2,0.19,0.071,0.31,-0.137,-0.213,-0.081
+Toto-2.0-2.5B,TiRex-2,0.381,0.238,0.524,-0.1,-0.172,-0.042
 Toto-2.0-2.5B,TabPFN-TS-3,0.429,0.286,0.571,-0.073,-0.169,0.001
 Toto-2.0-2.5B,Toto-2.0-1B,0.429,0.262,0.571,0.004,-0.006,0.015
 Toto-2.0-2.5B,Toto-2.0-2.5B,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-2.0-2.5B,TabPFN-TS,0.5,0.333,0.643,-0.065,-0.158,0.012
 Toto-2.0-2.5B,Toto-2.0-313m,0.595,0.452,0.738,0.008,-0.008,0.024
-Toto-2.0-2.5B,TiRex,0.595,0.452,0.738,0.012,-0.016,0.039
 Toto-2.0-2.5B,TimesFM-2.5,0.571,0.429,0.714,0.021,-0.014,0.051
+Toto-2.0-2.5B,TiRex,0.595,0.452,0.738,0.012,-0.016,0.039
 Toto-2.0-2.5B,FlowState,0.619,0.476,0.762,0.029,-0.006,0.064
 Toto-2.0-2.5B,Toto-2.0-22m,0.667,0.524,0.81,0.022,0.006,0.037
 Toto-2.0-2.5B,CatBoost,0.595,0.452,0.738,0.026,-0.046,0.091
@@ -64,13 +85,14 @@ Toto-2.0-2.5B,Toto-1.0,0.762,0.643,0.881,0.057,0.026,0.093
 Toto-2.0-2.5B,Chronos-Bolt,0.81,0.69,0.929,0.05,0.021,0.078
 Toto-2.0-2.5B,Seasonal Naive,0.929,0.833,1.0,0.293,0.229,0.361
 TabPFN-TS,Chronos-2,0.31,0.167,0.452,-0.068,-0.127,-0.018
+TabPFN-TS,TiRex-2,0.405,0.262,0.548,-0.033,-0.082,0.015
 TabPFN-TS,TabPFN-TS-3,0.452,0.31,0.595,-0.007,-0.051,0.033
 TabPFN-TS,Toto-2.0-1B,0.524,0.381,0.69,0.065,-0.011,0.141
 TabPFN-TS,Toto-2.0-2.5B,0.5,0.357,0.667,0.061,-0.012,0.137
 TabPFN-TS,TabPFN-TS,0.5,0.5,0.5,0.0,0.0,0.0
 TabPFN-TS,Toto-2.0-313m,0.5,0.357,0.643,0.069,-0.007,0.148
-TabPFN-TS,TiRex,0.5,0.357,0.667,0.072,0.008,0.143
 TabPFN-TS,TimesFM-2.5,0.524,0.381,0.667,0.081,0.008,0.159
+TabPFN-TS,TiRex,0.5,0.357,0.667,0.072,0.008,0.143
 TabPFN-TS,FlowState,0.548,0.381,0.69,0.089,0.019,0.16
 TabPFN-TS,Toto-2.0-22m,0.548,0.404,0.69,0.082,0.009,0.153
 TabPFN-TS,CatBoost,0.667,0.524,0.786,0.085,0.021,0.143
@@ -80,13 +102,14 @@ TabPFN-TS,Toto-1.0,0.714,0.571,0.857,0.115,0.046,0.19
 TabPFN-TS,Chronos-Bolt,0.667,0.524,0.81,0.108,0.042,0.176
 TabPFN-TS,Seasonal Naive,0.964,0.905,1.0,0.336,0.257,0.408
 Toto-2.0-313m,Chronos-2,0.19,0.071,0.31,-0.146,-0.231,-0.084
+Toto-2.0-313m,TiRex-2,0.31,0.19,0.452,-0.109,-0.188,-0.051
 Toto-2.0-313m,TabPFN-TS-3,0.429,0.286,0.595,-0.081,-0.183,-0.005
 Toto-2.0-313m,Toto-2.0-1B,0.429,0.286,0.571,-0.004,-0.018,0.007
 Toto-2.0-313m,Toto-2.0-2.5B,0.405,0.262,0.548,-0.008,-0.025,0.008
 Toto-2.0-313m,TabPFN-TS,0.5,0.357,0.643,-0.074,-0.173,0.007
 Toto-2.0-313m,Toto-2.0-313m,0.5,0.5,0.5,0.0,0.0,0.0
-Toto-2.0-313m,TiRex,0.571,0.405,0.714,0.004,-0.029,0.031
 Toto-2.0-313m,TimesFM-2.5,0.5,0.357,0.643,0.013,-0.016,0.04
+Toto-2.0-313m,TiRex,0.571,0.405,0.714,0.004,-0.029,0.031
 Toto-2.0-313m,FlowState,0.595,0.452,0.738,0.022,-0.012,0.058
 Toto-2.0-313m,Toto-2.0-22m,0.69,0.547,0.833,0.014,-0.003,0.028
 Toto-2.0-313m,CatBoost,0.595,0.452,0.738,0.018,-0.057,0.084
@@ -95,30 +118,15 @@ Toto-2.0-313m,LightGBM,0.643,0.5,0.786,0.035,-0.033,0.099
 Toto-2.0-313m,Toto-1.0,0.762,0.619,0.882,0.049,0.012,0.087
 Toto-2.0-313m,Chronos-Bolt,0.762,0.619,0.905,0.042,0.009,0.072
 Toto-2.0-313m,Seasonal Naive,0.929,0.833,1.0,0.288,0.22,0.357
-TiRex,Chronos-2,0.238,0.119,0.381,-0.151,-0.236,-0.088
-TiRex,TabPFN-TS-3,0.476,0.333,0.619,-0.086,-0.183,-0.014
-TiRex,Toto-2.0-1B,0.405,0.262,0.548,-0.008,-0.04,0.025
-TiRex,Toto-2.0-2.5B,0.405,0.262,0.548,-0.012,-0.041,0.016
-TiRex,TabPFN-TS,0.5,0.333,0.643,-0.078,-0.168,-0.009
-TiRex,Toto-2.0-313m,0.429,0.286,0.595,-0.004,-0.032,0.029
-TiRex,TiRex,0.5,0.5,0.5,0.0,0.0,0.0
-TiRex,TimesFM-2.5,0.488,0.333,0.631,0.009,-0.021,0.038
-TiRex,FlowState,0.464,0.321,0.607,0.018,-0.012,0.05
-TiRex,Toto-2.0-22m,0.524,0.381,0.667,0.01,-0.017,0.036
-TiRex,CatBoost,0.619,0.476,0.762,0.014,-0.051,0.074
-TiRex,Moirai-2.0,0.607,0.452,0.738,0.02,-0.005,0.045
-TiRex,LightGBM,0.667,0.524,0.81,0.032,-0.027,0.086
-TiRex,Toto-1.0,0.679,0.548,0.81,0.045,0.015,0.081
-TiRex,Chronos-Bolt,0.726,0.595,0.857,0.038,0.013,0.063
-TiRex,Seasonal Naive,0.952,0.881,1.0,0.285,0.219,0.35
 TimesFM-2.5,Chronos-2,0.167,0.071,0.286,-0.162,-0.254,-0.093
+TimesFM-2.5,TiRex-2,0.286,0.167,0.429,-0.124,-0.205,-0.06
 TimesFM-2.5,TabPFN-TS-3,0.452,0.31,0.595,-0.096,-0.202,-0.014
 TimesFM-2.5,Toto-2.0-1B,0.476,0.333,0.619,-0.018,-0.052,0.015
 TimesFM-2.5,Toto-2.0-2.5B,0.429,0.286,0.571,-0.022,-0.054,0.014
 TimesFM-2.5,TabPFN-TS,0.476,0.333,0.619,-0.088,-0.19,-0.008
 TimesFM-2.5,Toto-2.0-313m,0.5,0.357,0.643,-0.014,-0.042,0.015
-TimesFM-2.5,TiRex,0.512,0.369,0.667,-0.01,-0.04,0.02
 TimesFM-2.5,TimesFM-2.5,0.5,0.5,0.5,0.0,0.0,0.0
+TimesFM-2.5,TiRex,0.512,0.369,0.667,-0.01,-0.04,0.02
 TimesFM-2.5,FlowState,0.536,0.381,0.667,0.008,-0.021,0.044
 TimesFM-2.5,Toto-2.0-22m,0.548,0.405,0.69,0.001,-0.033,0.034
 TimesFM-2.5,CatBoost,0.548,0.405,0.69,0.005,-0.062,0.068
@@ -127,14 +135,32 @@ TimesFM-2.5,LightGBM,0.595,0.452,0.738,0.022,-0.04,0.084
 TimesFM-2.5,Toto-1.0,0.631,0.5,0.774,0.036,-0.002,0.077
 TimesFM-2.5,Chronos-Bolt,0.679,0.559,0.81,0.029,0.005,0.055
 TimesFM-2.5,Seasonal Naive,0.952,0.881,1.0,0.278,0.215,0.344
+TiRex,Chronos-2,0.238,0.119,0.381,-0.151,-0.236,-0.088
+TiRex,TiRex-2,0.19,0.071,0.31,-0.114,-0.184,-0.062
+TiRex,TabPFN-TS-3,0.476,0.333,0.619,-0.086,-0.183,-0.014
+TiRex,Toto-2.0-1B,0.405,0.262,0.548,-0.008,-0.04,0.025
+TiRex,Toto-2.0-2.5B,0.405,0.262,0.548,-0.012,-0.041,0.016
+TiRex,TabPFN-TS,0.5,0.333,0.643,-0.078,-0.168,-0.009
+TiRex,Toto-2.0-313m,0.429,0.286,0.595,-0.004,-0.032,0.029
+TiRex,TimesFM-2.5,0.488,0.333,0.631,0.009,-0.021,0.038
+TiRex,TiRex,0.5,0.5,0.5,0.0,0.0,0.0
+TiRex,FlowState,0.464,0.321,0.607,0.018,-0.012,0.05
+TiRex,Toto-2.0-22m,0.524,0.381,0.667,0.01,-0.017,0.036
+TiRex,CatBoost,0.619,0.476,0.762,0.014,-0.051,0.074
+TiRex,Moirai-2.0,0.607,0.452,0.738,0.02,-0.005,0.045
+TiRex,LightGBM,0.667,0.524,0.81,0.032,-0.027,0.086
+TiRex,Toto-1.0,0.679,0.548,0.81,0.045,0.015,0.081
+TiRex,Chronos-Bolt,0.726,0.595,0.857,0.038,0.013,0.063
+TiRex,Seasonal Naive,0.952,0.881,1.0,0.285,0.219,0.35
 FlowState,Chronos-2,0.143,0.048,0.239,-0.172,-0.258,-0.108
+FlowState,TiRex-2,0.262,0.143,0.405,-0.134,-0.215,-0.069
 FlowState,TabPFN-TS-3,0.357,0.214,0.5,-0.105,-0.207,-0.03
 FlowState,Toto-2.0-1B,0.381,0.238,0.524,-0.026,-0.063,0.008
 FlowState,Toto-2.0-2.5B,0.381,0.238,0.524,-0.03,-0.069,0.006
 FlowState,TabPFN-TS,0.452,0.31,0.619,-0.097,-0.191,-0.02
 FlowState,Toto-2.0-313m,0.405,0.262,0.548,-0.022,-0.062,0.012
-FlowState,TiRex,0.536,0.393,0.679,-0.018,-0.052,0.012
 FlowState,TimesFM-2.5,0.464,0.333,0.619,-0.008,-0.046,0.021
+FlowState,TiRex,0.536,0.393,0.679,-0.018,-0.052,0.012
 FlowState,FlowState,0.5,0.5,0.5,0.0,0.0,0.0
 FlowState,Toto-2.0-22m,0.548,0.405,0.69,-0.008,-0.052,0.029
 FlowState,CatBoost,0.524,0.381,0.69,-0.004,-0.074,0.063
@@ -144,13 +170,14 @@ FlowState,Toto-1.0,0.631,0.5,0.762,0.028,-0.016,0.072
 FlowState,Chronos-Bolt,0.631,0.5,0.774,0.021,-0.007,0.048
 FlowState,Seasonal Naive,0.929,0.857,1.0,0.272,0.22,0.327
 Toto-2.0-22m,Chronos-2,0.167,0.071,0.286,-0.163,-0.242,-0.1
+Toto-2.0-22m,TiRex-2,0.262,0.143,0.405,-0.125,-0.195,-0.071
 Toto-2.0-22m,TabPFN-TS-3,0.405,0.262,0.571,-0.097,-0.196,-0.019
 Toto-2.0-22m,Toto-2.0-1B,0.238,0.119,0.357,-0.018,-0.034,-0.001
 Toto-2.0-22m,Toto-2.0-2.5B,0.333,0.19,0.476,-0.022,-0.038,-0.006
 Toto-2.0-22m,TabPFN-TS,0.452,0.31,0.596,-0.089,-0.181,-0.009
 Toto-2.0-22m,Toto-2.0-313m,0.31,0.167,0.453,-0.014,-0.029,0.003
-Toto-2.0-22m,TiRex,0.476,0.333,0.619,-0.01,-0.038,0.016
 Toto-2.0-22m,TimesFM-2.5,0.452,0.31,0.595,-0.001,-0.035,0.032
+Toto-2.0-22m,TiRex,0.476,0.333,0.619,-0.01,-0.038,0.016
 Toto-2.0-22m,FlowState,0.452,0.31,0.595,0.008,-0.03,0.049
 Toto-2.0-22m,Toto-2.0-22m,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-2.0-22m,CatBoost,0.619,0.476,0.762,0.004,-0.067,0.066
@@ -160,13 +187,14 @@ Toto-2.0-22m,Toto-1.0,0.619,0.476,0.762,0.036,0.006,0.07
 Toto-2.0-22m,Chronos-Bolt,0.619,0.476,0.762,0.028,-0.002,0.061
 Toto-2.0-22m,Seasonal Naive,0.905,0.81,0.976,0.277,0.209,0.352
 CatBoost,Chronos-2,0.214,0.095,0.333,-0.167,-0.245,-0.095
+CatBoost,TiRex-2,0.214,0.095,0.333,-0.13,-0.201,-0.064
 CatBoost,TabPFN-TS-3,0.286,0.167,0.405,-0.101,-0.18,-0.026
 CatBoost,Toto-2.0-1B,0.381,0.238,0.524,-0.023,-0.097,0.049
 CatBoost,Toto-2.0-2.5B,0.405,0.262,0.548,-0.027,-0.1,0.044
 CatBoost,TabPFN-TS,0.333,0.214,0.476,-0.093,-0.168,-0.022
 CatBoost,Toto-2.0-313m,0.405,0.262,0.548,-0.018,-0.091,0.054
-CatBoost,TiRex,0.381,0.238,0.524,-0.014,-0.079,0.049
 CatBoost,TimesFM-2.5,0.452,0.31,0.595,-0.005,-0.073,0.058
+CatBoost,TiRex,0.381,0.238,0.524,-0.014,-0.079,0.049
 CatBoost,FlowState,0.476,0.31,0.619,0.004,-0.067,0.069
 CatBoost,Toto-2.0-22m,0.381,0.238,0.524,-0.004,-0.07,0.063
 CatBoost,CatBoost,0.5,0.5,0.5,0.0,0.0,0.0
@@ -176,13 +204,14 @@ CatBoost,Toto-1.0,0.476,0.31,0.619,0.032,-0.024,0.089
 CatBoost,Chronos-Bolt,0.571,0.429,0.714,0.024,-0.041,0.083
 CatBoost,Seasonal Naive,0.857,0.738,0.952,0.275,0.204,0.349
 Moirai-2.0,Chronos-2,0.095,0.024,0.19,-0.175,-0.253,-0.107
+Moirai-2.0,TiRex-2,0.143,0.048,0.238,-0.136,-0.209,-0.082
 Moirai-2.0,TabPFN-TS-3,0.357,0.214,0.5,-0.108,-0.209,-0.03
 Moirai-2.0,Toto-2.0-1B,0.286,0.143,0.429,-0.029,-0.065,0.008
 Moirai-2.0,Toto-2.0-2.5B,0.286,0.143,0.429,-0.033,-0.069,0.004
 Moirai-2.0,TabPFN-TS,0.381,0.238,0.524,-0.1,-0.193,-0.022
 Moirai-2.0,Toto-2.0-313m,0.286,0.143,0.429,-0.025,-0.059,0.012
-Moirai-2.0,TiRex,0.393,0.262,0.548,-0.02,-0.047,0.005
 Moirai-2.0,TimesFM-2.5,0.393,0.25,0.524,-0.011,-0.04,0.018
+Moirai-2.0,TiRex,0.393,0.262,0.548,-0.02,-0.047,0.005
 Moirai-2.0,FlowState,0.512,0.369,0.643,-0.002,-0.037,0.032
 Moirai-2.0,Toto-2.0-22m,0.429,0.286,0.595,-0.01,-0.046,0.022
 Moirai-2.0,CatBoost,0.548,0.405,0.69,-0.006,-0.068,0.051
@@ -192,13 +221,14 @@ Moirai-2.0,Toto-1.0,0.536,0.405,0.69,0.026,-0.002,0.057
 Moirai-2.0,Chronos-Bolt,0.607,0.476,0.738,0.019,-0.004,0.04
 Moirai-2.0,Seasonal Naive,0.833,0.738,0.929,0.27,0.204,0.339
 LightGBM,Chronos-2,0.238,0.119,0.357,-0.189,-0.27,-0.112
+LightGBM,TiRex-2,0.238,0.119,0.357,-0.15,-0.227,-0.084
 LightGBM,TabPFN-TS-3,0.286,0.143,0.429,-0.121,-0.21,-0.034
 LightGBM,Toto-2.0-1B,0.381,0.238,0.524,-0.041,-0.113,0.027
 LightGBM,Toto-2.0-2.5B,0.357,0.214,0.5,-0.045,-0.115,0.023
 LightGBM,TabPFN-TS,0.31,0.167,0.452,-0.113,-0.189,-0.044
 LightGBM,Toto-2.0-313m,0.357,0.214,0.5,-0.037,-0.11,0.031
-LightGBM,TiRex,0.333,0.19,0.476,-0.033,-0.094,0.026
 LightGBM,TimesFM-2.5,0.405,0.262,0.548,-0.023,-0.091,0.039
+LightGBM,TiRex,0.333,0.19,0.476,-0.033,-0.094,0.026
 LightGBM,FlowState,0.452,0.31,0.595,-0.014,-0.087,0.055
 LightGBM,Toto-2.0-22m,0.31,0.167,0.452,-0.022,-0.087,0.041
 LightGBM,CatBoost,0.333,0.19,0.476,-0.018,-0.048,0.011
@@ -208,13 +238,14 @@ LightGBM,Toto-1.0,0.5,0.357,0.643,0.014,-0.039,0.072
 LightGBM,Chronos-Bolt,0.5,0.357,0.643,0.007,-0.054,0.066
 LightGBM,Seasonal Naive,0.857,0.738,0.952,0.261,0.187,0.338
 Toto-1.0,Chronos-2,0.143,0.048,0.238,-0.206,-0.292,-0.136
+Toto-1.0,TiRex-2,0.143,0.048,0.262,-0.167,-0.242,-0.109
 Toto-1.0,TabPFN-TS-3,0.286,0.143,0.429,-0.137,-0.239,-0.054
 Toto-1.0,Toto-2.0-1B,0.286,0.143,0.429,-0.056,-0.099,-0.018
 Toto-1.0,Toto-2.0-2.5B,0.238,0.119,0.357,-0.06,-0.102,-0.027
 Toto-1.0,TabPFN-TS,0.286,0.143,0.429,-0.129,-0.234,-0.049
 Toto-1.0,Toto-2.0-313m,0.238,0.118,0.381,-0.052,-0.095,-0.012
-Toto-1.0,TiRex,0.321,0.19,0.452,-0.048,-0.088,-0.015
 Toto-1.0,TimesFM-2.5,0.369,0.226,0.5,-0.038,-0.083,0.002
+Toto-1.0,TiRex,0.321,0.19,0.452,-0.048,-0.088,-0.015
 Toto-1.0,FlowState,0.369,0.238,0.5,-0.029,-0.078,0.016
 Toto-1.0,Toto-2.0-22m,0.381,0.238,0.524,-0.037,-0.075,-0.006
 Toto-1.0,CatBoost,0.524,0.381,0.69,-0.033,-0.098,0.023
@@ -224,13 +255,14 @@ Toto-1.0,Toto-1.0,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-1.0,Chronos-Bolt,0.488,0.357,0.631,-0.008,-0.046,0.024
 Toto-1.0,Seasonal Naive,0.857,0.738,0.952,0.251,0.181,0.324
 Chronos-Bolt,Chronos-2,0.024,0.0,0.071,-0.197,-0.276,-0.136
+Chronos-Bolt,TiRex-2,0.143,0.048,0.262,-0.158,-0.231,-0.099
 Chronos-Bolt,TabPFN-TS-3,0.31,0.167,0.452,-0.129,-0.229,-0.056
 Chronos-Bolt,Toto-2.0-1B,0.238,0.119,0.357,-0.048,-0.082,-0.017
 Chronos-Bolt,Toto-2.0-2.5B,0.19,0.071,0.31,-0.052,-0.085,-0.021
 Chronos-Bolt,TabPFN-TS,0.333,0.19,0.476,-0.121,-0.213,-0.044
 Chronos-Bolt,Toto-2.0-313m,0.238,0.095,0.381,-0.044,-0.078,-0.009
-Chronos-Bolt,TiRex,0.274,0.143,0.405,-0.04,-0.067,-0.014
 Chronos-Bolt,TimesFM-2.5,0.321,0.19,0.441,-0.03,-0.058,-0.005
+Chronos-Bolt,TiRex,0.274,0.143,0.405,-0.04,-0.067,-0.014
 Chronos-Bolt,FlowState,0.369,0.226,0.5,-0.021,-0.05,0.007
 Chronos-Bolt,Toto-2.0-22m,0.381,0.238,0.524,-0.029,-0.065,0.002
 Chronos-Bolt,CatBoost,0.429,0.286,0.571,-0.025,-0.091,0.04
@@ -240,13 +272,14 @@ Chronos-Bolt,Toto-1.0,0.512,0.369,0.643,0.008,-0.025,0.044
 Chronos-Bolt,Chronos-Bolt,0.5,0.5,0.5,0.0,0.0,0.0
 Chronos-Bolt,Seasonal Naive,0.905,0.81,0.976,0.256,0.196,0.316
 Seasonal Naive,Chronos-2,0.024,0.0,0.071,-0.609,-0.784,-0.46
+Seasonal Naive,TiRex-2,0.024,0.0,0.071,-0.557,-0.741,-0.415
 Seasonal Naive,TabPFN-TS-3,0.024,0.0,0.071,-0.518,-0.692,-0.378
 Seasonal Naive,Toto-2.0-1B,0.071,0.0,0.167,-0.409,-0.557,-0.294
 Seasonal Naive,Toto-2.0-2.5B,0.071,0.0,0.167,-0.415,-0.565,-0.296
 Seasonal Naive,TabPFN-TS,0.036,0.0,0.095,-0.507,-0.689,-0.346
 Seasonal Naive,Toto-2.0-313m,0.071,0.0,0.167,-0.404,-0.555,-0.282
-Seasonal Naive,TiRex,0.048,0.0,0.119,-0.398,-0.539,-0.28
 Seasonal Naive,TimesFM-2.5,0.048,0.0,0.119,-0.385,-0.524,-0.274
+Seasonal Naive,TiRex,0.048,0.0,0.119,-0.398,-0.539,-0.28
 Seasonal Naive,FlowState,0.071,0.0,0.143,-0.373,-0.486,-0.282
 Seasonal Naive,Toto-2.0-22m,0.095,0.024,0.19,-0.384,-0.544,-0.264
 Seasonal Naive,CatBoost,0.143,0.048,0.262,-0.378,-0.536,-0.256
diff --git a/tables/task_type_covariate_informed/pairwise_SQL.csv b/tables/task_type_covariate_informed/pairwise_SQL.csv
index 422d2ac88bfc5aa08c8d72f9872629b962f074db..415d3ed3815a15877ee5bad7d7183c4d9191954b 100644
--- a/tables/task_type_covariate_informed/pairwise_SQL.csv
+++ b/tables/task_type_covariate_informed/pairwise_SQL.csv
@@ -1,5 +1,6 @@
 model_1,model_2,win_rate,win_rate_lower,win_rate_upper,skill_score,skill_score_lower,skill_score_upper
 Chronos-2,Chronos-2,0.5,0.5,0.5,0.0,0.0,0.0
+Chronos-2,TiRex-2,0.476,0.333,0.619,0.04,0.003,0.077
 Chronos-2,Toto-2.0-2.5B,0.81,0.69,0.929,0.135,0.09,0.185
 Chronos-2,Toto-2.0-1B,0.81,0.69,0.929,0.133,0.087,0.185
 Chronos-2,TiRex,0.762,0.619,0.881,0.136,0.089,0.192
@@ -13,9 +14,25 @@ Chronos-2,Moirai-2.0,0.929,0.833,1.0,0.165,0.115,0.218
 Chronos-2,Chronos-Bolt,0.976,0.929,1.0,0.174,0.129,0.225
 Chronos-2,Toto-1.0,0.881,0.786,0.976,0.183,0.131,0.239
 Chronos-2,Toto-2.0-4m,0.905,0.81,0.976,0.18,0.129,0.233
-Chronos-2,TFT,0.881,0.786,0.952,0.291,0.211,0.362
 Chronos-2,Seasonal Naive,1.0,1.0,1.0,0.47,0.41,0.527
+TiRex-2,Chronos-2,0.524,0.381,0.667,-0.042,-0.084,-0.003
+TiRex-2,TiRex-2,0.5,0.5,0.5,0.0,0.0,0.0
+TiRex-2,Toto-2.0-2.5B,0.595,0.452,0.738,0.099,0.049,0.154
+TiRex-2,Toto-2.0-1B,0.667,0.524,0.81,0.097,0.049,0.153
+TiRex-2,TiRex,0.762,0.619,0.881,0.1,0.055,0.154
+TiRex-2,TabPFN-TS-3,0.69,0.548,0.833,0.026,-0.028,0.077
+TiRex-2,Toto-2.0-313m,0.667,0.524,0.81,0.099,0.052,0.156
+TiRex-2,TabPFN-TS,0.595,0.452,0.738,0.041,-0.008,0.089
+TiRex-2,TimesFM-2.5,0.762,0.643,0.881,0.119,0.067,0.178
+TiRex-2,FlowState,0.762,0.619,0.881,0.129,0.079,0.185
+TiRex-2,Toto-2.0-22m,0.762,0.643,0.881,0.116,0.07,0.169
+TiRex-2,Moirai-2.0,0.857,0.738,0.952,0.13,0.084,0.179
+TiRex-2,Chronos-Bolt,0.905,0.81,0.976,0.14,0.097,0.189
+TiRex-2,Toto-1.0,0.857,0.738,0.952,0.149,0.102,0.201
+TiRex-2,Toto-2.0-4m,0.929,0.833,1.0,0.146,0.101,0.197
+TiRex-2,Seasonal Naive,1.0,1.0,1.0,0.448,0.388,0.508
 Toto-2.0-2.5B,Chronos-2,0.19,0.071,0.31,-0.156,-0.227,-0.099
+Toto-2.0-2.5B,TiRex-2,0.405,0.262,0.548,-0.11,-0.182,-0.052
 Toto-2.0-2.5B,Toto-2.0-2.5B,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-2.0-2.5B,Toto-2.0-1B,0.524,0.381,0.667,-0.002,-0.017,0.012
 Toto-2.0-2.5B,TiRex,0.595,0.452,0.738,0.002,-0.03,0.03
@@ -29,9 +46,9 @@ Toto-2.0-2.5B,Moirai-2.0,0.714,0.595,0.857,0.034,-0.005,0.068
 Toto-2.0-2.5B,Chronos-Bolt,0.762,0.642,0.881,0.045,0.008,0.079
 Toto-2.0-2.5B,Toto-1.0,0.762,0.643,0.881,0.055,0.018,0.093
 Toto-2.0-2.5B,Toto-2.0-4m,0.786,0.667,0.905,0.052,0.019,0.082
-Toto-2.0-2.5B,TFT,0.786,0.666,0.905,0.181,0.082,0.261
 Toto-2.0-2.5B,Seasonal Naive,0.976,0.929,1.0,0.388,0.32,0.454
 Toto-2.0-1B,Chronos-2,0.19,0.071,0.31,-0.154,-0.227,-0.095
+Toto-2.0-1B,TiRex-2,0.333,0.19,0.476,-0.107,-0.18,-0.052
 Toto-2.0-1B,Toto-2.0-2.5B,0.476,0.333,0.619,0.002,-0.012,0.016
 Toto-2.0-1B,Toto-2.0-1B,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-2.0-1B,TiRex,0.595,0.452,0.738,0.004,-0.028,0.032
@@ -45,9 +62,9 @@ Toto-2.0-1B,Moirai-2.0,0.738,0.595,0.857,0.036,-0.001,0.069
 Toto-2.0-1B,Chronos-Bolt,0.762,0.619,0.881,0.047,0.014,0.079
 Toto-2.0-1B,Toto-1.0,0.786,0.667,0.905,0.057,0.019,0.095
 Toto-2.0-1B,Toto-2.0-4m,0.81,0.69,0.905,0.054,0.019,0.086
-Toto-2.0-1B,TFT,0.81,0.69,0.905,0.183,0.086,0.259
 Toto-2.0-1B,Seasonal Naive,0.976,0.929,1.0,0.389,0.324,0.454
 TiRex,Chronos-2,0.238,0.119,0.381,-0.158,-0.238,-0.097
+TiRex,TiRex-2,0.238,0.119,0.381,-0.111,-0.181,-0.058
 TiRex,Toto-2.0-2.5B,0.405,0.262,0.548,-0.002,-0.031,0.029
 TiRex,Toto-2.0-1B,0.405,0.262,0.548,-0.004,-0.033,0.027
 TiRex,TiRex,0.5,0.5,0.5,0.0,0.0,0.0
@@ -61,9 +78,9 @@ TiRex,Moirai-2.0,0.726,0.595,0.857,0.033,0.01,0.057
 TiRex,Chronos-Bolt,0.774,0.655,0.893,0.044,0.023,0.066
 TiRex,Toto-1.0,0.774,0.655,0.905,0.054,0.024,0.09
 TiRex,Toto-2.0-4m,0.81,0.69,0.929,0.051,0.028,0.074
-TiRex,TFT,0.786,0.666,0.905,0.18,0.085,0.262
 TiRex,Seasonal Naive,1.0,1.0,1.0,0.387,0.325,0.448
 TabPFN-TS-3,Chronos-2,0.286,0.167,0.429,-0.07,-0.115,-0.025
+TabPFN-TS-3,TiRex-2,0.31,0.167,0.452,-0.027,-0.084,0.027
 TabPFN-TS-3,Toto-2.0-2.5B,0.524,0.381,0.667,0.075,0.007,0.149
 TabPFN-TS-3,Toto-2.0-1B,0.548,0.405,0.69,0.073,0.007,0.148
 TabPFN-TS-3,TiRex,0.405,0.262,0.548,0.076,0.01,0.151
@@ -77,9 +94,9 @@ TabPFN-TS-3,Moirai-2.0,0.619,0.476,0.762,0.107,0.04,0.18
 TabPFN-TS-3,Chronos-Bolt,0.69,0.548,0.833,0.117,0.055,0.187
 TabPFN-TS-3,Toto-1.0,0.69,0.548,0.833,0.126,0.057,0.2
 TabPFN-TS-3,Toto-2.0-4m,0.619,0.476,0.762,0.123,0.054,0.196
-TabPFN-TS-3,TFT,0.881,0.762,0.976,0.242,0.157,0.321
 TabPFN-TS-3,Seasonal Naive,1.0,1.0,1.0,0.433,0.368,0.495
 Toto-2.0-313m,Chronos-2,0.19,0.071,0.31,-0.156,-0.233,-0.095
+Toto-2.0-313m,TiRex-2,0.333,0.19,0.476,-0.11,-0.185,-0.055
 Toto-2.0-313m,Toto-2.0-2.5B,0.31,0.167,0.452,-0.0,-0.018,0.019
 Toto-2.0-313m,Toto-2.0-1B,0.405,0.262,0.548,-0.002,-0.013,0.008
 Toto-2.0-313m,TiRex,0.5,0.357,0.643,0.001,-0.025,0.026
@@ -93,9 +110,9 @@ Toto-2.0-313m,Moirai-2.0,0.69,0.548,0.833,0.034,0.0,0.064
 Toto-2.0-313m,Chronos-Bolt,0.714,0.571,0.833,0.045,0.014,0.076
 Toto-2.0-313m,Toto-1.0,0.786,0.667,0.905,0.055,0.018,0.092
 Toto-2.0-313m,Toto-2.0-4m,0.786,0.666,0.905,0.052,0.019,0.08
-Toto-2.0-313m,TFT,0.762,0.619,0.881,0.181,0.083,0.259
 Toto-2.0-313m,Seasonal Naive,1.0,1.0,1.0,0.387,0.321,0.452
 TabPFN-TS,Chronos-2,0.214,0.095,0.357,-0.086,-0.142,-0.037
+TabPFN-TS,TiRex-2,0.405,0.262,0.548,-0.043,-0.098,0.008
 TabPFN-TS,Toto-2.0-2.5B,0.476,0.333,0.619,0.06,-0.014,0.136
 TabPFN-TS,Toto-2.0-1B,0.476,0.333,0.619,0.059,-0.017,0.133
 TabPFN-TS,TiRex,0.452,0.31,0.595,0.062,-0.007,0.138
@@ -109,9 +126,9 @@ TabPFN-TS,Moirai-2.0,0.643,0.5,0.786,0.093,0.022,0.163
 TabPFN-TS,Chronos-Bolt,0.69,0.548,0.833,0.103,0.037,0.17
 TabPFN-TS,Toto-1.0,0.643,0.5,0.786,0.113,0.041,0.187
 TabPFN-TS,Toto-2.0-4m,0.619,0.476,0.762,0.109,0.036,0.183
-TabPFN-TS,TFT,0.81,0.667,0.929,0.23,0.13,0.316
 TabPFN-TS,Seasonal Naive,0.964,0.905,1.0,0.425,0.354,0.49
 TimesFM-2.5,Chronos-2,0.143,0.048,0.262,-0.183,-0.271,-0.114
+TimesFM-2.5,TiRex-2,0.238,0.119,0.357,-0.135,-0.217,-0.072
 TimesFM-2.5,Toto-2.0-2.5B,0.429,0.286,0.571,-0.023,-0.064,0.02
 TimesFM-2.5,Toto-2.0-1B,0.429,0.286,0.571,-0.025,-0.063,0.012
 TimesFM-2.5,TiRex,0.345,0.202,0.488,-0.022,-0.047,0.003
@@ -125,9 +142,9 @@ TimesFM-2.5,Moirai-2.0,0.679,0.548,0.81,0.012,-0.016,0.038
 TimesFM-2.5,Chronos-Bolt,0.655,0.524,0.774,0.023,0.002,0.046
 TimesFM-2.5,Toto-1.0,0.631,0.5,0.774,0.034,-0.006,0.076
 TimesFM-2.5,Toto-2.0-4m,0.643,0.5,0.786,0.03,-0.006,0.067
-TimesFM-2.5,TFT,0.762,0.619,0.881,0.162,0.062,0.242
 TimesFM-2.5,Seasonal Naive,1.0,1.0,1.0,0.374,0.309,0.436
 FlowState,Chronos-2,0.143,0.048,0.239,-0.196,-0.281,-0.132
+FlowState,TiRex-2,0.238,0.119,0.381,-0.148,-0.228,-0.086
 FlowState,Toto-2.0-2.5B,0.405,0.262,0.548,-0.035,-0.079,0.009
 FlowState,Toto-2.0-1B,0.405,0.262,0.548,-0.037,-0.076,0.001
 FlowState,TiRex,0.393,0.25,0.536,-0.033,-0.064,-0.006
@@ -141,9 +158,9 @@ FlowState,Moirai-2.0,0.536,0.404,0.667,0.001,-0.037,0.037
 FlowState,Chronos-Bolt,0.607,0.476,0.75,0.012,-0.017,0.041
 FlowState,Toto-1.0,0.583,0.452,0.714,0.023,-0.024,0.068
 FlowState,Toto-2.0-4m,0.667,0.524,0.81,0.019,-0.02,0.056
-FlowState,TFT,0.762,0.619,0.881,0.153,0.059,0.227
 FlowState,Seasonal Naive,1.0,1.0,1.0,0.367,0.311,0.425
 Toto-2.0-22m,Chronos-2,0.167,0.071,0.286,-0.178,-0.257,-0.113
+Toto-2.0-22m,TiRex-2,0.238,0.119,0.357,-0.131,-0.203,-0.076
 Toto-2.0-22m,Toto-2.0-2.5B,0.286,0.143,0.429,-0.019,-0.042,0.004
 Toto-2.0-22m,Toto-2.0-1B,0.286,0.167,0.429,-0.021,-0.041,-0.002
 Toto-2.0-22m,TiRex,0.405,0.262,0.548,-0.018,-0.042,0.008
@@ -157,9 +174,9 @@ Toto-2.0-22m,Moirai-2.0,0.595,0.452,0.738,0.016,-0.017,0.047
 Toto-2.0-22m,Chronos-Bolt,0.619,0.476,0.762,0.027,-0.005,0.059
 Toto-2.0-22m,Toto-1.0,0.69,0.548,0.81,0.037,0.008,0.068
 Toto-2.0-22m,Toto-2.0-4m,0.762,0.643,0.881,0.034,0.012,0.057
-Toto-2.0-22m,TFT,0.786,0.667,0.905,0.165,0.065,0.247
 Toto-2.0-22m,Seasonal Naive,0.976,0.929,1.0,0.376,0.309,0.443
 Moirai-2.0,Chronos-2,0.071,0.0,0.167,-0.197,-0.278,-0.13
+Moirai-2.0,TiRex-2,0.143,0.048,0.262,-0.149,-0.218,-0.092
 Moirai-2.0,Toto-2.0-2.5B,0.286,0.143,0.405,-0.036,-0.073,0.005
 Moirai-2.0,Toto-2.0-1B,0.262,0.143,0.405,-0.038,-0.074,0.001
 Moirai-2.0,TiRex,0.274,0.143,0.405,-0.034,-0.061,-0.01
@@ -173,9 +190,9 @@ Moirai-2.0,Moirai-2.0,0.5,0.5,0.5,0.0,0.0,0.0
 Moirai-2.0,Chronos-Bolt,0.512,0.381,0.643,0.011,-0.008,0.031
 Moirai-2.0,Toto-1.0,0.536,0.405,0.69,0.022,-0.004,0.051
 Moirai-2.0,Toto-2.0-4m,0.619,0.476,0.762,0.018,-0.014,0.049
-Moirai-2.0,TFT,0.714,0.571,0.833,0.152,0.049,0.237
 Moirai-2.0,Seasonal Naive,0.952,0.881,1.0,0.366,0.298,0.426
 Chronos-Bolt,Chronos-2,0.024,0.0,0.071,-0.211,-0.291,-0.148
+Chronos-Bolt,TiRex-2,0.095,0.024,0.19,-0.162,-0.233,-0.107
 Chronos-Bolt,Toto-2.0-2.5B,0.238,0.119,0.358,-0.047,-0.086,-0.008
 Chronos-Bolt,Toto-2.0-1B,0.238,0.119,0.381,-0.049,-0.086,-0.014
 Chronos-Bolt,TiRex,0.226,0.107,0.345,-0.046,-0.07,-0.023
@@ -189,9 +206,9 @@ Chronos-Bolt,Moirai-2.0,0.488,0.357,0.619,-0.011,-0.032,0.008
 Chronos-Bolt,Chronos-Bolt,0.5,0.5,0.5,0.0,0.0,0.0
 Chronos-Bolt,Toto-1.0,0.56,0.417,0.69,0.011,-0.021,0.049
 Chronos-Bolt,Toto-2.0-4m,0.524,0.381,0.69,0.007,-0.025,0.04
-Chronos-Bolt,TFT,0.738,0.595,0.857,0.142,0.045,0.221
 Chronos-Bolt,Seasonal Naive,0.976,0.929,1.0,0.359,0.294,0.417
 Toto-1.0,Chronos-2,0.119,0.024,0.214,-0.224,-0.314,-0.151
+Toto-1.0,TiRex-2,0.143,0.048,0.262,-0.175,-0.252,-0.113
 Toto-1.0,Toto-2.0-2.5B,0.238,0.119,0.357,-0.059,-0.103,-0.018
 Toto-1.0,Toto-2.0-1B,0.214,0.095,0.333,-0.061,-0.105,-0.019
 Toto-1.0,TiRex,0.226,0.095,0.345,-0.057,-0.099,-0.025
@@ -205,9 +222,9 @@ Toto-1.0,Moirai-2.0,0.464,0.31,0.595,-0.022,-0.054,0.004
 Toto-1.0,Chronos-Bolt,0.44,0.31,0.583,-0.011,-0.051,0.02
 Toto-1.0,Toto-1.0,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-1.0,Toto-2.0-4m,0.571,0.429,0.714,-0.004,-0.035,0.022
-Toto-1.0,TFT,0.643,0.476,0.786,0.133,0.025,0.227
 Toto-1.0,Seasonal Naive,0.952,0.881,1.0,0.352,0.282,0.414
 Toto-2.0-4m,Chronos-2,0.095,0.024,0.19,-0.22,-0.305,-0.148
+Toto-2.0-4m,TiRex-2,0.071,0.0,0.167,-0.171,-0.246,-0.112
 Toto-2.0-4m,Toto-2.0-2.5B,0.214,0.095,0.333,-0.055,-0.09,-0.019
 Toto-2.0-4m,Toto-2.0-1B,0.19,0.095,0.31,-0.057,-0.094,-0.02
 Toto-2.0-4m,TiRex,0.19,0.071,0.31,-0.053,-0.08,-0.029
@@ -221,25 +238,9 @@ Toto-2.0-4m,Moirai-2.0,0.381,0.238,0.524,-0.019,-0.052,0.014
 Toto-2.0-4m,Chronos-Bolt,0.476,0.31,0.619,-0.007,-0.042,0.025
 Toto-2.0-4m,Toto-1.0,0.429,0.286,0.571,0.004,-0.023,0.034
 Toto-2.0-4m,Toto-2.0-4m,0.5,0.5,0.5,0.0,0.0,0.0
-Toto-2.0-4m,TFT,0.714,0.571,0.833,0.136,0.03,0.226
 Toto-2.0-4m,Seasonal Naive,0.952,0.881,1.0,0.354,0.287,0.421
-TFT,Chronos-2,0.119,0.048,0.214,-0.411,-0.569,-0.268
-TFT,Toto-2.0-2.5B,0.214,0.095,0.334,-0.221,-0.353,-0.09
-TFT,Toto-2.0-1B,0.19,0.095,0.31,-0.223,-0.349,-0.094
-TFT,TiRex,0.214,0.095,0.334,-0.219,-0.354,-0.092
-TFT,TabPFN-TS-3,0.119,0.024,0.238,-0.319,-0.474,-0.187
-TFT,Toto-2.0-313m,0.238,0.119,0.381,-0.22,-0.349,-0.09
-TFT,TabPFN-TS,0.19,0.071,0.333,-0.299,-0.462,-0.15
-TFT,TimesFM-2.5,0.238,0.119,0.381,-0.193,-0.32,-0.066
-TFT,FlowState,0.238,0.119,0.381,-0.18,-0.294,-0.062
-TFT,Toto-2.0-22m,0.214,0.095,0.333,-0.198,-0.328,-0.07
-TFT,Moirai-2.0,0.286,0.167,0.429,-0.179,-0.311,-0.051
-TFT,Chronos-Bolt,0.262,0.143,0.405,-0.166,-0.284,-0.047
-TFT,Toto-1.0,0.357,0.214,0.524,-0.153,-0.293,-0.025
-TFT,Toto-2.0-4m,0.286,0.167,0.429,-0.157,-0.292,-0.031
-TFT,TFT,0.5,0.5,0.5,0.0,0.0,0.0
-TFT,Seasonal Naive,0.786,0.667,0.905,0.252,0.182,0.334
 Seasonal Naive,Chronos-2,0.0,0.0,0.0,-0.888,-1.112,-0.694
+Seasonal Naive,TiRex-2,0.0,0.0,0.0,-0.812,-1.033,-0.634
 Seasonal Naive,Toto-2.0-2.5B,0.024,0.0,0.071,-0.633,-0.83,-0.47
 Seasonal Naive,Toto-2.0-1B,0.024,0.0,0.071,-0.636,-0.831,-0.479
 Seasonal Naive,TiRex,0.0,0.0,0.0,-0.631,-0.81,-0.482
@@ -253,5 +254,4 @@ Seasonal Naive,Moirai-2.0,0.048,0.0,0.119,-0.577,-0.744,-0.425
 Seasonal Naive,Chronos-Bolt,0.024,0.0,0.071,-0.559,-0.715,-0.417
 Seasonal Naive,Toto-1.0,0.048,0.0,0.119,-0.543,-0.708,-0.392
 Seasonal Naive,Toto-2.0-4m,0.048,0.0,0.119,-0.548,-0.728,-0.403
-Seasonal Naive,TFT,0.214,0.095,0.333,-0.338,-0.501,-0.222
 Seasonal Naive,Seasonal Naive,0.5,0.5,0.5,0.0,0.0,0.0
diff --git a/tables/task_type_covariate_informed/pairwise_WAPE.csv b/tables/task_type_covariate_informed/pairwise_WAPE.csv
index f9b5b06b87daa0df3adbe58a8122fe0e69ba9a6a..0a792b7025db32b7947ff11eb496f67061335871 100644
--- a/tables/task_type_covariate_informed/pairwise_WAPE.csv
+++ b/tables/task_type_covariate_informed/pairwise_WAPE.csv
@@ -1,10 +1,11 @@
 model_1,model_2,win_rate,win_rate_lower,win_rate_upper,skill_score,skill_score_lower,skill_score_upper
 Chronos-2,Chronos-2,0.5,0.5,0.5,0.0,0.0,0.0
 Chronos-2,Toto-2.0-1B,0.667,0.524,0.81,0.116,0.063,0.179
+Chronos-2,TiRex-2,0.571,0.405,0.714,0.056,0.015,0.097
 Chronos-2,Toto-2.0-2.5B,0.69,0.548,0.833,0.12,0.071,0.18
 Chronos-2,TabPFN-TS-3,0.571,0.428,0.714,0.044,-0.003,0.086
-Chronos-2,Toto-2.0-313m,0.762,0.619,0.881,0.123,0.071,0.185
 Chronos-2,TabPFN-TS,0.69,0.548,0.833,0.062,0.012,0.12
+Chronos-2,Toto-2.0-313m,0.762,0.619,0.881,0.123,0.071,0.185
 Chronos-2,TiRex,0.81,0.667,0.929,0.138,0.088,0.197
 Chronos-2,TimesFM-2.5,0.786,0.667,0.905,0.149,0.09,0.214
 Chronos-2,Toto-2.0-22m,0.714,0.571,0.857,0.145,0.096,0.205
@@ -17,10 +18,11 @@ Chronos-2,Chronos-Bolt,0.952,0.881,1.0,0.187,0.134,0.243
 Chronos-2,Seasonal Naive,0.952,0.881,1.0,0.4,0.33,0.461
 Toto-2.0-1B,Chronos-2,0.333,0.19,0.476,-0.131,-0.218,-0.067
 Toto-2.0-1B,Toto-2.0-1B,0.5,0.5,0.5,0.0,0.0,0.0
+Toto-2.0-1B,TiRex-2,0.452,0.286,0.595,-0.068,-0.147,-0.005
 Toto-2.0-1B,Toto-2.0-2.5B,0.571,0.428,0.714,0.005,-0.008,0.017
 Toto-2.0-1B,TabPFN-TS-3,0.452,0.286,0.595,-0.082,-0.187,0.0
-Toto-2.0-1B,Toto-2.0-313m,0.643,0.5,0.786,0.008,-0.004,0.021
 Toto-2.0-1B,TabPFN-TS,0.548,0.381,0.69,-0.061,-0.156,0.025
+Toto-2.0-1B,Toto-2.0-313m,0.643,0.5,0.786,0.008,-0.004,0.021
 Toto-2.0-1B,TiRex,0.69,0.548,0.833,0.025,-0.014,0.062
 Toto-2.0-1B,TimesFM-2.5,0.667,0.524,0.786,0.038,-0.013,0.081
 Toto-2.0-1B,Toto-2.0-22m,0.786,0.643,0.905,0.033,0.012,0.051
@@ -31,12 +33,30 @@ Toto-2.0-1B,LightGBM,0.738,0.595,0.881,0.057,-0.019,0.126
 Toto-2.0-1B,Toto-1.0,0.81,0.69,0.929,0.078,0.037,0.117
 Toto-2.0-1B,Chronos-Bolt,0.81,0.69,0.929,0.081,0.032,0.13
 Toto-2.0-1B,Seasonal Naive,0.976,0.929,1.0,0.321,0.244,0.391
+TiRex-2,Chronos-2,0.429,0.286,0.595,-0.059,-0.107,-0.016
+TiRex-2,Toto-2.0-1B,0.548,0.405,0.714,0.064,0.005,0.128
+TiRex-2,TiRex-2,0.5,0.5,0.5,0.0,0.0,0.0
+TiRex-2,Toto-2.0-2.5B,0.571,0.429,0.714,0.068,0.011,0.132
+TiRex-2,TabPFN-TS-3,0.548,0.405,0.69,-0.013,-0.069,0.041
+TiRex-2,TabPFN-TS,0.524,0.381,0.667,0.006,-0.056,0.066
+TiRex-2,Toto-2.0-313m,0.571,0.429,0.738,0.072,0.014,0.137
+TiRex-2,TiRex,0.595,0.452,0.762,0.087,0.027,0.153
+TiRex-2,TimesFM-2.5,0.667,0.524,0.81,0.099,0.037,0.168
+TiRex-2,Toto-2.0-22m,0.69,0.548,0.833,0.095,0.044,0.152
+TiRex-2,FlowState,0.714,0.571,0.833,0.106,0.039,0.175
+TiRex-2,CatBoost,0.69,0.571,0.833,0.122,0.058,0.19
+TiRex-2,Moirai-2.0,0.786,0.667,0.905,0.108,0.042,0.174
+TiRex-2,LightGBM,0.738,0.619,0.858,0.117,0.05,0.183
+TiRex-2,Toto-1.0,0.714,0.571,0.857,0.136,0.079,0.202
+TiRex-2,Chronos-Bolt,0.786,0.667,0.905,0.139,0.079,0.205
+TiRex-2,Seasonal Naive,0.976,0.929,1.0,0.364,0.299,0.431
 Toto-2.0-2.5B,Chronos-2,0.31,0.167,0.452,-0.136,-0.219,-0.076
 Toto-2.0-2.5B,Toto-2.0-1B,0.429,0.286,0.572,-0.005,-0.017,0.008
+Toto-2.0-2.5B,TiRex-2,0.429,0.286,0.571,-0.073,-0.152,-0.011
 Toto-2.0-2.5B,Toto-2.0-2.5B,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-2.0-2.5B,TabPFN-TS-3,0.429,0.285,0.548,-0.087,-0.191,-0.008
-Toto-2.0-2.5B,Toto-2.0-313m,0.667,0.524,0.81,0.004,-0.011,0.017
 Toto-2.0-2.5B,TabPFN-TS,0.476,0.333,0.619,-0.066,-0.158,0.017
+Toto-2.0-2.5B,Toto-2.0-313m,0.667,0.524,0.81,0.004,-0.011,0.017
 Toto-2.0-2.5B,TiRex,0.643,0.5,0.786,0.02,-0.016,0.053
 Toto-2.0-2.5B,TimesFM-2.5,0.595,0.429,0.738,0.033,-0.017,0.075
 Toto-2.0-2.5B,Toto-2.0-22m,0.786,0.643,0.905,0.029,0.006,0.048
@@ -49,10 +69,11 @@ Toto-2.0-2.5B,Chronos-Bolt,0.881,0.786,0.976,0.076,0.031,0.122
 Toto-2.0-2.5B,Seasonal Naive,0.952,0.881,1.0,0.318,0.238,0.386
 TabPFN-TS-3,Chronos-2,0.429,0.286,0.572,-0.046,-0.094,0.003
 TabPFN-TS-3,Toto-2.0-1B,0.548,0.405,0.714,0.075,-0.0,0.158
+TabPFN-TS-3,TiRex-2,0.452,0.31,0.595,0.013,-0.043,0.064
 TabPFN-TS-3,Toto-2.0-2.5B,0.571,0.452,0.715,0.08,0.008,0.16
 TabPFN-TS-3,TabPFN-TS-3,0.5,0.5,0.5,0.0,0.0,0.0
-TabPFN-TS-3,Toto-2.0-313m,0.548,0.405,0.69,0.083,0.006,0.164
 TabPFN-TS-3,TabPFN-TS,0.548,0.405,0.69,0.019,-0.027,0.065
+TabPFN-TS-3,Toto-2.0-313m,0.548,0.405,0.69,0.083,0.006,0.164
 TabPFN-TS-3,TiRex,0.524,0.381,0.667,0.099,0.029,0.179
 TabPFN-TS-3,TimesFM-2.5,0.571,0.429,0.714,0.11,0.041,0.186
 TabPFN-TS-3,Toto-2.0-22m,0.667,0.524,0.81,0.106,0.037,0.181
@@ -63,28 +84,13 @@ TabPFN-TS-3,LightGBM,0.714,0.595,0.857,0.128,0.059,0.194
 TabPFN-TS-3,Toto-1.0,0.738,0.595,0.857,0.147,0.079,0.223
 TabPFN-TS-3,Chronos-Bolt,0.714,0.571,0.857,0.15,0.086,0.224
 TabPFN-TS-3,Seasonal Naive,0.976,0.929,1.0,0.372,0.31,0.433
-Toto-2.0-313m,Chronos-2,0.238,0.119,0.381,-0.14,-0.227,-0.076
-Toto-2.0-313m,Toto-2.0-1B,0.357,0.214,0.5,-0.009,-0.022,0.004
-Toto-2.0-313m,Toto-2.0-2.5B,0.333,0.19,0.476,-0.004,-0.017,0.011
-Toto-2.0-313m,TabPFN-TS-3,0.452,0.31,0.595,-0.091,-0.197,-0.006
-Toto-2.0-313m,Toto-2.0-313m,0.5,0.5,0.5,0.0,0.0,0.0
-Toto-2.0-313m,TabPFN-TS,0.5,0.333,0.643,-0.07,-0.169,0.017
-Toto-2.0-313m,TiRex,0.619,0.476,0.762,0.017,-0.021,0.051
-Toto-2.0-313m,TimesFM-2.5,0.595,0.452,0.762,0.029,-0.019,0.073
-Toto-2.0-313m,Toto-2.0-22m,0.738,0.595,0.881,0.025,0.008,0.042
-Toto-2.0-313m,FlowState,0.667,0.524,0.81,0.037,-0.022,0.096
-Toto-2.0-313m,CatBoost,0.714,0.571,0.857,0.055,-0.023,0.121
-Toto-2.0-313m,Moirai-2.0,0.738,0.619,0.858,0.039,-0.013,0.086
-Toto-2.0-313m,LightGBM,0.714,0.571,0.857,0.049,-0.027,0.118
-Toto-2.0-313m,Toto-1.0,0.81,0.69,0.929,0.07,0.034,0.107
-Toto-2.0-313m,Chronos-Bolt,0.857,0.738,0.952,0.073,0.025,0.122
-Toto-2.0-313m,Seasonal Naive,0.952,0.881,1.0,0.315,0.236,0.387
 TabPFN-TS,Chronos-2,0.31,0.167,0.452,-0.066,-0.136,-0.012
 TabPFN-TS,Toto-2.0-1B,0.452,0.31,0.619,0.058,-0.025,0.135
+TabPFN-TS,TiRex-2,0.476,0.333,0.619,-0.007,-0.071,0.053
 TabPFN-TS,Toto-2.0-2.5B,0.524,0.381,0.667,0.062,-0.018,0.137
 TabPFN-TS,TabPFN-TS-3,0.452,0.31,0.595,-0.019,-0.07,0.026
-TabPFN-TS,Toto-2.0-313m,0.5,0.357,0.667,0.066,-0.017,0.145
 TabPFN-TS,TabPFN-TS,0.5,0.5,0.5,0.0,0.0,0.0
+TabPFN-TS,Toto-2.0-313m,0.5,0.357,0.667,0.066,-0.017,0.145
 TabPFN-TS,TiRex,0.524,0.381,0.667,0.081,0.001,0.158
 TabPFN-TS,TimesFM-2.5,0.643,0.5,0.786,0.093,0.015,0.169
 TabPFN-TS,Toto-2.0-22m,0.643,0.5,0.786,0.089,0.014,0.162
@@ -95,12 +101,30 @@ TabPFN-TS,LightGBM,0.69,0.548,0.833,0.111,0.042,0.179
 TabPFN-TS,Toto-1.0,0.738,0.595,0.881,0.131,0.053,0.209
 TabPFN-TS,Chronos-Bolt,0.762,0.642,0.881,0.134,0.061,0.204
 TabPFN-TS,Seasonal Naive,0.964,0.905,1.0,0.36,0.288,0.427
+Toto-2.0-313m,Chronos-2,0.238,0.119,0.381,-0.14,-0.227,-0.076
+Toto-2.0-313m,Toto-2.0-1B,0.357,0.214,0.5,-0.009,-0.022,0.004
+Toto-2.0-313m,TiRex-2,0.429,0.262,0.571,-0.077,-0.159,-0.015
+Toto-2.0-313m,Toto-2.0-2.5B,0.333,0.19,0.476,-0.004,-0.017,0.011
+Toto-2.0-313m,TabPFN-TS-3,0.452,0.31,0.595,-0.091,-0.197,-0.006
+Toto-2.0-313m,TabPFN-TS,0.5,0.333,0.643,-0.07,-0.169,0.017
+Toto-2.0-313m,Toto-2.0-313m,0.5,0.5,0.5,0.0,0.0,0.0
+Toto-2.0-313m,TiRex,0.619,0.476,0.762,0.017,-0.021,0.051
+Toto-2.0-313m,TimesFM-2.5,0.595,0.452,0.762,0.029,-0.019,0.073
+Toto-2.0-313m,Toto-2.0-22m,0.738,0.595,0.881,0.025,0.008,0.042
+Toto-2.0-313m,FlowState,0.667,0.524,0.81,0.037,-0.022,0.096
+Toto-2.0-313m,CatBoost,0.714,0.571,0.857,0.055,-0.023,0.121
+Toto-2.0-313m,Moirai-2.0,0.738,0.619,0.858,0.039,-0.013,0.086
+Toto-2.0-313m,LightGBM,0.714,0.571,0.857,0.049,-0.027,0.118
+Toto-2.0-313m,Toto-1.0,0.81,0.69,0.929,0.07,0.034,0.107
+Toto-2.0-313m,Chronos-Bolt,0.857,0.738,0.952,0.073,0.025,0.122
+Toto-2.0-313m,Seasonal Naive,0.952,0.881,1.0,0.315,0.236,0.387
 TiRex,Chronos-2,0.19,0.071,0.333,-0.16,-0.246,-0.096
 TiRex,Toto-2.0-1B,0.31,0.167,0.452,-0.026,-0.066,0.014
+TiRex,TiRex-2,0.405,0.238,0.548,-0.096,-0.181,-0.028
 TiRex,Toto-2.0-2.5B,0.357,0.214,0.5,-0.021,-0.056,0.015
 TiRex,TabPFN-TS-3,0.476,0.333,0.619,-0.109,-0.218,-0.029
-TiRex,Toto-2.0-313m,0.381,0.238,0.524,-0.017,-0.054,0.021
 TiRex,TabPFN-TS,0.476,0.333,0.619,-0.088,-0.187,-0.001
+TiRex,Toto-2.0-313m,0.381,0.238,0.524,-0.017,-0.054,0.021
 TiRex,TiRex,0.5,0.5,0.5,0.0,0.0,0.0
 TiRex,TimesFM-2.5,0.56,0.405,0.702,0.013,-0.017,0.038
 TiRex,Toto-2.0-22m,0.595,0.452,0.738,0.009,-0.028,0.043
@@ -113,10 +137,11 @@ TiRex,Chronos-Bolt,0.726,0.595,0.857,0.057,0.024,0.094
 TiRex,Seasonal Naive,0.929,0.833,1.0,0.304,0.229,0.373
 TimesFM-2.5,Chronos-2,0.214,0.095,0.333,-0.175,-0.272,-0.099
 TimesFM-2.5,Toto-2.0-1B,0.333,0.214,0.476,-0.039,-0.089,0.013
+TimesFM-2.5,TiRex-2,0.333,0.19,0.476,-0.11,-0.201,-0.038
 TimesFM-2.5,Toto-2.0-2.5B,0.405,0.262,0.571,-0.034,-0.082,0.017
 TimesFM-2.5,TabPFN-TS-3,0.429,0.286,0.571,-0.124,-0.229,-0.042
-TimesFM-2.5,Toto-2.0-313m,0.405,0.238,0.548,-0.03,-0.078,0.018
 TimesFM-2.5,TabPFN-TS,0.357,0.214,0.5,-0.103,-0.203,-0.015
+TimesFM-2.5,Toto-2.0-313m,0.405,0.238,0.548,-0.03,-0.078,0.018
 TimesFM-2.5,TiRex,0.44,0.298,0.595,-0.013,-0.04,0.017
 TimesFM-2.5,TimesFM-2.5,0.5,0.5,0.5,0.0,0.0,0.0
 TimesFM-2.5,Toto-2.0-22m,0.548,0.405,0.69,-0.004,-0.054,0.039
@@ -129,10 +154,11 @@ TimesFM-2.5,Chronos-Bolt,0.655,0.524,0.774,0.045,0.012,0.078
 TimesFM-2.5,Seasonal Naive,0.929,0.833,1.0,0.295,0.23,0.36
 Toto-2.0-22m,Chronos-2,0.286,0.143,0.429,-0.17,-0.257,-0.106
 Toto-2.0-22m,Toto-2.0-1B,0.214,0.095,0.357,-0.035,-0.054,-0.012
+Toto-2.0-22m,TiRex-2,0.31,0.167,0.452,-0.105,-0.18,-0.046
 Toto-2.0-22m,Toto-2.0-2.5B,0.214,0.095,0.357,-0.03,-0.051,-0.006
 Toto-2.0-22m,TabPFN-TS-3,0.333,0.19,0.476,-0.119,-0.221,-0.038
-Toto-2.0-22m,Toto-2.0-313m,0.262,0.119,0.405,-0.026,-0.044,-0.008
 Toto-2.0-22m,TabPFN-TS,0.357,0.214,0.5,-0.098,-0.193,-0.014
+Toto-2.0-22m,Toto-2.0-313m,0.262,0.119,0.405,-0.026,-0.044,-0.008
 Toto-2.0-22m,TiRex,0.405,0.262,0.548,-0.009,-0.045,0.028
 Toto-2.0-22m,TimesFM-2.5,0.452,0.31,0.595,0.004,-0.04,0.051
 Toto-2.0-22m,Toto-2.0-22m,0.5,0.5,0.5,0.0,0.0,0.0
@@ -145,10 +171,11 @@ Toto-2.0-22m,Chronos-Bolt,0.667,0.524,0.81,0.049,0.006,0.099
 Toto-2.0-22m,Seasonal Naive,0.976,0.929,1.0,0.298,0.223,0.368
 FlowState,Chronos-2,0.167,0.048,0.286,-0.184,-0.27,-0.105
 FlowState,Toto-2.0-1B,0.333,0.19,0.476,-0.047,-0.11,0.012
+FlowState,TiRex-2,0.286,0.167,0.429,-0.119,-0.212,-0.04
 FlowState,Toto-2.0-2.5B,0.357,0.214,0.5,-0.042,-0.101,0.016
 FlowState,TabPFN-TS-3,0.333,0.19,0.476,-0.133,-0.234,-0.05
-FlowState,Toto-2.0-313m,0.333,0.19,0.476,-0.038,-0.106,0.022
 FlowState,TabPFN-TS,0.31,0.19,0.452,-0.111,-0.212,-0.018
+FlowState,Toto-2.0-313m,0.333,0.19,0.476,-0.038,-0.106,0.022
 FlowState,TiRex,0.464,0.321,0.607,-0.021,-0.072,0.021
 FlowState,TimesFM-2.5,0.488,0.357,0.631,-0.008,-0.058,0.033
 FlowState,Toto-2.0-22m,0.452,0.309,0.595,-0.012,-0.082,0.042
@@ -161,10 +188,11 @@ FlowState,Chronos-Bolt,0.607,0.476,0.738,0.037,-0.004,0.079
 FlowState,Seasonal Naive,0.929,0.857,1.0,0.289,0.229,0.346
 CatBoost,Chronos-2,0.214,0.095,0.333,-0.206,-0.288,-0.136
 CatBoost,Toto-2.0-1B,0.286,0.143,0.429,-0.067,-0.15,0.014
+CatBoost,TiRex-2,0.31,0.167,0.429,-0.139,-0.235,-0.061
 CatBoost,Toto-2.0-2.5B,0.333,0.19,0.476,-0.062,-0.144,0.016
 CatBoost,TabPFN-TS-3,0.31,0.167,0.452,-0.154,-0.237,-0.078
-CatBoost,Toto-2.0-313m,0.286,0.143,0.429,-0.058,-0.138,0.023
 CatBoost,TabPFN-TS,0.31,0.19,0.452,-0.132,-0.228,-0.041
+CatBoost,Toto-2.0-313m,0.286,0.143,0.429,-0.058,-0.138,0.023
 CatBoost,TiRex,0.381,0.238,0.524,-0.04,-0.112,0.033
 CatBoost,TimesFM-2.5,0.405,0.262,0.548,-0.027,-0.099,0.044
 CatBoost,Toto-2.0-22m,0.405,0.262,0.548,-0.031,-0.106,0.044
@@ -177,10 +205,11 @@ CatBoost,Chronos-Bolt,0.524,0.381,0.667,0.019,-0.054,0.091
 CatBoost,Seasonal Naive,0.833,0.714,0.929,0.276,0.193,0.351
 Moirai-2.0,Chronos-2,0.167,0.071,0.286,-0.187,-0.27,-0.115
 Moirai-2.0,Toto-2.0-1B,0.238,0.119,0.358,-0.049,-0.104,0.007
+Moirai-2.0,TiRex-2,0.214,0.095,0.333,-0.121,-0.211,-0.044
 Moirai-2.0,Toto-2.0-2.5B,0.238,0.119,0.357,-0.044,-0.096,0.008
 Moirai-2.0,TabPFN-TS-3,0.31,0.167,0.452,-0.135,-0.243,-0.047
-Moirai-2.0,Toto-2.0-313m,0.262,0.142,0.381,-0.04,-0.094,0.013
 Moirai-2.0,TabPFN-TS,0.31,0.19,0.452,-0.113,-0.22,-0.02
+Moirai-2.0,Toto-2.0-313m,0.262,0.142,0.381,-0.04,-0.094,0.013
 Moirai-2.0,TiRex,0.393,0.25,0.536,-0.023,-0.049,0.002
 Moirai-2.0,TimesFM-2.5,0.393,0.262,0.524,-0.01,-0.047,0.028
 Moirai-2.0,Toto-2.0-22m,0.405,0.262,0.548,-0.014,-0.066,0.033
@@ -193,10 +222,11 @@ Moirai-2.0,Chronos-Bolt,0.56,0.429,0.69,0.035,0.0,0.077
 Moirai-2.0,Seasonal Naive,0.857,0.738,0.952,0.288,0.211,0.358
 LightGBM,Chronos-2,0.214,0.095,0.333,-0.199,-0.283,-0.124
 LightGBM,Toto-2.0-1B,0.262,0.119,0.405,-0.06,-0.144,0.018
+LightGBM,TiRex-2,0.262,0.142,0.381,-0.133,-0.224,-0.052
 LightGBM,Toto-2.0-2.5B,0.286,0.143,0.429,-0.055,-0.134,0.018
 LightGBM,TabPFN-TS-3,0.286,0.143,0.405,-0.147,-0.241,-0.063
-LightGBM,Toto-2.0-313m,0.286,0.143,0.429,-0.051,-0.134,0.027
 LightGBM,TabPFN-TS,0.31,0.167,0.452,-0.125,-0.218,-0.044
+LightGBM,Toto-2.0-313m,0.286,0.143,0.429,-0.051,-0.134,0.027
 LightGBM,TiRex,0.357,0.214,0.5,-0.034,-0.104,0.031
 LightGBM,TimesFM-2.5,0.429,0.286,0.571,-0.021,-0.09,0.044
 LightGBM,Toto-2.0-22m,0.286,0.166,0.429,-0.025,-0.097,0.044
@@ -209,10 +239,11 @@ LightGBM,Chronos-Bolt,0.595,0.429,0.738,0.025,-0.038,0.084
 LightGBM,Seasonal Naive,0.881,0.762,0.976,0.28,0.202,0.356
 Toto-1.0,Chronos-2,0.167,0.071,0.286,-0.226,-0.32,-0.157
 Toto-1.0,Toto-2.0-1B,0.19,0.071,0.31,-0.084,-0.133,-0.039
+Toto-1.0,TiRex-2,0.286,0.143,0.429,-0.158,-0.253,-0.085
 Toto-1.0,Toto-2.0-2.5B,0.238,0.119,0.381,-0.079,-0.124,-0.039
 Toto-1.0,TabPFN-TS-3,0.262,0.143,0.405,-0.172,-0.287,-0.086
-Toto-1.0,Toto-2.0-313m,0.19,0.071,0.31,-0.075,-0.12,-0.035
 Toto-1.0,TabPFN-TS,0.262,0.119,0.405,-0.15,-0.265,-0.056
+Toto-1.0,Toto-2.0-313m,0.19,0.071,0.31,-0.075,-0.12,-0.035
 Toto-1.0,TiRex,0.321,0.179,0.452,-0.057,-0.095,-0.026
 Toto-1.0,TimesFM-2.5,0.417,0.274,0.548,-0.043,-0.096,0.001
 Toto-1.0,Toto-2.0-22m,0.333,0.19,0.476,-0.048,-0.086,-0.013
@@ -225,10 +256,11 @@ Toto-1.0,Chronos-Bolt,0.488,0.345,0.631,0.003,-0.043,0.048
 Toto-1.0,Seasonal Naive,0.881,0.762,0.976,0.264,0.186,0.337
 Chronos-Bolt,Chronos-2,0.048,0.0,0.119,-0.23,-0.322,-0.155
 Chronos-Bolt,Toto-2.0-1B,0.19,0.071,0.31,-0.088,-0.15,-0.034
+Chronos-Bolt,TiRex-2,0.214,0.095,0.333,-0.162,-0.258,-0.086
 Chronos-Bolt,Toto-2.0-2.5B,0.119,0.024,0.214,-0.082,-0.139,-0.032
 Chronos-Bolt,TabPFN-TS-3,0.286,0.143,0.429,-0.176,-0.288,-0.094
-Chronos-Bolt,Toto-2.0-313m,0.143,0.048,0.262,-0.079,-0.139,-0.025
 Chronos-Bolt,TabPFN-TS,0.238,0.119,0.358,-0.154,-0.256,-0.065
+Chronos-Bolt,Toto-2.0-313m,0.143,0.048,0.262,-0.079,-0.139,-0.025
 Chronos-Bolt,TiRex,0.274,0.143,0.405,-0.06,-0.103,-0.025
 Chronos-Bolt,TimesFM-2.5,0.345,0.226,0.476,-0.047,-0.084,-0.012
 Chronos-Bolt,Toto-2.0-22m,0.333,0.19,0.476,-0.051,-0.11,-0.006
@@ -241,10 +273,11 @@ Chronos-Bolt,Chronos-Bolt,0.5,0.5,0.5,0.0,0.0,0.0
 Chronos-Bolt,Seasonal Naive,0.881,0.762,0.976,0.262,0.194,0.326
 Seasonal Naive,Chronos-2,0.048,0.0,0.119,-0.666,-0.856,-0.493
 Seasonal Naive,Toto-2.0-1B,0.024,0.0,0.071,-0.473,-0.641,-0.322
+Seasonal Naive,TiRex-2,0.024,0.0,0.071,-0.574,-0.757,-0.426
 Seasonal Naive,Toto-2.0-2.5B,0.048,0.0,0.119,-0.466,-0.629,-0.313
 Seasonal Naive,TabPFN-TS-3,0.024,0.0,0.071,-0.594,-0.765,-0.45
-Seasonal Naive,Toto-2.0-313m,0.048,0.0,0.119,-0.461,-0.633,-0.309
 Seasonal Naive,TabPFN-TS,0.036,0.0,0.095,-0.563,-0.746,-0.404
+Seasonal Naive,Toto-2.0-313m,0.048,0.0,0.119,-0.461,-0.633,-0.309
 Seasonal Naive,TiRex,0.071,0.0,0.167,-0.436,-0.594,-0.296
 Seasonal Naive,TimesFM-2.5,0.071,0.0,0.167,-0.418,-0.563,-0.298
 Seasonal Naive,Toto-2.0-22m,0.024,0.0,0.071,-0.424,-0.582,-0.286
diff --git a/tables/task_type_covariate_informed/pairwise_WQL.csv b/tables/task_type_covariate_informed/pairwise_WQL.csv
index ec2ec19bbb8a754aad2a4f339be64da9393214bb..9da6689499995e4ec2b6c105d55e243f86b76426 100644
--- a/tables/task_type_covariate_informed/pairwise_WQL.csv
+++ b/tables/task_type_covariate_informed/pairwise_WQL.csv
@@ -1,5 +1,6 @@
 model_1,model_2,win_rate,win_rate_lower,win_rate_upper,skill_score,skill_score_lower,skill_score_upper
 Chronos-2,Chronos-2,0.5,0.5,0.5,0.0,0.0,0.0
+Chronos-2,TiRex-2,0.548,0.381,0.69,0.054,0.009,0.096
 Chronos-2,Toto-2.0-1B,0.667,0.524,0.81,0.114,0.062,0.174
 Chronos-2,TabPFN-TS-3,0.548,0.405,0.69,0.046,-0.004,0.09
 Chronos-2,Toto-2.0-2.5B,0.69,0.548,0.833,0.121,0.071,0.18
@@ -13,9 +14,25 @@ Chronos-2,Moirai-2.0,0.833,0.714,0.929,0.163,0.111,0.217
 Chronos-2,Toto-1.0,0.833,0.714,0.929,0.186,0.134,0.244
 Chronos-2,Chronos-Bolt,0.952,0.881,1.0,0.185,0.135,0.239
 Chronos-2,Toto-2.0-4m,0.905,0.81,0.976,0.195,0.147,0.249
-Chronos-2,Sundial-Base,0.952,0.881,1.0,0.264,0.207,0.317
 Chronos-2,Seasonal Naive,0.976,0.929,1.0,0.503,0.438,0.558
+TiRex-2,Chronos-2,0.452,0.31,0.619,-0.057,-0.106,-0.01
+TiRex-2,TiRex-2,0.5,0.5,0.5,0.0,0.0,0.0
+TiRex-2,Toto-2.0-1B,0.524,0.381,0.667,0.063,0.006,0.128
+TiRex-2,TabPFN-TS-3,0.548,0.405,0.69,-0.009,-0.065,0.047
+TiRex-2,Toto-2.0-2.5B,0.595,0.452,0.738,0.071,0.011,0.135
+TiRex-2,Toto-2.0-313m,0.571,0.429,0.714,0.07,0.013,0.134
+TiRex-2,TabPFN-TS,0.476,0.333,0.619,0.015,-0.042,0.076
+TiRex-2,TiRex,0.595,0.452,0.738,0.092,0.038,0.154
+TiRex-2,Toto-2.0-22m,0.714,0.571,0.857,0.097,0.044,0.158
+TiRex-2,TimesFM-2.5,0.714,0.595,0.857,0.103,0.044,0.169
+TiRex-2,FlowState,0.738,0.595,0.857,0.114,0.051,0.183
+TiRex-2,Moirai-2.0,0.81,0.69,0.929,0.115,0.052,0.178
+TiRex-2,Toto-1.0,0.786,0.667,0.905,0.139,0.079,0.204
+TiRex-2,Chronos-Bolt,0.833,0.714,0.952,0.139,0.081,0.201
+TiRex-2,Toto-2.0-4m,0.857,0.762,0.952,0.149,0.1,0.206
+TiRex-2,Seasonal Naive,0.976,0.929,1.0,0.474,0.415,0.532
 Toto-2.0-1B,Chronos-2,0.333,0.19,0.476,-0.128,-0.21,-0.066
+Toto-2.0-1B,TiRex-2,0.476,0.333,0.619,-0.067,-0.146,-0.006
 Toto-2.0-1B,Toto-2.0-1B,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-2.0-1B,TabPFN-TS-3,0.381,0.214,0.524,-0.076,-0.181,0.006
 Toto-2.0-1B,Toto-2.0-2.5B,0.548,0.405,0.69,0.009,-0.006,0.023
@@ -29,9 +46,9 @@ Toto-2.0-1B,Moirai-2.0,0.714,0.571,0.857,0.055,0.005,0.098
 Toto-2.0-1B,Toto-1.0,0.81,0.69,0.905,0.082,0.041,0.121
 Toto-2.0-1B,Chronos-Bolt,0.833,0.714,0.952,0.081,0.035,0.122
 Toto-2.0-1B,Toto-2.0-4m,0.881,0.786,0.953,0.092,0.059,0.126
-Toto-2.0-1B,Sundial-Base,0.905,0.81,0.976,0.169,0.089,0.24
 Toto-2.0-1B,Seasonal Naive,0.976,0.929,1.0,0.439,0.364,0.506
 TabPFN-TS-3,Chronos-2,0.452,0.31,0.595,-0.048,-0.099,0.004
+TabPFN-TS-3,TiRex-2,0.452,0.31,0.595,0.008,-0.05,0.061
 TabPFN-TS-3,Toto-2.0-1B,0.619,0.476,0.786,0.071,-0.006,0.153
 TabPFN-TS-3,TabPFN-TS-3,0.5,0.5,0.5,0.0,0.0,0.0
 TabPFN-TS-3,Toto-2.0-2.5B,0.571,0.452,0.715,0.079,0.004,0.159
@@ -45,9 +62,9 @@ TabPFN-TS-3,Moirai-2.0,0.667,0.524,0.81,0.122,0.048,0.198
 TabPFN-TS-3,Toto-1.0,0.738,0.595,0.857,0.147,0.074,0.225
 TabPFN-TS-3,Chronos-Bolt,0.714,0.571,0.857,0.146,0.081,0.218
 TabPFN-TS-3,Toto-2.0-4m,0.762,0.643,0.881,0.156,0.092,0.227
-TabPFN-TS-3,Sundial-Base,0.857,0.738,0.952,0.228,0.168,0.289
 TabPFN-TS-3,Seasonal Naive,0.976,0.929,1.0,0.478,0.417,0.537
 Toto-2.0-2.5B,Chronos-2,0.31,0.167,0.452,-0.138,-0.22,-0.077
+Toto-2.0-2.5B,TiRex-2,0.405,0.262,0.548,-0.077,-0.156,-0.011
 Toto-2.0-2.5B,Toto-2.0-1B,0.452,0.31,0.595,-0.009,-0.024,0.006
 Toto-2.0-2.5B,TabPFN-TS-3,0.429,0.285,0.548,-0.086,-0.189,-0.004
 Toto-2.0-2.5B,Toto-2.0-2.5B,0.5,0.5,0.5,0.0,0.0,0.0
@@ -61,9 +78,9 @@ Toto-2.0-2.5B,Moirai-2.0,0.69,0.548,0.833,0.047,-0.004,0.09
 Toto-2.0-2.5B,Toto-1.0,0.762,0.643,0.881,0.073,0.034,0.113
 Toto-2.0-2.5B,Chronos-Bolt,0.81,0.69,0.929,0.073,0.022,0.115
 Toto-2.0-2.5B,Toto-2.0-4m,0.786,0.667,0.905,0.084,0.053,0.117
-Toto-2.0-2.5B,Sundial-Base,0.881,0.762,0.976,0.162,0.076,0.231
 Toto-2.0-2.5B,Seasonal Naive,0.976,0.929,1.0,0.434,0.355,0.502
 Toto-2.0-313m,Chronos-2,0.262,0.142,0.405,-0.137,-0.221,-0.073
+Toto-2.0-313m,TiRex-2,0.429,0.286,0.571,-0.075,-0.155,-0.013
 Toto-2.0-313m,Toto-2.0-1B,0.429,0.286,0.595,-0.007,-0.026,0.008
 Toto-2.0-313m,TabPFN-TS-3,0.452,0.286,0.595,-0.084,-0.195,-0.002
 Toto-2.0-313m,Toto-2.0-2.5B,0.381,0.238,0.524,0.001,-0.016,0.02
@@ -77,9 +94,9 @@ Toto-2.0-313m,Moirai-2.0,0.714,0.571,0.833,0.048,-0.001,0.09
 Toto-2.0-313m,Toto-1.0,0.81,0.69,0.929,0.075,0.035,0.111
 Toto-2.0-313m,Chronos-Bolt,0.833,0.714,0.952,0.074,0.027,0.119
 Toto-2.0-313m,Toto-2.0-4m,0.929,0.833,1.0,0.085,0.055,0.115
-Toto-2.0-313m,Sundial-Base,0.905,0.81,0.976,0.163,0.08,0.236
 Toto-2.0-313m,Seasonal Naive,0.976,0.929,1.0,0.434,0.358,0.502
 TabPFN-TS,Chronos-2,0.262,0.143,0.405,-0.074,-0.141,-0.019
+TabPFN-TS,TiRex-2,0.524,0.381,0.667,-0.016,-0.082,0.041
 TabPFN-TS,Toto-2.0-1B,0.476,0.333,0.619,0.048,-0.036,0.129
 TabPFN-TS,TabPFN-TS-3,0.405,0.262,0.548,-0.024,-0.078,0.025
 TabPFN-TS,Toto-2.0-2.5B,0.5,0.357,0.643,0.057,-0.028,0.134
@@ -93,9 +110,9 @@ TabPFN-TS,Moirai-2.0,0.667,0.524,0.81,0.101,0.018,0.18
 TabPFN-TS,Toto-1.0,0.69,0.548,0.833,0.126,0.048,0.209
 TabPFN-TS,Chronos-Bolt,0.714,0.571,0.833,0.125,0.053,0.194
 TabPFN-TS,Toto-2.0-4m,0.81,0.69,0.929,0.136,0.055,0.212
-TabPFN-TS,Sundial-Base,0.857,0.738,0.952,0.21,0.119,0.284
 TabPFN-TS,Seasonal Naive,0.964,0.905,1.0,0.466,0.393,0.527
 TiRex,Chronos-2,0.19,0.071,0.31,-0.165,-0.248,-0.103
+TiRex,TiRex-2,0.405,0.262,0.548,-0.102,-0.182,-0.039
 TiRex,Toto-2.0-1B,0.381,0.238,0.524,-0.032,-0.071,0.005
 TiRex,TabPFN-TS-3,0.429,0.285,0.548,-0.111,-0.213,-0.033
 TiRex,Toto-2.0-2.5B,0.333,0.19,0.476,-0.023,-0.059,0.015
@@ -109,9 +126,9 @@ TiRex,Moirai-2.0,0.702,0.571,0.845,0.025,-0.0,0.049
 TiRex,Toto-1.0,0.726,0.595,0.857,0.052,0.023,0.085
 TiRex,Chronos-Bolt,0.798,0.679,0.905,0.051,0.019,0.086
 TiRex,Toto-2.0-4m,0.81,0.69,0.929,0.063,0.035,0.093
-TiRex,Sundial-Base,0.845,0.726,0.94,0.143,0.069,0.206
 TiRex,Seasonal Naive,0.976,0.929,1.0,0.421,0.35,0.487
 Toto-2.0-22m,Chronos-2,0.262,0.143,0.405,-0.171,-0.257,-0.106
+Toto-2.0-22m,TiRex-2,0.286,0.143,0.429,-0.108,-0.188,-0.046
 Toto-2.0-22m,Toto-2.0-1B,0.19,0.095,0.31,-0.038,-0.059,-0.017
 Toto-2.0-22m,TabPFN-TS-3,0.381,0.238,0.524,-0.117,-0.222,-0.034
 Toto-2.0-22m,Toto-2.0-2.5B,0.238,0.119,0.381,-0.029,-0.053,-0.004
@@ -125,9 +142,9 @@ Toto-2.0-22m,Moirai-2.0,0.595,0.452,0.738,0.02,-0.025,0.059
 Toto-2.0-22m,Toto-1.0,0.69,0.548,0.833,0.047,0.011,0.08
 Toto-2.0-22m,Chronos-Bolt,0.69,0.548,0.833,0.046,0.004,0.092
 Toto-2.0-22m,Toto-2.0-4m,0.833,0.714,0.929,0.058,0.032,0.084
-Toto-2.0-22m,Sundial-Base,0.81,0.69,0.929,0.138,0.056,0.213
 Toto-2.0-22m,Seasonal Naive,0.976,0.929,1.0,0.417,0.343,0.485
 TimesFM-2.5,Chronos-2,0.167,0.071,0.286,-0.179,-0.271,-0.109
+TimesFM-2.5,TiRex-2,0.286,0.143,0.405,-0.115,-0.204,-0.047
 TimesFM-2.5,Toto-2.0-1B,0.286,0.166,0.429,-0.045,-0.096,0.008
 TimesFM-2.5,TabPFN-TS-3,0.429,0.286,0.571,-0.125,-0.231,-0.044
 TimesFM-2.5,Toto-2.0-2.5B,0.381,0.238,0.524,-0.036,-0.086,0.019
@@ -141,9 +158,9 @@ TimesFM-2.5,Moirai-2.0,0.583,0.44,0.726,0.013,-0.025,0.047
 TimesFM-2.5,Toto-1.0,0.607,0.476,0.738,0.04,-0.006,0.084
 TimesFM-2.5,Chronos-Bolt,0.655,0.524,0.774,0.039,0.011,0.067
 TimesFM-2.5,Toto-2.0-4m,0.619,0.476,0.762,0.051,0.012,0.096
-TimesFM-2.5,Sundial-Base,0.821,0.702,0.929,0.132,0.066,0.194
 TimesFM-2.5,Seasonal Naive,1.0,1.0,1.0,0.413,0.346,0.477
 FlowState,Chronos-2,0.143,0.048,0.238,-0.193,-0.281,-0.118
+FlowState,TiRex-2,0.262,0.143,0.405,-0.129,-0.224,-0.053
 FlowState,Toto-2.0-1B,0.357,0.214,0.501,-0.058,-0.118,0.004
 FlowState,TabPFN-TS-3,0.286,0.143,0.405,-0.138,-0.238,-0.055
 FlowState,Toto-2.0-2.5B,0.357,0.238,0.524,-0.048,-0.107,0.016
@@ -157,9 +174,9 @@ FlowState,Moirai-2.0,0.512,0.381,0.643,0.001,-0.044,0.042
 FlowState,Toto-1.0,0.631,0.488,0.762,0.029,-0.03,0.084
 FlowState,Chronos-Bolt,0.607,0.476,0.738,0.028,-0.015,0.071
 FlowState,Toto-2.0-4m,0.714,0.595,0.857,0.04,-0.017,0.097
-FlowState,Sundial-Base,0.798,0.679,0.905,0.122,0.055,0.174
 FlowState,Seasonal Naive,0.976,0.929,1.0,0.406,0.347,0.463
 Moirai-2.0,Chronos-2,0.167,0.071,0.286,-0.194,-0.277,-0.125
+Moirai-2.0,TiRex-2,0.19,0.071,0.31,-0.13,-0.217,-0.055
 Moirai-2.0,Toto-2.0-1B,0.286,0.143,0.429,-0.059,-0.108,-0.005
 Moirai-2.0,TabPFN-TS-3,0.333,0.19,0.476,-0.139,-0.247,-0.051
 Moirai-2.0,Toto-2.0-2.5B,0.31,0.167,0.452,-0.049,-0.098,0.004
@@ -173,9 +190,9 @@ Moirai-2.0,Moirai-2.0,0.5,0.5,0.5,0.0,0.0,0.0
 Moirai-2.0,Toto-1.0,0.583,0.452,0.726,0.028,-0.001,0.057
 Moirai-2.0,Chronos-Bolt,0.56,0.429,0.691,0.027,-0.006,0.066
 Moirai-2.0,Toto-2.0-4m,0.595,0.452,0.738,0.039,0.003,0.076
-Moirai-2.0,Sundial-Base,0.845,0.738,0.94,0.121,0.049,0.187
 Moirai-2.0,Seasonal Naive,0.952,0.881,1.0,0.406,0.337,0.469
 Toto-1.0,Chronos-2,0.167,0.071,0.286,-0.229,-0.323,-0.155
+Toto-1.0,TiRex-2,0.214,0.095,0.333,-0.162,-0.256,-0.086
 Toto-1.0,Toto-2.0-1B,0.19,0.095,0.31,-0.089,-0.138,-0.043
 Toto-1.0,TabPFN-TS-3,0.262,0.143,0.405,-0.172,-0.291,-0.08
 Toto-1.0,Toto-2.0-2.5B,0.238,0.119,0.357,-0.079,-0.127,-0.035
@@ -189,9 +206,9 @@ Toto-1.0,Moirai-2.0,0.417,0.274,0.548,-0.029,-0.061,0.001
 Toto-1.0,Toto-1.0,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-1.0,Chronos-Bolt,0.44,0.298,0.583,-0.001,-0.048,0.043
 Toto-1.0,Toto-2.0-4m,0.619,0.476,0.762,0.011,-0.018,0.036
-Toto-1.0,Sundial-Base,0.679,0.536,0.81,0.096,0.01,0.174
 Toto-1.0,Seasonal Naive,0.976,0.929,1.0,0.389,0.314,0.457
 Chronos-Bolt,Chronos-2,0.048,0.0,0.119,-0.227,-0.314,-0.156
+Chronos-Bolt,TiRex-2,0.167,0.048,0.286,-0.161,-0.251,-0.088
 Chronos-Bolt,Toto-2.0-1B,0.167,0.048,0.286,-0.088,-0.14,-0.036
 Chronos-Bolt,TabPFN-TS-3,0.286,0.143,0.429,-0.171,-0.278,-0.088
 Chronos-Bolt,Toto-2.0-2.5B,0.19,0.071,0.31,-0.078,-0.13,-0.022
@@ -205,9 +222,9 @@ Chronos-Bolt,Moirai-2.0,0.44,0.309,0.571,-0.028,-0.071,0.006
 Chronos-Bolt,Toto-1.0,0.56,0.417,0.702,0.001,-0.045,0.046
 Chronos-Bolt,Chronos-Bolt,0.5,0.5,0.5,0.0,0.0,0.0
 Chronos-Bolt,Toto-2.0-4m,0.595,0.452,0.738,0.012,-0.033,0.059
-Chronos-Bolt,Sundial-Base,0.798,0.679,0.905,0.097,0.025,0.157
 Chronos-Bolt,Seasonal Naive,0.976,0.905,1.0,0.389,0.321,0.451
 Toto-2.0-4m,Chronos-2,0.095,0.024,0.19,-0.243,-0.331,-0.172
+Toto-2.0-4m,TiRex-2,0.143,0.048,0.238,-0.175,-0.26,-0.111
 Toto-2.0-4m,Toto-2.0-1B,0.119,0.047,0.214,-0.101,-0.144,-0.063
 Toto-2.0-4m,TabPFN-TS-3,0.238,0.119,0.357,-0.185,-0.293,-0.101
 Toto-2.0-4m,Toto-2.0-2.5B,0.214,0.095,0.333,-0.092,-0.133,-0.056
@@ -221,25 +238,9 @@ Toto-2.0-4m,Moirai-2.0,0.405,0.262,0.548,-0.04,-0.082,-0.003
 Toto-2.0-4m,Toto-1.0,0.381,0.238,0.524,-0.012,-0.038,0.018
 Toto-2.0-4m,Chronos-Bolt,0.405,0.262,0.548,-0.012,-0.063,0.032
 Toto-2.0-4m,Toto-2.0-4m,0.5,0.5,0.5,0.0,0.0,0.0
-Toto-2.0-4m,Sundial-Base,0.738,0.595,0.857,0.085,-0.002,0.163
 Toto-2.0-4m,Seasonal Naive,0.976,0.929,1.0,0.382,0.303,0.452
-Sundial-Base,Chronos-2,0.048,0.0,0.119,-0.359,-0.463,-0.261
-Sundial-Base,Toto-2.0-1B,0.095,0.024,0.19,-0.204,-0.315,-0.098
-Sundial-Base,TabPFN-TS-3,0.143,0.048,0.262,-0.296,-0.407,-0.202
-Sundial-Base,Toto-2.0-2.5B,0.119,0.024,0.238,-0.193,-0.3,-0.083
-Sundial-Base,Toto-2.0-313m,0.095,0.024,0.19,-0.195,-0.309,-0.087
-Sundial-Base,TabPFN-TS,0.143,0.048,0.262,-0.265,-0.397,-0.135
-Sundial-Base,TiRex,0.155,0.06,0.274,-0.166,-0.259,-0.074
-Sundial-Base,Toto-2.0-22m,0.19,0.071,0.31,-0.16,-0.271,-0.06
-Sundial-Base,TimesFM-2.5,0.179,0.071,0.298,-0.152,-0.24,-0.071
-Sundial-Base,FlowState,0.202,0.095,0.321,-0.139,-0.211,-0.059
-Sundial-Base,Moirai-2.0,0.155,0.06,0.262,-0.137,-0.23,-0.051
-Sundial-Base,Toto-1.0,0.321,0.19,0.464,-0.106,-0.21,-0.01
-Sundial-Base,Chronos-Bolt,0.202,0.095,0.321,-0.107,-0.186,-0.025
-Sundial-Base,Toto-2.0-4m,0.262,0.143,0.405,-0.093,-0.194,0.002
-Sundial-Base,Sundial-Base,0.5,0.5,0.5,0.0,0.0,0.0
-Sundial-Base,Seasonal Naive,0.929,0.833,1.0,0.324,0.255,0.393
 Seasonal Naive,Chronos-2,0.024,0.0,0.071,-1.01,-1.263,-0.779
+Seasonal Naive,TiRex-2,0.024,0.0,0.071,-0.901,-1.139,-0.71
 Seasonal Naive,Toto-2.0-1B,0.024,0.0,0.071,-0.781,-1.023,-0.572
 Seasonal Naive,TabPFN-TS-3,0.024,0.0,0.071,-0.917,-1.16,-0.715
 Seasonal Naive,Toto-2.0-2.5B,0.024,0.0,0.071,-0.766,-1.007,-0.55
@@ -253,5 +254,4 @@ Seasonal Naive,Moirai-2.0,0.048,0.0,0.119,-0.683,-0.882,-0.507
 Seasonal Naive,Toto-1.0,0.024,0.0,0.071,-0.636,-0.842,-0.458
 Seasonal Naive,Chronos-Bolt,0.024,0.0,0.095,-0.638,-0.823,-0.473
 Seasonal Naive,Toto-2.0-4m,0.024,0.0,0.071,-0.618,-0.825,-0.434
-Seasonal Naive,Sundial-Base,0.071,0.0,0.167,-0.48,-0.647,-0.343
 Seasonal Naive,Seasonal Naive,0.5,0.5,0.5,0.0,0.0,0.0
diff --git a/tables/task_type_multivariate/leaderboard_MASE.csv b/tables/task_type_multivariate/leaderboard_MASE.csv
index f7784c396efee9f71b217490e113155ea5b55def..c6bc1f611b3208a89cde98494c176d91b9f78e87 100644
--- a/tables/task_type_multivariate/leaderboard_MASE.csv
+++ b/tables/task_type_multivariate/leaderboard_MASE.csv
@@ -1,28 +1,29 @@
 model_name,win_rate,skill_score,median_training_time_s_per100,median_inference_time_s_per100,training_corpus_overlap,num_failures
-Toto-2.0-2.5B,84.61538461538463,42.37962809390597,0.0,5.4132902212121214,0.0,0.0
-Toto-2.0-313m,83.40659340659342,42.20523827207805,0.0,1.0077612054761904,0.0,0.0
-Toto-2.0-1B,82.63736263736264,42.006798813920796,0.0,2.558476265800866,0.0,0.0
-Toto-2.0-22m,78.35164835164835,41.19031821593736,0.0,0.23064212619047622,0.0,0.0
-Chronos-2,72.52747252747253,40.47703024635902,0.0,1.1849748603,0.0,0.0
-Toto-1.0,72.52747252747253,39.81314672865939,0.0,44.222308597403845,0.05714285714285714,0.0
-TiRex,72.19780219780218,38.70507938155933,0.0,0.32911286958333336,0.0,0.0
-Toto-2.0-4m,71.53846153846153,39.82701860526772,0.0,0.19324943976190476,0.0,0.0
-TimesFM-2.5,66.8131868131868,38.48001468455288,0.0,5.895658940000001,0.05714285714285714,0.0
-FlowState,59.56043956043957,35.39038084875803,0.0,4.2874189791,0.05714285714285714,0.0
-Moirai-2.0,58.73626373626373,36.61629177551803,0.0,0.431608325,0.3142857142857143,0.0
-Chronos-Bolt,56.31868131868131,35.002811549465626,0.0,0.41097235624999995,0.0,0.0
-TabPFN-TS-3,50.0,34.03615459868672,0.0,296.51637025115633,0.0,0.0
-Sundial-Base,48.68131868131867,32.62962647463809,0.0,8.009474041714286,0.0,0.0
-TabPFN-TS,47.03296703296703,34.56355030672918,0.0,272.2124274120408,0.0,0.0
-CatBoost,41.208791208791204,30.421636182713975,85.04530864050001,0.5953758560714286,0.0,0.0
-Stat. Ensemble,40.43956043956044,25.799072425986303,0.0,191.30953815208332,0.0,2.857142857142857
-LightGBM,39.23076923076923,27.664714643052324,5.0175009462,0.4638569017857143,0.0,0.0
-PatchTST,35.16483516483516,26.58823462824348,1166.9339861665383,0.8156210857142857,0.0,0.0
-TFT,32.08791208791209,24.074542520238907,1175.3819149861429,1.1615856007142857,0.0,0.0
-AutoTheta,29.230769230769226,20.18219419387095,0.0,3.600769502857143,0.0,0.0
-AutoETS,28.846153846153843,14.94665084779918,0.0,3.970462877558334,0.0,2.857142857142857
-DeepAR,26.26373626373626,20.17693379420851,1929.7692648929808,1.66941923475,0.0,0.0
-AutoARIMA,25.274725274725274,18.076754194913157,0.0,18.755229074642855,0.0,2.857142857142857
-Naive,19.17582417582417,8.938030239814665,0.0,0.9265094010869566,0.0,0.0
-Drift,17.58241758241758,10.236281397576896,0.0,0.9685240114285714,0.0,0.0
-Seasonal Naive,10.549450549450547,0.0,0.0,0.9125925713043479,0.0,0.0
+Toto-2.0-2.5B,83.80952380952381,42.37962809390597,0.0,5.4132902212121214,0.0,0.0
+Toto-2.0-313m,82.64550264550265,42.20523827207805,0.0,1.0077612054761904,0.0,0.0
+Toto-2.0-1B,81.9047619047619,42.006798813920796,0.0,2.558476265800866,0.0,0.0
+Toto-2.0-22m,77.77777777777777,41.19031821593736,0.0,0.23064212619047622,0.0,0.0
+TiRex-2,77.35449735449735,40.805224762539694,0.0,0.26017567325782565,0.0,0.0
+Chronos-2,71.64021164021163,40.47703024635902,0.0,1.1849748603,0.0,0.0
+Toto-1.0,71.64021164021163,39.81314672865939,0.0,44.222308597403845,0.05714285714285714,0.0
+Toto-2.0-4m,70.68783068783068,39.82701860526772,0.0,0.19324943976190476,0.0,0.0
+TiRex,70.37037037037037,38.70507938155933,0.0,0.32911286958333336,0.0,0.0
+TimesFM-2.5,65.39682539682539,38.48001468455288,0.0,5.895658940000001,0.05714285714285714,0.0
+FlowState,58.41269841269842,35.39038084875803,0.0,4.2874189791,0.05714285714285714,0.0
+Moirai-2.0,57.30158730158729,36.61629177551803,0.0,0.431608325,0.3142857142857143,0.0
+Chronos-Bolt,54.97354497354496,35.002811549465626,0.0,0.41097235624999995,0.0,0.0
+TabPFN-TS-3,48.57142857142856,34.03615459868672,0.0,296.51637025115633,0.0,0.0
+Sundial-Base,47.19576719576718,32.62962647463809,0.0,8.009474041714286,0.0,0.0
+TabPFN-TS,45.71428571428571,34.56355030672918,0.0,272.2124274120408,0.0,0.0
+CatBoost,40.1058201058201,30.421636182713975,85.04530864050001,0.5953758560714286,0.0,0.0
+Stat. Ensemble,39.25925925925925,25.799072425986303,0.0,191.30953815208332,0.0,2.857142857142857
+LightGBM,38.201058201058196,27.664714643052324,5.0175009462,0.4638569017857143,0.0,0.0
+PatchTST,33.96825396825396,26.58823462824348,1166.9339861665383,0.8156210857142857,0.0,0.0
+TFT,31.216931216931215,24.074542520238907,1175.3819149861429,1.1615856007142857,0.0,0.0
+AutoTheta,28.148148148148145,20.18219419387095,0.0,3.600769502857143,0.0,0.0
+AutoETS,28.095238095238095,14.94665084779918,0.0,3.970462877558334,0.0,2.857142857142857
+DeepAR,25.39682539682539,20.17693379420851,1929.7692648929808,1.66941923475,0.0,0.0
+AutoARIMA,24.33862433862434,18.076754194913157,0.0,18.755229074642855,0.0,2.857142857142857
+Naive,18.677248677248674,8.938030239814665,0.0,0.9265094010869566,0.0,0.0
+Drift,16.93121693121693,10.236281397576896,0.0,0.9685240114285714,0.0,0.0
+Seasonal Naive,10.26455026455026,0.0,0.0,0.9125925713043479,0.0,0.0
diff --git a/tables/task_type_multivariate/leaderboard_SQL.csv b/tables/task_type_multivariate/leaderboard_SQL.csv
index 0ba4cfeda796bc597e594b210a7dbb36bc8e19c7..7e5bfc03f17f8d3bec403b54e73c735fb2bddc8b 100644
--- a/tables/task_type_multivariate/leaderboard_SQL.csv
+++ b/tables/task_type_multivariate/leaderboard_SQL.csv
@@ -1,28 +1,29 @@
 model_name,win_rate,skill_score,median_training_time_s_per100,median_inference_time_s_per100,training_corpus_overlap,num_failures
-Toto-2.0-2.5B,87.69230769230771,56.24594683677972,0.0,5.4132902212121214,0.0,0.0
-Toto-2.0-313m,85.16483516483517,56.153039055320534,0.0,1.0077612054761904,0.0,0.0
-Toto-2.0-1B,84.72527472527473,56.008529924072505,0.0,2.558476265800866,0.0,0.0
-Toto-2.0-22m,79.78021978021978,55.1331402332338,0.0,0.23064212619047622,0.0,0.0
-Chronos-2,78.24175824175825,54.956049957217616,0.0,1.1849748603,0.0,0.0
-Toto-1.0,75.7142857142857,54.15563623568822,0.0,44.222308597403845,0.05714285714285714,0.0
-TiRex,74.50549450549448,53.071981977564405,0.0,0.32911286958333336,0.0,0.0
-Toto-2.0-4m,73.73626373626372,53.962013710251625,0.0,0.19324943976190476,0.0,0.0
-TimesFM-2.5,69.89010989010987,52.79391261932832,0.0,5.895658940000001,0.05714285714285714,0.0
-FlowState,61.3186813186813,50.37345891984082,0.0,4.2874189791,0.05714285714285714,0.0
-Moirai-2.0,61.26373626373625,50.95532629740666,0.0,0.431608325,0.3142857142857143,0.0
-Chronos-Bolt,56.97802197802198,49.44557468666984,0.0,0.41097235624999995,0.0,0.0
-TabPFN-TS-3,56.263736263736256,49.813403234908485,0.0,296.51637025115633,0.0,0.0
-TabPFN-TS,50.439560439560424,48.15956039754633,0.0,272.2124274120408,0.0,0.0
-Sundial-Base,42.30769230769231,45.65760722577821,0.0,8.009474041714286,0.0,0.0
-PatchTST,39.67032967032967,43.12812641312074,1166.9339861665383,0.8156210857142857,0.0,0.0
-TFT,36.7032967032967,40.55122516723462,1175.3819149861429,1.1615856007142857,0.0,0.0
-Stat. Ensemble,35.16483516483516,28.823634833572388,0.0,191.30953815208332,0.0,2.857142857142857
-DeepAR,32.08791208791209,37.56325937155223,1929.7692648929808,1.66941923475,0.0,0.0
-AutoETS,28.846153846153843,-13.587078390469642,0.0,3.970462877558334,0.0,2.857142857142857
-LightGBM,28.13186813186813,33.00191912776389,5.0175009462,0.4638569017857143,0.0,0.0
-AutoARIMA,27.8021978021978,29.200998362644015,0.0,18.755229074642855,0.0,2.857142857142857
-CatBoost,27.8021978021978,35.55542329051369,85.04530864050001,0.5953758560714286,0.0,0.0
-AutoTheta,20.439560439560438,14.938651834571226,0.0,3.600769502857143,0.0,0.0
-Seasonal Naive,12.197802197802197,0.0,0.0,0.9125925713043479,0.0,0.0
-Naive,11.703296703296703,-24.141881005489306,0.0,0.9265094010869566,0.0,0.0
-Drift,11.428571428571429,-21.43004900644645,0.0,0.9685240114285714,0.0,0.0
+Toto-2.0-2.5B,86.8783068783069,56.24594683677972,0.0,5.4132902212121214,0.0,0.0
+Toto-2.0-313m,84.33862433862434,56.153039055320534,0.0,1.0077612054761904,0.0,0.0
+Toto-2.0-1B,83.80952380952381,56.008529924072505,0.0,2.558476265800866,0.0,0.0
+TiRex-2,80.0,54.6012530865724,0.0,0.26017567325782565,0.0,0.0
+Toto-2.0-22m,79.25925925925925,55.1331402332338,0.0,0.23064212619047622,0.0,0.0
+Chronos-2,77.03703703703702,54.956049957217616,0.0,1.1849748603,0.0,0.0
+Toto-1.0,74.8148148148148,54.15563623568822,0.0,44.222308597403845,0.05714285714285714,0.0
+Toto-2.0-4m,72.6984126984127,53.962013710251625,0.0,0.19324943976190476,0.0,0.0
+TiRex,72.59259259259258,53.071981977564405,0.0,0.32911286958333336,0.0,0.0
+TimesFM-2.5,68.35978835978834,52.79391261932832,0.0,5.895658940000001,0.05714285714285714,0.0
+FlowState,59.68253968253967,50.37345891984082,0.0,4.2874189791,0.05714285714285714,0.0
+Moirai-2.0,59.52380952380951,50.95532629740666,0.0,0.431608325,0.3142857142857143,0.0
+Chronos-Bolt,55.39682539682539,49.44557468666984,0.0,0.41097235624999995,0.0,0.0
+TabPFN-TS-3,54.497354497354486,49.813403234908485,0.0,296.51637025115633,0.0,0.0
+TabPFN-TS,48.88888888888888,48.15956039754633,0.0,272.2124274120408,0.0,0.0
+Sundial-Base,40.95238095238095,45.65760722577821,0.0,8.009474041714286,0.0,0.0
+PatchTST,38.3068783068783,43.12812641312074,1166.9339861665383,0.8156210857142857,0.0,0.0
+TFT,35.66137566137566,40.55122516723462,1175.3819149861429,1.1615856007142857,0.0,0.0
+Stat. Ensemble,33.96825396825396,28.823634833572388,0.0,191.30953815208332,0.0,2.857142857142857
+DeepAR,31.005291005291003,37.56325937155223,1929.7692648929808,1.66941923475,0.0,0.0
+AutoETS,27.883597883597883,-13.587078390469642,0.0,3.970462877558334,0.0,2.857142857142857
+LightGBM,27.19576719576719,33.00191912776389,5.0175009462,0.4638569017857143,0.0,0.0
+AutoARIMA,26.77248677248677,29.200998362644015,0.0,18.755229074642855,0.0,2.857142857142857
+CatBoost,26.77248677248677,35.55542329051369,85.04530864050001,0.5953758560714286,0.0,0.0
+AutoTheta,19.68253968253968,14.938651834571226,0.0,3.600769502857143,0.0,0.0
+Seasonal Naive,11.746031746031743,0.0,0.0,0.9125925713043479,0.0,0.0
+Naive,11.269841269841269,-24.141881005489306,0.0,0.9265094010869566,0.0,0.0
+Drift,11.005291005291005,-21.43004900644645,0.0,0.9685240114285714,0.0,0.0
diff --git a/tables/task_type_multivariate/leaderboard_WAPE.csv b/tables/task_type_multivariate/leaderboard_WAPE.csv
index bb0c8355ba7212f962e28a8eae4c30dd2b64f88b..024a04531318b69cc58d2927975986a8a5b9cabd 100644
--- a/tables/task_type_multivariate/leaderboard_WAPE.csv
+++ b/tables/task_type_multivariate/leaderboard_WAPE.csv
@@ -1,28 +1,29 @@
 model_name,win_rate,skill_score,median_training_time_s_per100,median_inference_time_s_per100,training_corpus_overlap,num_failures
-Toto-2.0-1B,85.16483516483517,45.64380153509545,0.0,2.558476265800866,0.0,0.0
-Toto-2.0-2.5B,84.94505494505495,46.07175559172698,0.0,5.4132902212121214,0.0,0.0
-Toto-2.0-313m,84.50549450549451,45.49656398580171,0.0,1.0077612054761904,0.0,0.0
-Toto-2.0-22m,79.34065934065934,43.976482848629104,0.0,0.23064212619047622,0.0,0.0
-Toto-1.0,73.5164835164835,42.766138549210844,0.0,44.222308597403845,0.05714285714285714,0.0
-Chronos-2,70.54945054945054,44.34184922951903,0.0,1.1849748603,0.0,0.0
-Toto-2.0-4m,69.56043956043956,42.28603186556402,0.0,0.19324943976190476,0.0,0.0
-TiRex,68.68131868131867,41.644068882649776,0.0,0.32911286958333336,0.0,0.0
-TimesFM-2.5,66.8131868131868,42.06152219112852,0.0,5.895658940000001,0.05714285714285714,0.0
-Moirai-2.0,61.04395604395604,40.61852164348273,0.0,0.431608325,0.3142857142857143,0.0
-FlowState,56.92307692307691,39.58186553887033,0.0,4.2874189791,0.05714285714285714,0.0
-Chronos-Bolt,55.87912087912088,37.95787313736294,0.0,0.41097235624999995,0.0,0.0
-TabPFN-TS-3,52.96703296703296,40.353645428709726,0.0,296.51637025115633,0.0,0.0
-TabPFN-TS,50.0,38.547278765276026,0.0,272.2124274120408,0.0,0.0
-Sundial-Base,42.19780219780219,34.35604853400894,0.0,8.009474041714286,0.0,0.0
-PatchTST,40.43956043956044,32.22451376950516,1166.9339861665383,0.8156210857142857,0.0,0.0
-Stat. Ensemble,39.34065934065934,26.656189157155087,0.0,191.30953815208332,0.0,2.857142857142857
-CatBoost,36.153846153846146,30.3363690234262,85.04530864050001,0.5953758560714286,0.0,0.0
-LightGBM,34.94505494505494,24.144419239287817,5.0175009462,0.4638569017857143,0.0,0.0
-TFT,33.51648351648351,25.518118709758486,1175.3819149861429,1.1615856007142857,0.0,0.0
-DeepAR,30.43956043956043,24.540387510587635,1929.7692648929808,1.66941923475,0.0,0.0
-AutoETS,29.61538461538461,17.598567846659442,0.0,3.970462877558334,0.0,2.857142857142857
-AutoTheta,27.47252747252747,21.013255167194846,0.0,3.600769502857143,0.0,0.0
-Naive,22.58241758241758,13.99112565126096,0.0,0.9265094010869566,0.0,0.0
-AutoARIMA,22.527472527472526,16.45553689708581,0.0,18.755229074642855,0.0,2.857142857142857
-Drift,19.010989010989007,10.971858113653743,0.0,0.9685240114285714,0.0,0.0
-Seasonal Naive,11.868131868131865,0.0,0.0,0.9125925713043479,0.0,0.0
+Toto-2.0-1B,84.76190476190476,45.64380153509545,0.0,2.558476265800866,0.0,0.0
+Toto-2.0-2.5B,84.65608465608467,46.07175559172698,0.0,5.4132902212121214,0.0,0.0
+Toto-2.0-313m,84.02116402116403,45.49656398580171,0.0,1.0077612054761904,0.0,0.0
+Toto-2.0-22m,79.15343915343917,43.976482848629104,0.0,0.23064212619047622,0.0,0.0
+Toto-1.0,73.43915343915343,42.766138549210844,0.0,44.222308597403845,0.05714285714285714,0.0
+TiRex-2,70.47619047619045,42.04767479559661,0.0,0.26017567325782565,0.0,0.0
+Chronos-2,70.15873015873017,44.34184922951903,0.0,1.1849748603,0.0,0.0
+Toto-2.0-4m,69.31216931216932,42.28603186556402,0.0,0.19324943976190476,0.0,0.0
+TiRex,67.51322751322749,41.644068882649776,0.0,0.32911286958333336,0.0,0.0
+TimesFM-2.5,65.7142857142857,42.06152219112852,0.0,5.895658940000001,0.05714285714285714,0.0
+Moirai-2.0,59.62962962962962,40.61852164348273,0.0,0.431608325,0.3142857142857143,0.0
+FlowState,55.873015873015866,39.58186553887033,0.0,4.2874189791,0.05714285714285714,0.0
+Chronos-Bolt,54.44444444444444,37.95787313736294,0.0,0.41097235624999995,0.0,0.0
+TabPFN-TS-3,51.534391534391524,40.353645428709726,0.0,296.51637025115633,0.0,0.0
+TabPFN-TS,48.67724867724868,38.547278765276026,0.0,272.2124274120408,0.0,0.0
+Sundial-Base,40.84656084656085,34.35604853400894,0.0,8.009474041714286,0.0,0.0
+PatchTST,39.25925925925925,32.22451376950516,1166.9339861665383,0.8156210857142857,0.0,0.0
+Stat. Ensemble,38.41269841269841,26.656189157155087,0.0,191.30953815208332,0.0,2.857142857142857
+CatBoost,35.34391534391534,30.3363690234262,85.04530864050001,0.5953758560714286,0.0,0.0
+LightGBM,34.17989417989417,24.144419239287817,5.0175009462,0.4638569017857143,0.0,0.0
+TFT,32.80423280423279,25.518118709758486,1175.3819149861429,1.1615856007142857,0.0,0.0
+DeepAR,29.629629629629623,24.540387510587635,1929.7692648929808,1.66941923475,0.0,0.0
+AutoETS,29.15343915343915,17.598567846659442,0.0,3.970462877558334,0.0,2.857142857142857
+AutoTheta,26.77248677248677,21.013255167194846,0.0,3.600769502857143,0.0,0.0
+Naive,22.169312169312168,13.99112565126096,0.0,0.9265094010869566,0.0,0.0
+AutoARIMA,21.9047619047619,16.45553689708581,0.0,18.755229074642855,0.0,2.857142857142857
+Drift,18.518518518518512,10.971858113653743,0.0,0.9685240114285714,0.0,0.0
+Seasonal Naive,11.640211640211637,0.0,0.0,0.9125925713043479,0.0,0.0
diff --git a/tables/task_type_multivariate/leaderboard_WQL.csv b/tables/task_type_multivariate/leaderboard_WQL.csv
index d520d0e753b935113a38033651134b07e9863944..437bc537d002f8522b061063c6d480d9627a8d66 100644
--- a/tables/task_type_multivariate/leaderboard_WQL.csv
+++ b/tables/task_type_multivariate/leaderboard_WQL.csv
@@ -1,28 +1,29 @@
 model_name,win_rate,skill_score,median_training_time_s_per100,median_inference_time_s_per100,training_corpus_overlap,num_failures
-Toto-2.0-2.5B,86.92307692307692,61.12488612662447,0.0,5.4132902212121214,0.0,0.0
-Toto-2.0-1B,86.48351648351648,60.99353902913318,0.0,2.558476265800866,0.0,0.0
-Toto-2.0-313m,86.26373626373626,60.918796028667344,0.0,1.0077612054761904,0.0,0.0
-Toto-2.0-22m,81.53846153846153,59.957413683613666,0.0,0.23064212619047622,0.0,0.0
-Toto-1.0,76.5934065934066,58.85524417940593,0.0,44.222308597403845,0.05714285714285714,0.0
-Chronos-2,74.83516483516482,59.9945361042916,0.0,1.1849748603,0.0,0.0
-Toto-2.0-4m,72.96703296703296,58.32177026876002,0.0,0.19324943976190476,0.0,0.0
-TiRex,71.53846153846153,57.57875059562707,0.0,0.32911286958333336,0.0,0.0
-TimesFM-2.5,70.76923076923075,58.140880584922364,0.0,5.895658940000001,0.05714285714285714,0.0
-Moirai-2.0,64.67032967032966,56.60363357702494,0.0,0.431608325,0.3142857142857143,0.0
-FlowState,63.4065934065934,56.46151176362224,0.0,4.2874189791,0.05714285714285714,0.0
-TabPFN-TS-3,60.54945054945055,57.33556321837573,0.0,296.51637025115633,0.0,0.0
-Chronos-Bolt,57.1978021978022,54.39269754289919,0.0,0.41097235624999995,0.0,0.0
-TabPFN-TS,50.32967032967033,53.38177631854182,0.0,272.2124274120408,0.0,0.0
-PatchTST,44.06593406593406,50.110970512146395,1166.9339861665383,0.8156210857142857,0.0,0.0
-Sundial-Base,41.64835164835165,50.12690699864979,0.0,8.009474041714286,0.0,0.0
-TFT,35.27472527472527,43.04581202805166,1175.3819149861429,1.1615856007142857,0.0,0.0
-DeepAR,34.83516483516483,43.43420693962238,1929.7692648929808,1.66941923475,0.0,0.0
-Stat. Ensemble,31.0989010989011,26.514107240222685,0.0,191.30953815208332,0.0,2.857142857142857
-CatBoost,28.241758241758237,38.8350615663292,85.04530864050001,0.5953758560714286,0.0,0.0
-LightGBM,26.483516483516485,33.398505642559904,5.0175009462,0.4638569017857143,0.0,0.0
-AutoARIMA,25.4945054945055,30.90771158984613,0.0,18.755229074642855,0.0,2.857142857142857
-AutoETS,24.89010989010989,-16.00702788254289,0.0,3.970462877558334,0.0,2.857142857142857
-AutoTheta,17.91208791208791,10.999807424594232,0.0,3.600769502857143,0.0,0.0
-Naive,13.02197802197802,-25.39025550566012,0.0,0.9265094010869566,0.0,0.0
-Seasonal Naive,12.747252747252746,0.0,0.0,0.9125925713043479,0.0,0.0
-Drift,10.219780219780219,-26.642604521337976,0.0,0.9685240114285714,0.0,0.0
+Toto-2.0-2.5B,86.66666666666669,61.12488612662447,0.0,5.4132902212121214,0.0,0.0
+Toto-2.0-1B,86.03174603174602,60.99353902913318,0.0,2.558476265800866,0.0,0.0
+Toto-2.0-313m,85.82010582010582,60.918796028667344,0.0,1.0077612054761904,0.0,0.0
+Toto-2.0-22m,81.16402116402115,59.957413683613666,0.0,0.23064212619047622,0.0,0.0
+Toto-1.0,76.08465608465609,58.85524417940593,0.0,44.222308597403845,0.05714285714285714,0.0
+Chronos-2,74.17989417989416,59.9945361042916,0.0,1.1849748603,0.0,0.0
+TiRex-2,73.75661375661375,58.018097250967585,0.0,0.26017567325782565,0.0,0.0
+Toto-2.0-4m,72.27513227513226,58.32177026876002,0.0,0.19324943976190476,0.0,0.0
+TiRex,70.26455026455025,57.57875059562707,0.0,0.32911286958333336,0.0,0.0
+TimesFM-2.5,69.5238095238095,58.140880584922364,0.0,5.895658940000001,0.05714285714285714,0.0
+Moirai-2.0,62.910052910052904,56.60363357702494,0.0,0.431608325,0.3142857142857143,0.0
+FlowState,62.010582010582006,56.46151176362224,0.0,4.2874189791,0.05714285714285714,0.0
+TabPFN-TS-3,59.153439153439145,57.33556321837573,0.0,296.51637025115633,0.0,0.0
+Chronos-Bolt,55.60846560846561,54.39269754289919,0.0,0.41097235624999995,0.0,0.0
+TabPFN-TS,48.99470899470899,53.38177631854182,0.0,272.2124274120408,0.0,0.0
+PatchTST,42.751322751322746,50.110970512146395,1166.9339861665383,0.8156210857142857,0.0,0.0
+Sundial-Base,40.317460317460316,50.12690699864979,0.0,8.009474041714286,0.0,0.0
+TFT,34.28571428571428,43.04581202805166,1175.3819149861429,1.1615856007142857,0.0,0.0
+DeepAR,33.75661375661376,43.43420693962238,1929.7692648929808,1.66941923475,0.0,0.0
+Stat. Ensemble,30.158730158730158,26.514107240222685,0.0,191.30953815208332,0.0,2.857142857142857
+CatBoost,27.4074074074074,38.8350615663292,85.04530864050001,0.5953758560714286,0.0,0.0
+LightGBM,25.820105820105816,33.398505642559904,5.0175009462,0.4638569017857143,0.0,0.0
+AutoARIMA,24.550264550264547,30.90771158984613,0.0,18.755229074642855,0.0,2.857142857142857
+AutoETS,24.179894179894177,-16.00702788254289,0.0,3.970462877558334,0.0,2.857142857142857
+AutoTheta,17.354497354497354,10.999807424594232,0.0,3.600769502857143,0.0,0.0
+Naive,12.645502645502644,-25.39025550566012,0.0,0.9265094010869566,0.0,0.0
+Seasonal Naive,12.38095238095238,0.0,0.0,0.9125925713043479,0.0,0.0
+Drift,9.947089947089946,-26.642604521337976,0.0,0.9685240114285714,0.0,0.0
diff --git a/tables/task_type_multivariate/pairwise_MASE.csv b/tables/task_type_multivariate/pairwise_MASE.csv
index 26b2e15584f539d9f1ff3e7e1cd2bb3f1c66c79b..fab9561e0dcd6be88243726b66ca279f63cf078b 100644
--- a/tables/task_type_multivariate/pairwise_MASE.csv
+++ b/tables/task_type_multivariate/pairwise_MASE.csv
@@ -3,6 +3,7 @@ Toto-2.0-2.5B,Toto-2.0-2.5B,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-2.0-2.5B,Toto-2.0-313m,0.629,0.486,0.771,0.003,-0.013,0.02
 Toto-2.0-2.5B,Toto-2.0-1B,0.6,0.429,0.743,0.006,-0.003,0.017
 Toto-2.0-2.5B,Toto-2.0-22m,0.771,0.629,0.914,0.02,0.002,0.041
+Toto-2.0-2.5B,TiRex-2,0.629,0.457,0.8,0.027,-0.017,0.069
 Toto-2.0-2.5B,Chronos-2,0.743,0.6,0.886,0.032,-0.005,0.069
 Toto-2.0-2.5B,Toto-1.0,0.743,0.6,0.886,0.043,0.003,0.077
 Toto-2.0-2.5B,TiRex,0.743,0.6,0.886,0.06,0.006,0.117
@@ -11,7 +12,6 @@ Toto-2.0-2.5B,TimesFM-2.5,0.829,0.714,0.943,0.063,0.015,0.107
 Toto-2.0-2.5B,FlowState,0.8,0.657,0.914,0.108,0.051,0.166
 Toto-2.0-2.5B,Moirai-2.0,0.8,0.657,0.914,0.091,0.028,0.151
 Toto-2.0-2.5B,Chronos-Bolt,0.829,0.686,0.943,0.113,0.058,0.166
-Toto-2.0-2.5B,TabPFN-TS,0.886,0.771,0.971,0.119,0.053,0.178
 Toto-2.0-2.5B,TabPFN-TS-3,0.8,0.657,0.914,0.126,0.069,0.186
 Toto-2.0-2.5B,Sundial-Base,0.857,0.743,0.971,0.145,0.07,0.204
 Toto-2.0-2.5B,Seasonal Naive,0.971,0.914,1.0,0.424,0.337,0.5
@@ -19,6 +19,7 @@ Toto-2.0-313m,Toto-2.0-2.5B,0.371,0.229,0.514,-0.003,-0.02,0.013
 Toto-2.0-313m,Toto-2.0-313m,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-2.0-313m,Toto-2.0-1B,0.4,0.229,0.543,0.003,-0.006,0.013
 Toto-2.0-313m,Toto-2.0-22m,0.829,0.714,0.943,0.017,-0.001,0.035
+Toto-2.0-313m,TiRex-2,0.629,0.457,0.772,0.024,-0.023,0.066
 Toto-2.0-313m,Chronos-2,0.743,0.6,0.886,0.029,-0.017,0.071
 Toto-2.0-313m,Toto-1.0,0.771,0.629,0.914,0.04,-0.002,0.075
 Toto-2.0-313m,TiRex,0.743,0.6,0.886,0.057,0.002,0.11
@@ -27,7 +28,6 @@ Toto-2.0-313m,TimesFM-2.5,0.8,0.657,0.914,0.061,0.018,0.103
 Toto-2.0-313m,FlowState,0.771,0.629,0.886,0.105,0.047,0.164
 Toto-2.0-313m,Moirai-2.0,0.771,0.629,0.886,0.088,0.026,0.146
 Toto-2.0-313m,Chronos-Bolt,0.829,0.686,0.943,0.111,0.059,0.16
-Toto-2.0-313m,TabPFN-TS,0.886,0.771,0.971,0.117,0.047,0.177
 Toto-2.0-313m,TabPFN-TS-3,0.8,0.657,0.914,0.124,0.065,0.187
 Toto-2.0-313m,Sundial-Base,0.914,0.8,1.0,0.142,0.072,0.205
 Toto-2.0-313m,Seasonal Naive,0.943,0.857,1.0,0.422,0.336,0.5
@@ -35,6 +35,7 @@ Toto-2.0-1B,Toto-2.0-2.5B,0.4,0.257,0.571,-0.006,-0.017,0.003
 Toto-2.0-1B,Toto-2.0-313m,0.6,0.457,0.771,-0.003,-0.013,0.006
 Toto-2.0-1B,Toto-2.0-1B,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-2.0-1B,Toto-2.0-22m,0.714,0.571,0.857,0.014,-0.006,0.036
+Toto-2.0-1B,TiRex-2,0.629,0.485,0.8,0.02,-0.026,0.065
 Toto-2.0-1B,Chronos-2,0.743,0.6,0.886,0.026,-0.017,0.07
 Toto-2.0-1B,Toto-1.0,0.743,0.6,0.886,0.036,-0.006,0.072
 Toto-2.0-1B,TiRex,0.714,0.571,0.857,0.054,0.0,0.111
@@ -43,7 +44,6 @@ Toto-2.0-1B,TimesFM-2.5,0.771,0.629,0.886,0.057,0.011,0.102
 Toto-2.0-1B,FlowState,0.771,0.629,0.914,0.102,0.044,0.161
 Toto-2.0-1B,Moirai-2.0,0.771,0.629,0.886,0.085,0.021,0.146
 Toto-2.0-1B,Chronos-Bolt,0.8,0.657,0.914,0.108,0.054,0.159
-Toto-2.0-1B,TabPFN-TS,0.857,0.743,0.944,0.114,0.044,0.176
 Toto-2.0-1B,TabPFN-TS-3,0.771,0.628,0.914,0.121,0.062,0.185
 Toto-2.0-1B,Sundial-Base,0.857,0.743,0.971,0.139,0.068,0.202
 Toto-2.0-1B,Seasonal Naive,0.943,0.857,1.0,0.42,0.334,0.497
@@ -51,6 +51,7 @@ Toto-2.0-22m,Toto-2.0-2.5B,0.229,0.086,0.371,-0.021,-0.042,-0.002
 Toto-2.0-22m,Toto-2.0-313m,0.171,0.057,0.286,-0.018,-0.037,0.001
 Toto-2.0-22m,Toto-2.0-1B,0.286,0.143,0.429,-0.014,-0.037,0.005
 Toto-2.0-22m,Toto-2.0-22m,0.5,0.5,0.5,0.0,0.0,0.0
+Toto-2.0-22m,TiRex-2,0.629,0.486,0.772,0.007,-0.026,0.035
 Toto-2.0-22m,Chronos-2,0.686,0.543,0.857,0.012,-0.022,0.047
 Toto-2.0-22m,Toto-1.0,0.686,0.543,0.829,0.023,-0.007,0.051
 Toto-2.0-22m,TiRex,0.657,0.514,0.801,0.041,-0.002,0.083
@@ -59,14 +60,30 @@ Toto-2.0-22m,TimesFM-2.5,0.743,0.6,0.886,0.044,0.003,0.08
 Toto-2.0-22m,FlowState,0.714,0.543,0.857,0.09,0.034,0.144
 Toto-2.0-22m,Moirai-2.0,0.771,0.629,0.914,0.072,0.019,0.12
 Toto-2.0-22m,Chronos-Bolt,0.771,0.629,0.914,0.095,0.047,0.137
-Toto-2.0-22m,TabPFN-TS,0.857,0.714,0.971,0.101,0.043,0.153
 Toto-2.0-22m,TabPFN-TS-3,0.829,0.686,0.943,0.108,0.052,0.164
 Toto-2.0-22m,Sundial-Base,0.857,0.743,0.971,0.127,0.057,0.19
 Toto-2.0-22m,Seasonal Naive,0.943,0.857,1.0,0.412,0.327,0.485
+TiRex-2,Toto-2.0-2.5B,0.371,0.2,0.543,-0.027,-0.074,0.017
+TiRex-2,Toto-2.0-313m,0.371,0.228,0.543,-0.024,-0.071,0.023
+TiRex-2,Toto-2.0-1B,0.371,0.2,0.515,-0.021,-0.07,0.026
+TiRex-2,Toto-2.0-22m,0.371,0.228,0.514,-0.007,-0.036,0.025
+TiRex-2,TiRex-2,0.5,0.5,0.5,0.0,0.0,0.0
+TiRex-2,Chronos-2,0.514,0.343,0.686,0.006,-0.031,0.04
+TiRex-2,Toto-1.0,0.514,0.343,0.686,0.016,-0.008,0.044
+TiRex-2,TiRex,0.771,0.629,0.886,0.034,0.014,0.059
+TiRex-2,Toto-2.0-4m,0.514,0.343,0.686,0.016,-0.002,0.034
+TiRex-2,TimesFM-2.5,0.714,0.543,0.857,0.038,0.002,0.072
+TiRex-2,FlowState,0.714,0.571,0.857,0.084,0.028,0.133
+TiRex-2,Moirai-2.0,0.8,0.657,0.914,0.066,0.031,0.102
+TiRex-2,Chronos-Bolt,0.8,0.657,0.914,0.089,0.052,0.125
+TiRex-2,TabPFN-TS-3,0.886,0.771,0.971,0.103,0.047,0.151
+TiRex-2,Sundial-Base,0.914,0.8,1.0,0.121,0.051,0.186
+TiRex-2,Seasonal Naive,0.971,0.914,1.0,0.408,0.327,0.475
 Chronos-2,Toto-2.0-2.5B,0.257,0.114,0.4,-0.033,-0.074,0.005
 Chronos-2,Toto-2.0-313m,0.257,0.114,0.4,-0.03,-0.076,0.017
 Chronos-2,Toto-2.0-1B,0.257,0.114,0.4,-0.026,-0.075,0.017
 Chronos-2,Toto-2.0-22m,0.314,0.143,0.457,-0.012,-0.049,0.022
+Chronos-2,TiRex-2,0.486,0.314,0.657,-0.006,-0.042,0.03
 Chronos-2,Chronos-2,0.5,0.5,0.5,0.0,0.0,0.0
 Chronos-2,Toto-1.0,0.457,0.286,0.629,0.011,-0.026,0.048
 Chronos-2,TiRex,0.571,0.4,0.743,0.029,-0.004,0.064
@@ -75,7 +92,6 @@ Chronos-2,TimesFM-2.5,0.686,0.514,0.829,0.032,-0.003,0.065
 Chronos-2,FlowState,0.657,0.486,0.8,0.079,0.033,0.122
 Chronos-2,Moirai-2.0,0.886,0.771,0.971,0.061,0.018,0.102
 Chronos-2,Chronos-Bolt,0.886,0.771,0.971,0.084,0.048,0.121
-Chronos-2,TabPFN-TS,0.829,0.686,0.943,0.09,0.051,0.126
 Chronos-2,TabPFN-TS-3,0.829,0.686,0.943,0.098,0.058,0.134
 Chronos-2,Sundial-Base,0.914,0.8,1.0,0.116,0.058,0.163
 Chronos-2,Seasonal Naive,0.943,0.857,1.0,0.405,0.329,0.472
@@ -83,6 +99,7 @@ Toto-1.0,Toto-2.0-2.5B,0.257,0.114,0.4,-0.045,-0.084,-0.003
 Toto-1.0,Toto-2.0-313m,0.229,0.086,0.371,-0.041,-0.081,0.002
 Toto-1.0,Toto-2.0-1B,0.257,0.114,0.4,-0.038,-0.078,0.006
 Toto-1.0,Toto-2.0-22m,0.314,0.171,0.457,-0.023,-0.054,0.007
+Toto-1.0,TiRex-2,0.486,0.314,0.657,-0.017,-0.046,0.008
 Toto-1.0,Chronos-2,0.543,0.371,0.714,-0.011,-0.051,0.025
 Toto-1.0,Toto-1.0,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-1.0,TiRex,0.571,0.4,0.743,0.018,-0.02,0.056
@@ -91,7 +108,6 @@ Toto-1.0,TimesFM-2.5,0.629,0.471,0.771,0.022,-0.016,0.056
 Toto-1.0,FlowState,0.686,0.542,0.829,0.068,0.012,0.121
 Toto-1.0,Moirai-2.0,0.771,0.629,0.9,0.05,0.007,0.093
 Toto-1.0,Chronos-Bolt,0.743,0.586,0.871,0.074,0.029,0.116
-Toto-1.0,TabPFN-TS,0.8,0.657,0.914,0.08,0.034,0.129
 Toto-1.0,TabPFN-TS-3,0.857,0.743,0.971,0.088,0.033,0.141
 Toto-1.0,Sundial-Base,0.829,0.686,0.943,0.107,0.029,0.175
 Toto-1.0,Seasonal Naive,0.943,0.857,1.0,0.398,0.317,0.469
@@ -99,6 +115,7 @@ TiRex,Toto-2.0-2.5B,0.257,0.114,0.4,-0.064,-0.132,-0.006
 TiRex,Toto-2.0-313m,0.257,0.114,0.4,-0.061,-0.123,-0.002
 TiRex,Toto-2.0-1B,0.286,0.143,0.429,-0.057,-0.125,-0.0
 TiRex,Toto-2.0-22m,0.343,0.199,0.486,-0.042,-0.09,0.002
+TiRex,TiRex-2,0.229,0.114,0.371,-0.035,-0.063,-0.014
 TiRex,Chronos-2,0.429,0.257,0.6,-0.03,-0.069,0.004
 TiRex,Toto-1.0,0.429,0.257,0.6,-0.018,-0.059,0.019
 TiRex,TiRex,0.5,0.5,0.5,0.0,0.0,0.0
@@ -107,7 +124,6 @@ TiRex,TimesFM-2.5,0.571,0.4,0.743,0.004,-0.031,0.041
 TiRex,FlowState,0.657,0.486,0.8,0.051,0.0,0.1
 TiRex,Moirai-2.0,0.829,0.714,0.943,0.033,0.007,0.057
 TiRex,Chronos-Bolt,0.771,0.629,0.914,0.057,0.028,0.088
-TiRex,TabPFN-TS,0.829,0.686,0.943,0.063,0.029,0.095
 TiRex,TabPFN-TS-3,0.914,0.828,1.0,0.071,0.022,0.108
 TiRex,Sundial-Base,0.829,0.686,0.943,0.09,0.028,0.146
 TiRex,Seasonal Naive,0.971,0.914,1.0,0.387,0.315,0.447
@@ -115,6 +131,7 @@ Toto-2.0-4m,Toto-2.0-2.5B,0.229,0.086,0.371,-0.044,-0.086,-0.007
 Toto-2.0-4m,Toto-2.0-313m,0.114,0.029,0.229,-0.041,-0.083,0.003
 Toto-2.0-4m,Toto-2.0-1B,0.171,0.057,0.286,-0.038,-0.081,0.005
 Toto-2.0-4m,Toto-2.0-22m,0.143,0.029,0.286,-0.023,-0.046,0.005
+Toto-2.0-4m,TiRex-2,0.486,0.314,0.657,-0.017,-0.036,0.002
 Toto-2.0-4m,Chronos-2,0.457,0.314,0.629,-0.011,-0.041,0.017
 Toto-2.0-4m,Toto-1.0,0.429,0.286,0.6,0.0,-0.022,0.024
 Toto-2.0-4m,TiRex,0.571,0.4,0.743,0.018,-0.005,0.044
@@ -123,7 +140,6 @@ Toto-2.0-4m,TimesFM-2.5,0.6,0.429,0.771,0.022,-0.017,0.057
 Toto-2.0-4m,FlowState,0.714,0.571,0.857,0.069,0.018,0.117
 Toto-2.0-4m,Moirai-2.0,0.8,0.657,0.914,0.051,0.01,0.087
 Toto-2.0-4m,Chronos-Bolt,0.8,0.657,0.914,0.074,0.036,0.109
-Toto-2.0-4m,TabPFN-TS,0.8,0.657,0.914,0.08,0.04,0.121
 Toto-2.0-4m,TabPFN-TS-3,0.857,0.743,0.971,0.088,0.039,0.133
 Toto-2.0-4m,Sundial-Base,0.857,0.714,0.971,0.107,0.04,0.166
 Toto-2.0-4m,Seasonal Naive,0.971,0.914,1.0,0.398,0.319,0.465
@@ -131,6 +147,7 @@ TimesFM-2.5,Toto-2.0-2.5B,0.171,0.057,0.286,-0.068,-0.12,-0.015
 TimesFM-2.5,Toto-2.0-313m,0.2,0.086,0.343,-0.064,-0.115,-0.019
 TimesFM-2.5,Toto-2.0-1B,0.229,0.114,0.371,-0.061,-0.114,-0.011
 TimesFM-2.5,Toto-2.0-22m,0.257,0.114,0.4,-0.046,-0.087,-0.003
+TimesFM-2.5,TiRex-2,0.286,0.143,0.457,-0.039,-0.078,-0.002
 TimesFM-2.5,Chronos-2,0.314,0.171,0.486,-0.034,-0.069,0.003
 TimesFM-2.5,Toto-1.0,0.371,0.229,0.529,-0.022,-0.06,0.015
 TimesFM-2.5,TiRex,0.429,0.257,0.6,-0.004,-0.043,0.03
@@ -139,7 +156,6 @@ TimesFM-2.5,TimesFM-2.5,0.5,0.5,0.5,0.0,0.0,0.0
 TimesFM-2.5,FlowState,0.6,0.442,0.757,0.048,0.008,0.092
 TimesFM-2.5,Moirai-2.0,0.714,0.557,0.843,0.029,-0.001,0.058
 TimesFM-2.5,Chronos-Bolt,0.714,0.571,0.857,0.053,0.024,0.087
-TimesFM-2.5,TabPFN-TS,0.8,0.657,0.914,0.06,0.009,0.103
 TimesFM-2.5,TabPFN-TS-3,0.771,0.629,0.914,0.067,0.031,0.106
 TimesFM-2.5,Sundial-Base,0.8,0.657,0.914,0.087,0.039,0.143
 TimesFM-2.5,Seasonal Naive,0.971,0.914,1.0,0.385,0.314,0.449
@@ -147,6 +163,7 @@ FlowState,Toto-2.0-2.5B,0.2,0.086,0.343,-0.121,-0.199,-0.054
 FlowState,Toto-2.0-313m,0.229,0.114,0.371,-0.118,-0.196,-0.049
 FlowState,Toto-2.0-1B,0.229,0.086,0.371,-0.114,-0.192,-0.047
 FlowState,Toto-2.0-22m,0.286,0.143,0.457,-0.099,-0.169,-0.035
+FlowState,TiRex-2,0.286,0.143,0.429,-0.091,-0.153,-0.029
 FlowState,Chronos-2,0.343,0.2,0.514,-0.085,-0.139,-0.035
 FlowState,Toto-1.0,0.314,0.171,0.457,-0.073,-0.138,-0.012
 FlowState,TiRex,0.343,0.2,0.514,-0.054,-0.112,-0.0
@@ -155,7 +172,6 @@ FlowState,TimesFM-2.5,0.4,0.243,0.557,-0.05,-0.102,-0.008
 FlowState,FlowState,0.5,0.5,0.5,0.0,0.0,0.0
 FlowState,Moirai-2.0,0.486,0.329,0.643,-0.019,-0.076,0.034
 FlowState,Chronos-Bolt,0.543,0.386,0.686,0.006,-0.028,0.048
-FlowState,TabPFN-TS,0.657,0.514,0.8,0.013,-0.054,0.072
 FlowState,TabPFN-TS-3,0.629,0.457,0.8,0.021,-0.031,0.063
 FlowState,Sundial-Base,0.657,0.486,0.8,0.041,-0.006,0.084
 FlowState,Seasonal Naive,0.971,0.914,1.0,0.354,0.292,0.41
@@ -163,6 +179,7 @@ Moirai-2.0,Toto-2.0-2.5B,0.2,0.086,0.343,-0.1,-0.177,-0.029
 Moirai-2.0,Toto-2.0-313m,0.229,0.114,0.371,-0.097,-0.171,-0.027
 Moirai-2.0,Toto-2.0-1B,0.229,0.114,0.371,-0.093,-0.171,-0.021
 Moirai-2.0,Toto-2.0-22m,0.229,0.086,0.371,-0.078,-0.136,-0.019
+Moirai-2.0,TiRex-2,0.2,0.086,0.343,-0.071,-0.113,-0.032
 Moirai-2.0,Chronos-2,0.114,0.029,0.229,-0.065,-0.114,-0.019
 Moirai-2.0,Toto-1.0,0.229,0.1,0.371,-0.053,-0.102,-0.007
 Moirai-2.0,TiRex,0.171,0.057,0.286,-0.034,-0.06,-0.008
@@ -171,7 +188,6 @@ Moirai-2.0,TimesFM-2.5,0.286,0.157,0.443,-0.03,-0.062,0.001
 Moirai-2.0,FlowState,0.514,0.357,0.671,0.019,-0.035,0.071
 Moirai-2.0,Moirai-2.0,0.5,0.5,0.5,0.0,0.0,0.0
 Moirai-2.0,Chronos-Bolt,0.614,0.486,0.757,0.025,-0.0,0.055
-Moirai-2.0,TabPFN-TS,0.657,0.486,0.8,0.031,-0.008,0.069
 Moirai-2.0,TabPFN-TS-3,0.771,0.629,0.886,0.039,-0.006,0.077
 Moirai-2.0,Sundial-Base,0.771,0.629,0.914,0.059,0.001,0.116
 Moirai-2.0,Seasonal Naive,0.971,0.914,1.0,0.366,0.299,0.427
@@ -179,6 +195,7 @@ Chronos-Bolt,Toto-2.0-2.5B,0.171,0.057,0.314,-0.128,-0.199,-0.062
 Chronos-Bolt,Toto-2.0-313m,0.171,0.057,0.314,-0.125,-0.19,-0.063
 Chronos-Bolt,Toto-2.0-1B,0.2,0.086,0.343,-0.121,-0.189,-0.058
 Chronos-Bolt,Toto-2.0-22m,0.229,0.086,0.371,-0.105,-0.159,-0.05
+Chronos-Bolt,TiRex-2,0.2,0.086,0.343,-0.098,-0.142,-0.055
 Chronos-Bolt,Chronos-2,0.114,0.029,0.229,-0.092,-0.137,-0.05
 Chronos-Bolt,Toto-1.0,0.257,0.129,0.414,-0.08,-0.132,-0.03
 Chronos-Bolt,TiRex,0.229,0.086,0.371,-0.06,-0.096,-0.029
@@ -187,30 +204,14 @@ Chronos-Bolt,TimesFM-2.5,0.286,0.143,0.429,-0.057,-0.095,-0.025
 Chronos-Bolt,FlowState,0.457,0.314,0.614,-0.006,-0.05,0.027
 Chronos-Bolt,Moirai-2.0,0.386,0.243,0.514,-0.025,-0.058,0.0
 Chronos-Bolt,Chronos-Bolt,0.5,0.5,0.5,0.0,0.0,0.0
-Chronos-Bolt,TabPFN-TS,0.657,0.486,0.8,0.007,-0.048,0.055
 Chronos-Bolt,TabPFN-TS-3,0.743,0.6,0.886,0.015,-0.039,0.057
 Chronos-Bolt,Sundial-Base,0.714,0.543,0.857,0.035,-0.021,0.085
 Chronos-Bolt,Seasonal Naive,0.971,0.914,1.0,0.35,0.284,0.409
-TabPFN-TS,Toto-2.0-2.5B,0.114,0.029,0.229,-0.136,-0.216,-0.056
-TabPFN-TS,Toto-2.0-313m,0.114,0.029,0.229,-0.132,-0.215,-0.05
-TabPFN-TS,Toto-2.0-1B,0.143,0.056,0.257,-0.128,-0.213,-0.046
-TabPFN-TS,Toto-2.0-22m,0.143,0.029,0.286,-0.113,-0.18,-0.045
-TabPFN-TS,Chronos-2,0.171,0.057,0.314,-0.099,-0.144,-0.053
-TabPFN-TS,Toto-1.0,0.2,0.086,0.343,-0.087,-0.148,-0.035
-TabPFN-TS,TiRex,0.171,0.057,0.314,-0.068,-0.105,-0.03
-TabPFN-TS,Toto-2.0-4m,0.2,0.086,0.343,-0.087,-0.138,-0.041
-TabPFN-TS,TimesFM-2.5,0.2,0.086,0.343,-0.064,-0.115,-0.01
-TabPFN-TS,FlowState,0.343,0.2,0.486,-0.013,-0.077,0.051
-TabPFN-TS,Moirai-2.0,0.343,0.2,0.514,-0.032,-0.074,0.008
-TabPFN-TS,Chronos-Bolt,0.343,0.2,0.514,-0.007,-0.058,0.046
-TabPFN-TS,TabPFN-TS,0.5,0.5,0.5,0.0,0.0,0.0
-TabPFN-TS,TabPFN-TS-3,0.514,0.343,0.657,0.008,-0.041,0.053
-TabPFN-TS,Sundial-Base,0.429,0.257,0.6,0.029,-0.047,0.098
-TabPFN-TS,Seasonal Naive,0.971,0.914,1.0,0.346,0.258,0.42
 TabPFN-TS-3,Toto-2.0-2.5B,0.2,0.086,0.343,-0.145,-0.229,-0.074
 TabPFN-TS-3,Toto-2.0-313m,0.2,0.086,0.343,-0.141,-0.229,-0.069
 TabPFN-TS-3,Toto-2.0-1B,0.229,0.086,0.372,-0.137,-0.227,-0.067
 TabPFN-TS-3,Toto-2.0-22m,0.171,0.057,0.314,-0.122,-0.196,-0.055
+TabPFN-TS-3,TiRex-2,0.114,0.029,0.229,-0.114,-0.178,-0.049
 TabPFN-TS-3,Chronos-2,0.171,0.057,0.314,-0.108,-0.155,-0.062
 TabPFN-TS-3,Toto-1.0,0.143,0.029,0.257,-0.096,-0.164,-0.035
 TabPFN-TS-3,TiRex,0.086,0.0,0.172,-0.076,-0.122,-0.022
@@ -219,7 +220,6 @@ TabPFN-TS-3,TimesFM-2.5,0.229,0.086,0.371,-0.072,-0.119,-0.032
 TabPFN-TS-3,FlowState,0.371,0.2,0.543,-0.021,-0.067,0.03
 TabPFN-TS-3,Moirai-2.0,0.229,0.114,0.371,-0.041,-0.083,0.006
 TabPFN-TS-3,Chronos-Bolt,0.257,0.114,0.4,-0.015,-0.061,0.037
-TabPFN-TS-3,TabPFN-TS,0.486,0.343,0.657,-0.008,-0.056,0.039
 TabPFN-TS-3,TabPFN-TS-3,0.5,0.5,0.5,0.0,0.0,0.0
 TabPFN-TS-3,Sundial-Base,0.514,0.343,0.686,0.021,-0.026,0.068
 TabPFN-TS-3,Seasonal Naive,0.971,0.914,1.0,0.34,0.276,0.401
@@ -227,6 +227,7 @@ Sundial-Base,Toto-2.0-2.5B,0.143,0.029,0.257,-0.169,-0.256,-0.075
 Sundial-Base,Toto-2.0-313m,0.086,0.0,0.2,-0.166,-0.258,-0.078
 Sundial-Base,Toto-2.0-1B,0.143,0.029,0.257,-0.162,-0.253,-0.073
 Sundial-Base,Toto-2.0-22m,0.143,0.029,0.257,-0.146,-0.235,-0.061
+Sundial-Base,TiRex-2,0.086,0.0,0.2,-0.138,-0.228,-0.054
 Sundial-Base,Chronos-2,0.086,0.0,0.2,-0.132,-0.195,-0.062
 Sundial-Base,Toto-1.0,0.171,0.057,0.314,-0.119,-0.211,-0.03
 Sundial-Base,TiRex,0.171,0.057,0.314,-0.099,-0.172,-0.029
@@ -235,7 +236,6 @@ Sundial-Base,TimesFM-2.5,0.2,0.086,0.343,-0.095,-0.167,-0.041
 Sundial-Base,FlowState,0.343,0.2,0.514,-0.043,-0.091,0.006
 Sundial-Base,Moirai-2.0,0.229,0.086,0.371,-0.063,-0.132,-0.001
 Sundial-Base,Chronos-Bolt,0.286,0.143,0.457,-0.037,-0.093,0.021
-Sundial-Base,TabPFN-TS,0.571,0.4,0.743,-0.03,-0.108,0.045
 Sundial-Base,TabPFN-TS-3,0.486,0.314,0.657,-0.021,-0.073,0.025
 Sundial-Base,Sundial-Base,0.5,0.5,0.5,0.0,0.0,0.0
 Sundial-Base,Seasonal Naive,0.971,0.914,1.0,0.326,0.265,0.387
@@ -243,6 +243,7 @@ Seasonal Naive,Toto-2.0-2.5B,0.029,0.0,0.086,-0.735,-1.001,-0.509
 Seasonal Naive,Toto-2.0-313m,0.057,0.0,0.143,-0.73,-0.999,-0.506
 Seasonal Naive,Toto-2.0-1B,0.057,0.0,0.143,-0.724,-0.988,-0.5
 Seasonal Naive,Toto-2.0-22m,0.057,0.0,0.143,-0.7,-0.942,-0.485
+Seasonal Naive,TiRex-2,0.029,0.0,0.086,-0.689,-0.905,-0.485
 Seasonal Naive,Chronos-2,0.057,0.0,0.143,-0.68,-0.895,-0.491
 Seasonal Naive,Toto-1.0,0.057,0.0,0.143,-0.661,-0.884,-0.464
 Seasonal Naive,TiRex,0.029,0.0,0.086,-0.631,-0.808,-0.46
@@ -251,7 +252,6 @@ Seasonal Naive,TimesFM-2.5,0.029,0.0,0.086,-0.625,-0.815,-0.457
 Seasonal Naive,FlowState,0.029,0.0,0.086,-0.548,-0.696,-0.412
 Seasonal Naive,Moirai-2.0,0.029,0.0,0.086,-0.578,-0.745,-0.426
 Seasonal Naive,Chronos-Bolt,0.029,0.0,0.086,-0.539,-0.691,-0.396
-Seasonal Naive,TabPFN-TS,0.029,0.0,0.086,-0.528,-0.725,-0.349
 Seasonal Naive,TabPFN-TS-3,0.029,0.0,0.086,-0.516,-0.668,-0.382
 Seasonal Naive,Sundial-Base,0.029,0.0,0.086,-0.484,-0.631,-0.36
 Seasonal Naive,Seasonal Naive,0.5,0.5,0.5,0.0,0.0,0.0
diff --git a/tables/task_type_multivariate/pairwise_SQL.csv b/tables/task_type_multivariate/pairwise_SQL.csv
index 3b84bb726eaa140f6d5ed80f5f02a10a1cff885d..41e2c5862c16d9baee4a17825b331654fd4afe96 100644
--- a/tables/task_type_multivariate/pairwise_SQL.csv
+++ b/tables/task_type_multivariate/pairwise_SQL.csv
@@ -3,6 +3,7 @@ Toto-2.0-2.5B,Toto-2.0-2.5B,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-2.0-2.5B,Toto-2.0-1B,0.743,0.6,0.886,0.005,-0.006,0.017
 Toto-2.0-2.5B,Toto-2.0-313m,0.743,0.6,0.886,0.002,-0.015,0.018
 Toto-2.0-2.5B,Toto-2.0-22m,0.8,0.686,0.914,0.025,0.007,0.043
+Toto-2.0-2.5B,TiRex-2,0.657,0.514,0.829,0.036,-0.009,0.077
 Toto-2.0-2.5B,Chronos-2,0.743,0.6,0.886,0.029,-0.007,0.06
 Toto-2.0-2.5B,Toto-1.0,0.8,0.657,0.914,0.046,0.005,0.081
 Toto-2.0-2.5B,TiRex,0.8,0.657,0.914,0.068,0.02,0.118
@@ -13,12 +14,12 @@ Toto-2.0-2.5B,Moirai-2.0,0.8,0.657,0.914,0.108,0.045,0.166
 Toto-2.0-2.5B,Chronos-Bolt,0.829,0.686,0.943,0.135,0.077,0.188
 Toto-2.0-2.5B,TabPFN-TS-3,0.771,0.628,0.914,0.128,0.075,0.182
 Toto-2.0-2.5B,TabPFN-TS,0.886,0.771,0.971,0.156,0.094,0.212
-Toto-2.0-2.5B,Sundial-Base,0.943,0.857,1.0,0.195,0.123,0.249
 Toto-2.0-2.5B,Seasonal Naive,0.971,0.914,1.0,0.562,0.46,0.652
 Toto-2.0-1B,Toto-2.0-2.5B,0.257,0.114,0.4,-0.005,-0.017,0.006
 Toto-2.0-1B,Toto-2.0-1B,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-2.0-1B,Toto-2.0-313m,0.629,0.486,0.8,-0.003,-0.011,0.004
 Toto-2.0-1B,Toto-2.0-22m,0.714,0.571,0.857,0.02,0.002,0.038
+Toto-2.0-1B,TiRex-2,0.6,0.457,0.771,0.031,-0.014,0.073
 Toto-2.0-1B,Chronos-2,0.743,0.6,0.886,0.023,-0.017,0.061
 Toto-2.0-1B,Toto-1.0,0.8,0.657,0.914,0.04,-0.004,0.075
 Toto-2.0-1B,TiRex,0.771,0.629,0.914,0.063,0.012,0.115
@@ -29,12 +30,12 @@ Toto-2.0-1B,Moirai-2.0,0.771,0.629,0.886,0.103,0.04,0.162
 Toto-2.0-1B,Chronos-Bolt,0.8,0.657,0.914,0.13,0.073,0.184
 Toto-2.0-1B,TabPFN-TS-3,0.771,0.628,0.914,0.123,0.069,0.182
 Toto-2.0-1B,TabPFN-TS,0.886,0.771,0.971,0.151,0.087,0.213
-Toto-2.0-1B,Sundial-Base,0.943,0.857,1.0,0.19,0.123,0.246
 Toto-2.0-1B,Seasonal Naive,0.971,0.914,1.0,0.56,0.458,0.649
 Toto-2.0-313m,Toto-2.0-2.5B,0.257,0.114,0.4,-0.002,-0.018,0.015
 Toto-2.0-313m,Toto-2.0-1B,0.371,0.2,0.514,0.003,-0.004,0.011
 Toto-2.0-313m,Toto-2.0-313m,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-2.0-313m,Toto-2.0-22m,0.857,0.743,0.971,0.023,0.008,0.039
+Toto-2.0-313m,TiRex-2,0.629,0.457,0.8,0.034,-0.01,0.075
 Toto-2.0-313m,Chronos-2,0.714,0.571,0.857,0.027,-0.015,0.064
 Toto-2.0-313m,Toto-1.0,0.771,0.629,0.886,0.044,0.002,0.076
 Toto-2.0-313m,TiRex,0.771,0.629,0.914,0.066,0.015,0.115
@@ -45,12 +46,12 @@ Toto-2.0-313m,Moirai-2.0,0.8,0.657,0.914,0.106,0.046,0.162
 Toto-2.0-313m,Chronos-Bolt,0.8,0.657,0.914,0.133,0.078,0.184
 Toto-2.0-313m,TabPFN-TS-3,0.8,0.657,0.914,0.126,0.07,0.184
 Toto-2.0-313m,TabPFN-TS,0.886,0.771,0.971,0.154,0.09,0.213
-Toto-2.0-313m,Sundial-Base,0.914,0.8,1.0,0.193,0.127,0.25
 Toto-2.0-313m,Seasonal Naive,1.0,1.0,1.0,0.562,0.46,0.65
 Toto-2.0-22m,Toto-2.0-2.5B,0.2,0.086,0.314,-0.025,-0.045,-0.007
 Toto-2.0-22m,Toto-2.0-1B,0.286,0.143,0.429,-0.02,-0.039,-0.002
 Toto-2.0-22m,Toto-2.0-313m,0.143,0.029,0.257,-0.023,-0.04,-0.008
 Toto-2.0-22m,Toto-2.0-22m,0.5,0.5,0.5,0.0,0.0,0.0
+Toto-2.0-22m,TiRex-2,0.657,0.486,0.8,0.012,-0.022,0.042
 Toto-2.0-22m,Chronos-2,0.657,0.514,0.829,0.004,-0.033,0.039
 Toto-2.0-22m,Toto-1.0,0.686,0.543,0.829,0.021,-0.009,0.047
 Toto-2.0-22m,TiRex,0.657,0.514,0.801,0.044,0.004,0.083
@@ -61,12 +62,28 @@ Toto-2.0-22m,Moirai-2.0,0.8,0.657,0.914,0.085,0.035,0.133
 Toto-2.0-22m,Chronos-Bolt,0.8,0.657,0.914,0.113,0.062,0.157
 Toto-2.0-22m,TabPFN-TS-3,0.829,0.686,0.943,0.106,0.051,0.16
 Toto-2.0-22m,TabPFN-TS,0.857,0.743,0.971,0.135,0.075,0.189
-Toto-2.0-22m,Sundial-Base,0.914,0.8,1.0,0.174,0.106,0.233
 Toto-2.0-22m,Seasonal Naive,0.971,0.914,1.0,0.551,0.451,0.641
+TiRex-2,Toto-2.0-2.5B,0.343,0.171,0.486,-0.038,-0.083,0.009
+TiRex-2,Toto-2.0-1B,0.4,0.229,0.543,-0.032,-0.079,0.014
+TiRex-2,Toto-2.0-313m,0.371,0.2,0.543,-0.035,-0.081,0.009
+TiRex-2,Toto-2.0-22m,0.343,0.2,0.514,-0.012,-0.044,0.022
+TiRex-2,TiRex-2,0.5,0.5,0.5,0.0,0.0,0.0
+TiRex-2,Chronos-2,0.543,0.371,0.714,-0.008,-0.048,0.026
+TiRex-2,Toto-1.0,0.486,0.314,0.629,0.01,-0.016,0.037
+TiRex-2,TiRex,0.771,0.629,0.886,0.033,0.014,0.055
+TiRex-2,Toto-2.0-4m,0.543,0.371,0.714,0.014,-0.003,0.031
+TiRex-2,TimesFM-2.5,0.714,0.571,0.857,0.038,0.001,0.072
+TiRex-2,FlowState,0.829,0.686,0.943,0.085,0.032,0.131
+TiRex-2,Moirai-2.0,0.857,0.743,0.971,0.074,0.042,0.107
+TiRex-2,Chronos-Bolt,0.857,0.714,0.943,0.102,0.07,0.133
+TiRex-2,TabPFN-TS-3,0.914,0.8,1.0,0.095,0.039,0.143
+TiRex-2,TabPFN-TS,0.914,0.8,1.0,0.124,0.081,0.166
+TiRex-2,Seasonal Naive,1.0,1.0,1.0,0.546,0.454,0.631
 Chronos-2,Toto-2.0-2.5B,0.257,0.114,0.4,-0.029,-0.064,0.007
 Chronos-2,Toto-2.0-1B,0.257,0.114,0.4,-0.024,-0.065,0.017
 Chronos-2,Toto-2.0-313m,0.286,0.143,0.429,-0.027,-0.069,0.015
 Chronos-2,Toto-2.0-22m,0.343,0.171,0.486,-0.004,-0.04,0.032
+Chronos-2,TiRex-2,0.457,0.286,0.629,0.008,-0.026,0.046
 Chronos-2,Chronos-2,0.5,0.5,0.5,0.0,0.0,0.0
 Chronos-2,Toto-1.0,0.486,0.314,0.657,0.017,-0.02,0.055
 Chronos-2,TiRex,0.543,0.399,0.686,0.04,0.007,0.078
@@ -77,12 +94,12 @@ Chronos-2,Moirai-2.0,0.886,0.771,0.971,0.082,0.036,0.127
 Chronos-2,Chronos-Bolt,0.914,0.8,1.0,0.109,0.069,0.151
 Chronos-2,TabPFN-TS-3,0.886,0.771,0.971,0.102,0.065,0.138
 Chronos-2,TabPFN-TS,0.914,0.8,1.0,0.131,0.09,0.17
-Chronos-2,Sundial-Base,0.943,0.857,1.0,0.171,0.113,0.217
 Chronos-2,Seasonal Naive,1.0,1.0,1.0,0.55,0.456,0.636
 Toto-1.0,Toto-2.0-2.5B,0.2,0.086,0.343,-0.048,-0.088,-0.005
 Toto-1.0,Toto-2.0-1B,0.2,0.086,0.343,-0.042,-0.081,0.004
 Toto-1.0,Toto-2.0-313m,0.229,0.114,0.371,-0.046,-0.082,-0.002
 Toto-1.0,Toto-2.0-22m,0.314,0.171,0.457,-0.022,-0.05,0.009
+Toto-1.0,TiRex-2,0.514,0.371,0.686,-0.01,-0.038,0.016
 Toto-1.0,Chronos-2,0.514,0.343,0.686,-0.018,-0.059,0.019
 Toto-1.0,Toto-1.0,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-1.0,TiRex,0.571,0.4,0.743,0.023,-0.014,0.059
@@ -93,12 +110,12 @@ Toto-1.0,Moirai-2.0,0.771,0.629,0.9,0.065,0.024,0.104
 Toto-1.0,Chronos-Bolt,0.771,0.629,0.9,0.093,0.048,0.135
 Toto-1.0,TabPFN-TS-3,0.857,0.714,0.971,0.087,0.03,0.139
 Toto-1.0,TabPFN-TS,0.857,0.714,0.943,0.116,0.063,0.17
-Toto-1.0,Sundial-Base,0.914,0.8,1.0,0.156,0.083,0.221
 Toto-1.0,Seasonal Naive,1.0,1.0,1.0,0.542,0.445,0.632
 TiRex,Toto-2.0-2.5B,0.2,0.086,0.343,-0.073,-0.134,-0.02
 TiRex,Toto-2.0-1B,0.229,0.086,0.371,-0.067,-0.13,-0.012
 TiRex,Toto-2.0-313m,0.229,0.086,0.371,-0.07,-0.13,-0.016
 TiRex,Toto-2.0-22m,0.343,0.199,0.486,-0.046,-0.091,-0.004
+TiRex,TiRex-2,0.229,0.114,0.371,-0.034,-0.059,-0.014
 TiRex,Chronos-2,0.457,0.314,0.601,-0.042,-0.084,-0.007
 TiRex,Toto-1.0,0.429,0.257,0.6,-0.024,-0.062,0.013
 TiRex,TiRex,0.5,0.5,0.5,0.0,0.0,0.0
@@ -109,12 +126,12 @@ TiRex,Moirai-2.0,0.829,0.686,0.943,0.043,0.017,0.068
 TiRex,Chronos-Bolt,0.886,0.771,0.971,0.072,0.046,0.101
 TiRex,TabPFN-TS-3,0.886,0.771,0.971,0.065,0.012,0.104
 TiRex,TabPFN-TS,0.857,0.742,0.971,0.095,0.048,0.139
-TiRex,Sundial-Base,0.943,0.857,1.0,0.136,0.076,0.191
 TiRex,Seasonal Naive,1.0,1.0,1.0,0.531,0.441,0.618
 Toto-2.0-4m,Toto-2.0-2.5B,0.171,0.057,0.314,-0.052,-0.09,-0.017
 Toto-2.0-4m,Toto-2.0-1B,0.171,0.057,0.286,-0.047,-0.087,-0.007
 Toto-2.0-4m,Toto-2.0-313m,0.143,0.029,0.286,-0.05,-0.089,-0.009
 Toto-2.0-4m,Toto-2.0-22m,0.171,0.057,0.314,-0.026,-0.05,0.001
+Toto-2.0-4m,TiRex-2,0.457,0.286,0.629,-0.014,-0.032,0.003
 Toto-2.0-4m,Chronos-2,0.371,0.229,0.543,-0.022,-0.058,0.007
 Toto-2.0-4m,Toto-1.0,0.314,0.171,0.486,-0.004,-0.026,0.019
 Toto-2.0-4m,TiRex,0.629,0.457,0.8,0.019,-0.004,0.043
@@ -125,12 +142,12 @@ Toto-2.0-4m,Moirai-2.0,0.857,0.743,0.971,0.061,0.022,0.096
 Toto-2.0-4m,Chronos-Bolt,0.886,0.771,0.971,0.089,0.05,0.126
 Toto-2.0-4m,TabPFN-TS-3,0.857,0.743,0.971,0.083,0.029,0.128
 Toto-2.0-4m,TabPFN-TS,0.886,0.771,0.971,0.112,0.065,0.16
-Toto-2.0-4m,Sundial-Base,0.914,0.8,1.0,0.153,0.085,0.211
 Toto-2.0-4m,Seasonal Naive,0.971,0.914,1.0,0.54,0.442,0.629
 TimesFM-2.5,Toto-2.0-2.5B,0.2,0.086,0.343,-0.079,-0.129,-0.028
 TimesFM-2.5,Toto-2.0-1B,0.171,0.057,0.286,-0.073,-0.125,-0.025
 TimesFM-2.5,Toto-2.0-313m,0.2,0.086,0.343,-0.077,-0.127,-0.031
 TimesFM-2.5,Toto-2.0-22m,0.229,0.114,0.371,-0.052,-0.094,-0.008
+TimesFM-2.5,TiRex-2,0.286,0.143,0.429,-0.04,-0.078,-0.001
 TimesFM-2.5,Chronos-2,0.286,0.143,0.457,-0.048,-0.086,-0.012
 TimesFM-2.5,Toto-1.0,0.343,0.2,0.5,-0.03,-0.07,0.011
 TimesFM-2.5,TiRex,0.4,0.257,0.571,-0.006,-0.042,0.029
@@ -141,12 +158,12 @@ TimesFM-2.5,Moirai-2.0,0.743,0.6,0.886,0.037,0.004,0.074
 TimesFM-2.5,Chronos-Bolt,0.743,0.6,0.871,0.066,0.032,0.105
 TimesFM-2.5,TabPFN-TS-3,0.771,0.629,0.914,0.059,0.024,0.096
 TimesFM-2.5,TabPFN-TS,0.8,0.657,0.914,0.089,0.039,0.139
-TimesFM-2.5,Sundial-Base,0.943,0.857,1.0,0.131,0.089,0.178
 TimesFM-2.5,Seasonal Naive,1.0,1.0,1.0,0.528,0.437,0.613
 FlowState,Toto-2.0-2.5B,0.143,0.029,0.257,-0.134,-0.211,-0.069
 FlowState,Toto-2.0-1B,0.2,0.086,0.343,-0.128,-0.205,-0.064
 FlowState,Toto-2.0-313m,0.171,0.057,0.286,-0.132,-0.209,-0.065
 FlowState,Toto-2.0-22m,0.2,0.086,0.343,-0.106,-0.176,-0.043
+FlowState,TiRex-2,0.171,0.057,0.314,-0.093,-0.151,-0.033
 FlowState,Chronos-2,0.2,0.086,0.343,-0.102,-0.159,-0.05
 FlowState,Toto-1.0,0.286,0.143,0.429,-0.083,-0.149,-0.021
 FlowState,TiRex,0.257,0.114,0.4,-0.058,-0.114,-0.004
@@ -157,12 +174,12 @@ FlowState,Moirai-2.0,0.486,0.329,0.643,-0.012,-0.07,0.046
 FlowState,Chronos-Bolt,0.543,0.386,0.7,0.018,-0.02,0.067
 FlowState,TabPFN-TS-3,0.6,0.429,0.771,0.011,-0.042,0.053
 FlowState,TabPFN-TS,0.629,0.457,0.771,0.043,-0.025,0.103
-FlowState,Sundial-Base,0.886,0.771,0.971,0.087,0.042,0.129
 FlowState,Seasonal Naive,1.0,1.0,1.0,0.504,0.419,0.585
 Moirai-2.0,Toto-2.0-2.5B,0.2,0.086,0.343,-0.121,-0.199,-0.047
 Moirai-2.0,Toto-2.0-1B,0.229,0.114,0.371,-0.115,-0.193,-0.042
 Moirai-2.0,Toto-2.0-313m,0.2,0.086,0.343,-0.119,-0.193,-0.048
 Moirai-2.0,Toto-2.0-22m,0.2,0.086,0.343,-0.093,-0.153,-0.036
+Moirai-2.0,TiRex-2,0.143,0.029,0.257,-0.08,-0.12,-0.044
 Moirai-2.0,Chronos-2,0.114,0.029,0.229,-0.089,-0.146,-0.038
 Moirai-2.0,Toto-1.0,0.229,0.1,0.371,-0.07,-0.116,-0.024
 Moirai-2.0,TiRex,0.171,0.057,0.314,-0.045,-0.073,-0.017
@@ -173,12 +190,12 @@ Moirai-2.0,Moirai-2.0,0.5,0.5,0.5,0.0,0.0,0.0
 Moirai-2.0,Chronos-Bolt,0.671,0.543,0.8,0.03,0.004,0.058
 Moirai-2.0,TabPFN-TS-3,0.657,0.486,0.8,0.023,-0.036,0.067
 Moirai-2.0,TabPFN-TS,0.629,0.486,0.771,0.054,0.002,0.103
-Moirai-2.0,Sundial-Base,0.886,0.771,0.971,0.097,0.035,0.156
 Moirai-2.0,Seasonal Naive,1.0,1.0,1.0,0.51,0.418,0.595
 Chronos-Bolt,Toto-2.0-2.5B,0.171,0.057,0.314,-0.155,-0.231,-0.083
 Chronos-Bolt,Toto-2.0-1B,0.2,0.086,0.343,-0.149,-0.226,-0.078
 Chronos-Bolt,Toto-2.0-313m,0.2,0.086,0.343,-0.153,-0.226,-0.085
 Chronos-Bolt,Toto-2.0-22m,0.2,0.086,0.343,-0.127,-0.187,-0.066
+Chronos-Bolt,TiRex-2,0.143,0.057,0.286,-0.114,-0.153,-0.075
 Chronos-Bolt,Chronos-2,0.086,0.0,0.2,-0.122,-0.178,-0.075
 Chronos-Bolt,Toto-1.0,0.229,0.1,0.371,-0.103,-0.156,-0.05
 Chronos-Bolt,TiRex,0.114,0.029,0.229,-0.077,-0.113,-0.048
@@ -189,12 +206,12 @@ Chronos-Bolt,Moirai-2.0,0.329,0.2,0.457,-0.031,-0.062,-0.005
 Chronos-Bolt,Chronos-Bolt,0.5,0.5,0.5,0.0,0.0,0.0
 Chronos-Bolt,TabPFN-TS-3,0.571,0.4,0.743,-0.007,-0.073,0.044
 Chronos-Bolt,TabPFN-TS,0.629,0.457,0.771,0.025,-0.036,0.079
-Chronos-Bolt,Sundial-Base,0.8,0.657,0.914,0.07,0.003,0.125
 Chronos-Bolt,Seasonal Naive,1.0,1.0,1.0,0.494,0.401,0.58
 TabPFN-TS-3,Toto-2.0-2.5B,0.229,0.086,0.372,-0.147,-0.222,-0.081
 TabPFN-TS-3,Toto-2.0-1B,0.229,0.086,0.372,-0.141,-0.222,-0.074
 TabPFN-TS-3,Toto-2.0-313m,0.2,0.086,0.343,-0.145,-0.226,-0.076
 TabPFN-TS-3,Toto-2.0-22m,0.171,0.057,0.314,-0.119,-0.19,-0.054
+TabPFN-TS-3,TiRex-2,0.086,0.0,0.2,-0.105,-0.167,-0.041
 TabPFN-TS-3,Chronos-2,0.114,0.029,0.229,-0.114,-0.16,-0.069
 TabPFN-TS-3,Toto-1.0,0.143,0.029,0.286,-0.095,-0.162,-0.031
 TabPFN-TS-3,TiRex,0.114,0.029,0.229,-0.069,-0.117,-0.012
@@ -205,12 +222,12 @@ TabPFN-TS-3,Moirai-2.0,0.343,0.2,0.514,-0.023,-0.071,0.034
 TabPFN-TS-3,Chronos-Bolt,0.429,0.257,0.6,0.007,-0.046,0.068
 TabPFN-TS-3,TabPFN-TS-3,0.5,0.5,0.5,0.0,0.0,0.0
 TabPFN-TS-3,TabPFN-TS,0.629,0.486,0.771,0.032,-0.018,0.085
-TabPFN-TS-3,Sundial-Base,0.829,0.686,0.943,0.076,0.03,0.122
 TabPFN-TS-3,Seasonal Naive,1.0,1.0,1.0,0.498,0.403,0.591
 TabPFN-TS,Toto-2.0-2.5B,0.114,0.029,0.229,-0.185,-0.27,-0.104
 TabPFN-TS,Toto-2.0-1B,0.114,0.029,0.229,-0.178,-0.271,-0.095
 TabPFN-TS,Toto-2.0-313m,0.114,0.029,0.229,-0.182,-0.271,-0.099
 TabPFN-TS,Toto-2.0-22m,0.143,0.029,0.257,-0.155,-0.233,-0.081
+TabPFN-TS,TiRex-2,0.086,0.0,0.2,-0.142,-0.199,-0.088
 TabPFN-TS,Chronos-2,0.086,0.0,0.2,-0.151,-0.204,-0.099
 TabPFN-TS,Toto-1.0,0.143,0.057,0.286,-0.131,-0.204,-0.067
 TabPFN-TS,TiRex,0.143,0.029,0.258,-0.105,-0.161,-0.051
@@ -221,28 +238,12 @@ TabPFN-TS,Moirai-2.0,0.371,0.229,0.514,-0.057,-0.115,-0.002
 TabPFN-TS,Chronos-Bolt,0.371,0.229,0.543,-0.025,-0.086,0.035
 TabPFN-TS,TabPFN-TS-3,0.371,0.229,0.514,-0.033,-0.093,0.018
 TabPFN-TS,TabPFN-TS,0.5,0.5,0.5,0.0,0.0,0.0
-TabPFN-TS,Sundial-Base,0.657,0.486,0.8,0.046,-0.033,0.119
 TabPFN-TS,Seasonal Naive,1.0,1.0,1.0,0.482,0.375,0.578
-Sundial-Base,Toto-2.0-2.5B,0.057,0.0,0.143,-0.242,-0.332,-0.141
-Sundial-Base,Toto-2.0-1B,0.057,0.0,0.143,-0.235,-0.327,-0.14
-Sundial-Base,Toto-2.0-313m,0.086,0.0,0.2,-0.239,-0.333,-0.146
-Sundial-Base,Toto-2.0-22m,0.086,0.0,0.2,-0.211,-0.304,-0.118
-Sundial-Base,Chronos-2,0.057,0.0,0.143,-0.206,-0.276,-0.128
-Sundial-Base,Toto-1.0,0.086,0.0,0.2,-0.185,-0.285,-0.09
-Sundial-Base,TiRex,0.057,0.0,0.143,-0.158,-0.236,-0.082
-Sundial-Base,Toto-2.0-4m,0.086,0.0,0.2,-0.18,-0.267,-0.093
-Sundial-Base,TimesFM-2.5,0.057,0.0,0.143,-0.151,-0.217,-0.097
-Sundial-Base,FlowState,0.114,0.029,0.229,-0.095,-0.148,-0.044
-Sundial-Base,Moirai-2.0,0.114,0.029,0.229,-0.108,-0.185,-0.036
-Sundial-Base,Chronos-Bolt,0.2,0.086,0.343,-0.075,-0.143,-0.003
-Sundial-Base,TabPFN-TS-3,0.171,0.057,0.314,-0.083,-0.139,-0.031
-Sundial-Base,TabPFN-TS,0.343,0.2,0.514,-0.048,-0.135,0.032
-Sundial-Base,Sundial-Base,0.5,0.5,0.5,0.0,0.0,0.0
-Sundial-Base,Seasonal Naive,1.0,1.0,1.0,0.457,0.356,0.554
 Seasonal Naive,Toto-2.0-2.5B,0.029,0.0,0.086,-1.286,-1.875,-0.853
 Seasonal Naive,Toto-2.0-1B,0.029,0.0,0.086,-1.273,-1.849,-0.843
 Seasonal Naive,Toto-2.0-313m,0.0,0.0,0.0,-1.281,-1.856,-0.852
 Seasonal Naive,Toto-2.0-22m,0.029,0.0,0.086,-1.229,-1.785,-0.822
+Seasonal Naive,TiRex-2,0.0,0.0,0.0,-1.203,-1.713,-0.831
 Seasonal Naive,Chronos-2,0.0,0.0,0.0,-1.22,-1.747,-0.838
 Seasonal Naive,Toto-1.0,0.0,0.0,0.0,-1.181,-1.714,-0.803
 Seasonal Naive,TiRex,0.0,0.0,0.0,-1.131,-1.617,-0.788
@@ -253,5 +254,4 @@ Seasonal Naive,Moirai-2.0,0.0,0.0,0.0,-1.039,-1.47,-0.717
 Seasonal Naive,Chronos-Bolt,0.0,0.0,0.0,-0.978,-1.383,-0.67
 Seasonal Naive,TabPFN-TS-3,0.0,0.0,0.0,-0.993,-1.448,-0.676
 Seasonal Naive,TabPFN-TS,0.0,0.0,0.0,-0.929,-1.367,-0.599
-Seasonal Naive,Sundial-Base,0.0,0.0,0.0,-0.84,-1.24,-0.553
 Seasonal Naive,Seasonal Naive,0.5,0.5,0.5,0.0,0.0,0.0
diff --git a/tables/task_type_multivariate/pairwise_WAPE.csv b/tables/task_type_multivariate/pairwise_WAPE.csv
index 810e41a5e12bc071ea3d2e0a63312912b03a2beb..07615f7396f547ef89af51a8b145c1098e468800 100644
--- a/tables/task_type_multivariate/pairwise_WAPE.csv
+++ b/tables/task_type_multivariate/pairwise_WAPE.csv
@@ -5,6 +5,7 @@ Toto-2.0-2.5B,Toto-2.0-313m,0.714,0.571,0.857,0.011,-0.009,0.034
 Toto-2.0-2.5B,Toto-2.0-22m,0.857,0.714,0.971,0.037,0.006,0.073
 Toto-2.0-2.5B,Toto-1.0,0.771,0.629,0.914,0.058,0.006,0.119
 Toto-2.0-2.5B,Chronos-2,0.771,0.629,0.914,0.031,-0.014,0.072
+Toto-2.0-2.5B,TiRex-2,0.771,0.629,0.914,0.069,0.028,0.122
 Toto-2.0-2.5B,Toto-2.0-4m,0.8,0.657,0.914,0.066,0.023,0.113
 Toto-2.0-2.5B,TiRex,0.771,0.629,0.914,0.076,0.01,0.142
 Toto-2.0-2.5B,TimesFM-2.5,0.771,0.629,0.914,0.069,0.009,0.121
@@ -13,7 +14,6 @@ Toto-2.0-2.5B,FlowState,0.857,0.714,0.971,0.107,0.023,0.182
 Toto-2.0-2.5B,Chronos-Bolt,0.829,0.686,0.943,0.131,0.062,0.196
 Toto-2.0-2.5B,TabPFN-TS-3,0.829,0.686,0.943,0.096,0.028,0.159
 Toto-2.0-2.5B,TabPFN-TS,0.914,0.8,1.0,0.122,0.064,0.176
-Toto-2.0-2.5B,Sundial-Base,0.943,0.857,1.0,0.178,0.097,0.242
 Toto-2.0-2.5B,Seasonal Naive,0.943,0.857,1.0,0.461,0.352,0.555
 Toto-2.0-1B,Toto-2.0-2.5B,0.457,0.286,0.629,-0.008,-0.024,0.004
 Toto-2.0-1B,Toto-2.0-1B,0.5,0.5,0.5,0.0,0.0,0.0
@@ -21,6 +21,7 @@ Toto-2.0-1B,Toto-2.0-313m,0.629,0.457,0.771,0.003,-0.008,0.014
 Toto-2.0-1B,Toto-2.0-22m,0.8,0.657,0.914,0.03,0.006,0.058
 Toto-2.0-1B,Toto-1.0,0.771,0.629,0.914,0.05,-0.005,0.106
 Toto-2.0-1B,Chronos-2,0.8,0.657,0.943,0.023,-0.032,0.07
+Toto-2.0-1B,TiRex-2,0.743,0.6,0.886,0.062,0.023,0.107
 Toto-2.0-1B,Toto-2.0-4m,0.857,0.743,0.971,0.058,0.016,0.1
 Toto-2.0-1B,TiRex,0.829,0.686,0.943,0.069,0.001,0.134
 Toto-2.0-1B,TimesFM-2.5,0.857,0.743,0.971,0.062,0.003,0.11
@@ -29,7 +30,6 @@ Toto-2.0-1B,FlowState,0.829,0.686,0.943,0.1,0.01,0.177
 Toto-2.0-1B,Chronos-Bolt,0.829,0.686,0.943,0.124,0.055,0.185
 Toto-2.0-1B,TabPFN-TS-3,0.857,0.714,0.971,0.089,0.014,0.157
 Toto-2.0-1B,TabPFN-TS,0.914,0.8,1.0,0.115,0.056,0.171
-Toto-2.0-1B,Sundial-Base,0.914,0.8,1.0,0.172,0.091,0.24
 Toto-2.0-1B,Seasonal Naive,0.943,0.857,1.0,0.456,0.348,0.548
 Toto-2.0-313m,Toto-2.0-2.5B,0.286,0.143,0.429,-0.011,-0.035,0.009
 Toto-2.0-313m,Toto-2.0-1B,0.371,0.229,0.543,-0.003,-0.014,0.008
@@ -37,6 +37,7 @@ Toto-2.0-313m,Toto-2.0-313m,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-2.0-313m,Toto-2.0-22m,0.857,0.743,0.971,0.027,0.008,0.047
 Toto-2.0-313m,Toto-1.0,0.8,0.657,0.914,0.048,-0.005,0.104
 Toto-2.0-313m,Chronos-2,0.829,0.686,0.943,0.021,-0.039,0.068
+Toto-2.0-313m,TiRex-2,0.714,0.571,0.857,0.06,0.023,0.098
 Toto-2.0-313m,Toto-2.0-4m,0.914,0.8,1.0,0.056,0.016,0.092
 Toto-2.0-313m,TiRex,0.8,0.657,0.914,0.066,0.002,0.127
 Toto-2.0-313m,TimesFM-2.5,0.857,0.714,0.971,0.059,0.004,0.104
@@ -45,7 +46,6 @@ Toto-2.0-313m,FlowState,0.829,0.686,0.943,0.098,0.004,0.179
 Toto-2.0-313m,Chronos-Bolt,0.857,0.714,0.971,0.122,0.054,0.181
 Toto-2.0-313m,TabPFN-TS-3,0.886,0.771,0.971,0.086,0.007,0.158
 Toto-2.0-313m,TabPFN-TS,0.886,0.771,0.971,0.113,0.052,0.166
-Toto-2.0-313m,Sundial-Base,0.914,0.8,1.0,0.17,0.088,0.238
 Toto-2.0-313m,Seasonal Naive,0.943,0.857,1.0,0.455,0.348,0.546
 Toto-2.0-22m,Toto-2.0-2.5B,0.143,0.029,0.286,-0.039,-0.079,-0.006
 Toto-2.0-22m,Toto-2.0-1B,0.2,0.086,0.343,-0.031,-0.061,-0.006
@@ -53,6 +53,7 @@ Toto-2.0-22m,Toto-2.0-313m,0.143,0.029,0.257,-0.028,-0.05,-0.008
 Toto-2.0-22m,Toto-2.0-22m,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-2.0-22m,Toto-1.0,0.714,0.571,0.857,0.021,-0.02,0.063
 Toto-2.0-22m,Chronos-2,0.743,0.6,0.886,-0.007,-0.074,0.042
+Toto-2.0-22m,TiRex-2,0.743,0.6,0.886,0.033,0.008,0.059
 Toto-2.0-22m,Toto-2.0-4m,0.886,0.771,0.971,0.029,0.003,0.052
 Toto-2.0-22m,TiRex,0.714,0.571,0.857,0.04,-0.008,0.085
 Toto-2.0-22m,TimesFM-2.5,0.829,0.686,0.943,0.033,-0.013,0.07
@@ -61,7 +62,6 @@ Toto-2.0-22m,FlowState,0.829,0.686,0.943,0.073,-0.022,0.155
 Toto-2.0-22m,Chronos-Bolt,0.829,0.686,0.943,0.097,0.04,0.149
 Toto-2.0-22m,TabPFN-TS-3,0.886,0.771,0.971,0.061,-0.027,0.132
 Toto-2.0-22m,TabPFN-TS,0.857,0.743,0.971,0.088,0.036,0.132
-Toto-2.0-22m,Sundial-Base,0.914,0.8,1.0,0.147,0.068,0.216
 Toto-2.0-22m,Seasonal Naive,0.943,0.857,1.0,0.44,0.336,0.527
 Toto-1.0,Toto-2.0-2.5B,0.229,0.086,0.371,-0.061,-0.134,-0.006
 Toto-1.0,Toto-2.0-1B,0.229,0.086,0.371,-0.053,-0.119,0.005
@@ -69,6 +69,7 @@ Toto-1.0,Toto-2.0-313m,0.2,0.086,0.343,-0.05,-0.116,0.005
 Toto-1.0,Toto-2.0-22m,0.286,0.143,0.429,-0.022,-0.068,0.02
 Toto-1.0,Toto-1.0,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-1.0,Chronos-2,0.686,0.543,0.857,-0.028,-0.099,0.029
+Toto-1.0,TiRex-2,0.714,0.571,0.857,0.012,-0.03,0.049
 Toto-1.0,Toto-2.0-4m,0.657,0.486,0.801,0.008,-0.022,0.034
 Toto-1.0,TiRex,0.686,0.514,0.829,0.019,-0.018,0.055
 Toto-1.0,TimesFM-2.5,0.686,0.543,0.815,0.012,-0.041,0.051
@@ -77,7 +78,6 @@ Toto-1.0,FlowState,0.743,0.6,0.871,0.053,-0.047,0.138
 Toto-1.0,Chronos-Bolt,0.8,0.657,0.914,0.078,0.02,0.129
 Toto-1.0,TabPFN-TS-3,0.829,0.686,0.943,0.04,-0.06,0.115
 Toto-1.0,TabPFN-TS,0.829,0.686,0.943,0.069,0.023,0.11
-Toto-1.0,Sundial-Base,0.857,0.714,0.943,0.128,0.038,0.203
 Toto-1.0,Seasonal Naive,0.943,0.857,1.0,0.428,0.331,0.511
 Chronos-2,Toto-2.0-2.5B,0.229,0.086,0.371,-0.032,-0.077,0.014
 Chronos-2,Toto-2.0-1B,0.2,0.057,0.343,-0.024,-0.076,0.031
@@ -85,6 +85,7 @@ Chronos-2,Toto-2.0-313m,0.171,0.057,0.314,-0.021,-0.073,0.038
 Chronos-2,Toto-2.0-22m,0.257,0.114,0.4,0.007,-0.043,0.068
 Chronos-2,Toto-1.0,0.314,0.143,0.457,0.028,-0.03,0.09
 Chronos-2,Chronos-2,0.5,0.5,0.5,0.0,0.0,0.0
+Chronos-2,TiRex-2,0.6,0.429,0.743,0.04,-0.009,0.108
 Chronos-2,Toto-2.0-4m,0.514,0.343,0.686,0.036,-0.009,0.095
 Chronos-2,TiRex,0.6,0.456,0.771,0.046,-0.008,0.113
 Chronos-2,TimesFM-2.5,0.6,0.429,0.771,0.039,-0.011,0.088
@@ -93,14 +94,30 @@ Chronos-2,FlowState,0.714,0.543,0.857,0.079,0.014,0.138
 Chronos-2,Chronos-Bolt,0.857,0.714,0.971,0.103,0.046,0.164
 Chronos-2,TabPFN-TS-3,0.771,0.629,0.886,0.067,0.024,0.11
 Chronos-2,TabPFN-TS,0.857,0.742,0.944,0.094,0.055,0.139
-Chronos-2,Sundial-Base,0.943,0.857,1.0,0.152,0.082,0.213
 Chronos-2,Seasonal Naive,0.943,0.857,1.0,0.443,0.339,0.533
+TiRex-2,Toto-2.0-2.5B,0.229,0.086,0.371,-0.075,-0.139,-0.028
+TiRex-2,Toto-2.0-1B,0.257,0.114,0.4,-0.066,-0.12,-0.023
+TiRex-2,Toto-2.0-313m,0.286,0.143,0.429,-0.063,-0.109,-0.023
+TiRex-2,Toto-2.0-22m,0.257,0.114,0.4,-0.034,-0.063,-0.008
+TiRex-2,Toto-1.0,0.286,0.143,0.429,-0.013,-0.051,0.029
+TiRex-2,Chronos-2,0.4,0.257,0.571,-0.041,-0.122,0.009
+TiRex-2,TiRex-2,0.5,0.5,0.5,0.0,0.0,0.0
+TiRex-2,Toto-2.0-4m,0.371,0.2,0.543,-0.004,-0.029,0.019
+TiRex-2,TiRex,0.629,0.457,0.8,0.007,-0.029,0.04
+TiRex-2,TimesFM-2.5,0.629,0.457,0.8,-0.0,-0.055,0.039
+TiRex-2,Moirai-2.0,0.771,0.629,0.886,0.024,-0.033,0.07
+TiRex-2,FlowState,0.714,0.543,0.857,0.041,-0.067,0.127
+TiRex-2,Chronos-Bolt,0.829,0.686,0.943,0.066,0.017,0.111
+TiRex-2,TabPFN-TS-3,0.857,0.743,0.971,0.028,-0.075,0.098
+TiRex-2,TabPFN-TS,0.857,0.714,0.971,0.057,0.011,0.094
+TiRex-2,Seasonal Naive,0.943,0.857,1.0,0.42,0.322,0.505
 Toto-2.0-4m,Toto-2.0-2.5B,0.2,0.086,0.343,-0.07,-0.127,-0.024
 Toto-2.0-4m,Toto-2.0-1B,0.143,0.029,0.257,-0.062,-0.112,-0.017
 Toto-2.0-4m,Toto-2.0-313m,0.086,0.0,0.2,-0.059,-0.101,-0.016
 Toto-2.0-4m,Toto-2.0-22m,0.114,0.029,0.229,-0.03,-0.055,-0.003
 Toto-2.0-4m,Toto-1.0,0.343,0.199,0.514,-0.008,-0.036,0.021
 Toto-2.0-4m,Chronos-2,0.486,0.314,0.657,-0.037,-0.105,0.009
+Toto-2.0-4m,TiRex-2,0.629,0.457,0.8,0.004,-0.019,0.028
 Toto-2.0-4m,Toto-2.0-4m,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-2.0-4m,TiRex,0.571,0.4,0.743,0.011,-0.024,0.042
 Toto-2.0-4m,TimesFM-2.5,0.657,0.514,0.829,0.004,-0.046,0.038
@@ -109,7 +126,6 @@ Toto-2.0-4m,FlowState,0.771,0.628,0.914,0.045,-0.052,0.128
 Toto-2.0-4m,Chronos-Bolt,0.743,0.571,0.886,0.07,0.016,0.117
 Toto-2.0-4m,TabPFN-TS-3,0.829,0.686,0.943,0.032,-0.065,0.098
 Toto-2.0-4m,TabPFN-TS,0.743,0.571,0.886,0.061,0.022,0.096
-Toto-2.0-4m,Sundial-Base,0.886,0.771,0.971,0.121,0.036,0.193
 Toto-2.0-4m,Seasonal Naive,0.943,0.857,1.0,0.423,0.32,0.51
 TiRex,Toto-2.0-2.5B,0.229,0.086,0.371,-0.082,-0.165,-0.01
 TiRex,Toto-2.0-1B,0.171,0.057,0.314,-0.074,-0.155,-0.001
@@ -117,6 +133,7 @@ TiRex,Toto-2.0-313m,0.2,0.086,0.343,-0.071,-0.145,-0.002
 TiRex,Toto-2.0-22m,0.286,0.143,0.429,-0.042,-0.093,0.008
 TiRex,Toto-1.0,0.314,0.171,0.486,-0.02,-0.059,0.018
 TiRex,Chronos-2,0.4,0.229,0.544,-0.048,-0.127,0.008
+TiRex,TiRex-2,0.371,0.2,0.543,-0.007,-0.041,0.028
 TiRex,Toto-2.0-4m,0.429,0.257,0.6,-0.011,-0.044,0.023
 TiRex,TiRex,0.5,0.5,0.5,0.0,0.0,0.0
 TiRex,TimesFM-2.5,0.571,0.4,0.743,-0.007,-0.046,0.027
@@ -125,7 +142,6 @@ TiRex,FlowState,0.629,0.486,0.771,0.034,-0.059,0.114
 TiRex,Chronos-Bolt,0.743,0.6,0.886,0.059,0.026,0.099
 TiRex,TabPFN-TS-3,0.857,0.743,0.943,0.022,-0.079,0.083
 TiRex,TabPFN-TS,0.857,0.743,0.971,0.05,0.019,0.077
-TiRex,Sundial-Base,0.829,0.686,0.943,0.111,0.031,0.183
 TiRex,Seasonal Naive,0.943,0.857,1.0,0.416,0.327,0.494
 TimesFM-2.5,Toto-2.0-2.5B,0.229,0.086,0.371,-0.074,-0.138,-0.009
 TimesFM-2.5,Toto-2.0-1B,0.143,0.029,0.257,-0.066,-0.123,-0.003
@@ -133,6 +149,7 @@ TimesFM-2.5,Toto-2.0-313m,0.143,0.029,0.286,-0.063,-0.116,-0.004
 TimesFM-2.5,Toto-2.0-22m,0.171,0.057,0.314,-0.034,-0.075,0.013
 TimesFM-2.5,Toto-1.0,0.314,0.185,0.457,-0.012,-0.054,0.04
 TimesFM-2.5,Chronos-2,0.4,0.229,0.571,-0.041,-0.096,0.011
+TimesFM-2.5,TiRex-2,0.371,0.2,0.543,0.0,-0.041,0.052
 TimesFM-2.5,Toto-2.0-4m,0.343,0.171,0.486,-0.004,-0.039,0.044
 TimesFM-2.5,TiRex,0.429,0.257,0.6,0.007,-0.028,0.044
 TimesFM-2.5,TimesFM-2.5,0.5,0.5,0.5,0.0,0.0,0.0
@@ -141,7 +158,6 @@ TimesFM-2.5,FlowState,0.657,0.5,0.814,0.041,-0.023,0.105
 TimesFM-2.5,Chronos-Bolt,0.714,0.571,0.843,0.066,0.032,0.106
 TimesFM-2.5,TabPFN-TS-3,0.8,0.657,0.914,0.029,-0.044,0.081
 TimesFM-2.5,TabPFN-TS,0.771,0.629,0.886,0.057,0.022,0.092
-TimesFM-2.5,Sundial-Base,0.857,0.714,0.944,0.117,0.064,0.176
 TimesFM-2.5,Seasonal Naive,0.943,0.857,1.0,0.421,0.335,0.502
 Moirai-2.0,Toto-2.0-2.5B,0.2,0.086,0.343,-0.101,-0.196,-0.015
 Moirai-2.0,Toto-2.0-1B,0.229,0.114,0.371,-0.092,-0.18,-0.006
@@ -149,6 +165,7 @@ Moirai-2.0,Toto-2.0-313m,0.171,0.057,0.314,-0.089,-0.173,-0.006
 Moirai-2.0,Toto-2.0-22m,0.2,0.086,0.343,-0.06,-0.124,0.006
 Moirai-2.0,Toto-1.0,0.229,0.1,0.371,-0.038,-0.088,0.013
 Moirai-2.0,Chronos-2,0.257,0.114,0.4,-0.067,-0.143,-0.004
+Moirai-2.0,TiRex-2,0.229,0.114,0.371,-0.025,-0.075,0.032
 Moirai-2.0,Toto-2.0-4m,0.286,0.143,0.457,-0.029,-0.076,0.022
 Moirai-2.0,TiRex,0.343,0.2,0.514,-0.018,-0.042,0.008
 Moirai-2.0,TimesFM-2.5,0.343,0.2,0.5,-0.025,-0.062,0.012
@@ -157,7 +174,6 @@ Moirai-2.0,FlowState,0.514,0.357,0.671,0.017,-0.073,0.092
 Moirai-2.0,Chronos-Bolt,0.671,0.543,0.786,0.043,0.012,0.079
 Moirai-2.0,TabPFN-TS-3,0.686,0.514,0.829,0.004,-0.087,0.064
 Moirai-2.0,TabPFN-TS,0.686,0.514,0.829,0.034,0.004,0.065
-Moirai-2.0,Sundial-Base,0.8,0.657,0.914,0.095,0.024,0.163
 Moirai-2.0,Seasonal Naive,0.943,0.857,1.0,0.406,0.322,0.482
 FlowState,Toto-2.0-2.5B,0.143,0.029,0.286,-0.12,-0.223,-0.024
 FlowState,Toto-2.0-1B,0.171,0.057,0.314,-0.112,-0.215,-0.01
@@ -165,6 +181,7 @@ FlowState,Toto-2.0-313m,0.171,0.057,0.314,-0.109,-0.219,-0.004
 FlowState,Toto-2.0-22m,0.171,0.057,0.314,-0.078,-0.184,0.021
 FlowState,Toto-1.0,0.257,0.129,0.4,-0.056,-0.161,0.045
 FlowState,Chronos-2,0.286,0.143,0.457,-0.086,-0.16,-0.014
+FlowState,TiRex-2,0.286,0.143,0.457,-0.043,-0.145,0.063
 FlowState,Toto-2.0-4m,0.229,0.086,0.372,-0.047,-0.146,0.05
 FlowState,TiRex,0.371,0.229,0.514,-0.035,-0.129,0.056
 FlowState,TimesFM-2.5,0.343,0.186,0.5,-0.043,-0.117,0.023
@@ -173,7 +190,6 @@ FlowState,FlowState,0.5,0.5,0.5,0.0,0.0,0.0
 FlowState,Chronos-Bolt,0.543,0.386,0.7,0.026,-0.03,0.101
 FlowState,TabPFN-TS-3,0.571,0.4,0.715,-0.013,-0.074,0.04
 FlowState,TabPFN-TS,0.6,0.429,0.743,0.017,-0.063,0.096
-FlowState,Sundial-Base,0.686,0.543,0.829,0.08,0.018,0.135
 FlowState,Seasonal Naive,0.943,0.857,1.0,0.396,0.305,0.481
 Chronos-Bolt,Toto-2.0-2.5B,0.171,0.057,0.314,-0.15,-0.243,-0.066
 Chronos-Bolt,Toto-2.0-1B,0.171,0.057,0.314,-0.141,-0.228,-0.058
@@ -181,6 +197,7 @@ Chronos-Bolt,Toto-2.0-313m,0.143,0.029,0.286,-0.138,-0.221,-0.057
 Chronos-Bolt,Toto-2.0-22m,0.171,0.057,0.314,-0.107,-0.175,-0.042
 Chronos-Bolt,Toto-1.0,0.2,0.086,0.343,-0.084,-0.148,-0.021
 Chronos-Bolt,Chronos-2,0.143,0.029,0.286,-0.115,-0.196,-0.048
+Chronos-Bolt,TiRex-2,0.171,0.057,0.314,-0.071,-0.125,-0.017
 Chronos-Bolt,Toto-2.0-4m,0.257,0.114,0.429,-0.075,-0.132,-0.016
 Chronos-Bolt,TiRex,0.257,0.114,0.4,-0.063,-0.11,-0.026
 Chronos-Bolt,TimesFM-2.5,0.286,0.157,0.429,-0.071,-0.118,-0.033
@@ -189,7 +206,6 @@ Chronos-Bolt,FlowState,0.457,0.3,0.614,-0.027,-0.113,0.029
 Chronos-Bolt,Chronos-Bolt,0.5,0.5,0.5,0.0,0.0,0.0
 Chronos-Bolt,TabPFN-TS-3,0.629,0.457,0.771,-0.04,-0.147,0.026
 Chronos-Bolt,TabPFN-TS,0.571,0.4,0.743,-0.01,-0.059,0.035
-Chronos-Bolt,Sundial-Base,0.771,0.6,0.886,0.055,-0.018,0.113
 Chronos-Bolt,Seasonal Naive,0.943,0.857,1.0,0.38,0.295,0.455
 TabPFN-TS-3,Toto-2.0-2.5B,0.171,0.057,0.314,-0.106,-0.189,-0.029
 TabPFN-TS-3,Toto-2.0-1B,0.143,0.029,0.286,-0.097,-0.186,-0.014
@@ -197,6 +213,7 @@ TabPFN-TS-3,Toto-2.0-313m,0.114,0.029,0.229,-0.094,-0.187,-0.007
 TabPFN-TS-3,Toto-2.0-22m,0.114,0.029,0.229,-0.065,-0.151,0.026
 TabPFN-TS-3,Toto-1.0,0.171,0.057,0.314,-0.042,-0.13,0.056
 TabPFN-TS-3,Chronos-2,0.229,0.114,0.371,-0.072,-0.123,-0.024
+TabPFN-TS-3,TiRex-2,0.143,0.029,0.257,-0.029,-0.109,0.07
 TabPFN-TS-3,Toto-2.0-4m,0.171,0.057,0.314,-0.033,-0.109,0.061
 TabPFN-TS-3,TiRex,0.143,0.057,0.257,-0.022,-0.09,0.073
 TabPFN-TS-3,TimesFM-2.5,0.2,0.086,0.343,-0.029,-0.088,0.042
@@ -205,7 +222,6 @@ TabPFN-TS-3,FlowState,0.429,0.285,0.6,0.013,-0.042,0.069
 TabPFN-TS-3,Chronos-Bolt,0.371,0.229,0.543,0.039,-0.026,0.128
 TabPFN-TS-3,TabPFN-TS-3,0.5,0.5,0.5,0.0,0.0,0.0
 TabPFN-TS-3,TabPFN-TS,0.543,0.371,0.686,0.029,-0.023,0.102
-TabPFN-TS-3,Sundial-Base,0.714,0.543,0.857,0.091,0.026,0.148
 TabPFN-TS-3,Seasonal Naive,0.943,0.857,1.0,0.404,0.308,0.497
 TabPFN-TS,Toto-2.0-2.5B,0.086,0.0,0.2,-0.14,-0.214,-0.068
 TabPFN-TS,Toto-2.0-1B,0.086,0.0,0.2,-0.131,-0.206,-0.059
@@ -213,6 +229,7 @@ TabPFN-TS,Toto-2.0-313m,0.114,0.029,0.229,-0.128,-0.199,-0.055
 TabPFN-TS,Toto-2.0-22m,0.143,0.029,0.257,-0.097,-0.152,-0.037
 TabPFN-TS,Toto-1.0,0.171,0.057,0.314,-0.074,-0.124,-0.023
 TabPFN-TS,Chronos-2,0.143,0.056,0.258,-0.104,-0.161,-0.058
+TabPFN-TS,TiRex-2,0.143,0.029,0.286,-0.06,-0.104,-0.012
 TabPFN-TS,Toto-2.0-4m,0.257,0.114,0.429,-0.065,-0.106,-0.023
 TabPFN-TS,TiRex,0.143,0.029,0.257,-0.053,-0.083,-0.02
 TabPFN-TS,TimesFM-2.5,0.229,0.114,0.371,-0.061,-0.101,-0.022
@@ -221,30 +238,14 @@ TabPFN-TS,FlowState,0.4,0.257,0.571,-0.017,-0.106,0.059
 TabPFN-TS,Chronos-Bolt,0.429,0.257,0.6,0.01,-0.036,0.056
 TabPFN-TS,TabPFN-TS-3,0.457,0.314,0.629,-0.03,-0.114,0.022
 TabPFN-TS,TabPFN-TS,0.5,0.5,0.5,0.0,0.0,0.0
-TabPFN-TS,Sundial-Base,0.6,0.429,0.743,0.064,-0.014,0.134
 TabPFN-TS,Seasonal Naive,0.943,0.857,1.0,0.385,0.287,0.475
-Sundial-Base,Toto-2.0-2.5B,0.057,0.0,0.143,-0.217,-0.319,-0.107
-Sundial-Base,Toto-2.0-1B,0.086,0.0,0.2,-0.208,-0.316,-0.101
-Sundial-Base,Toto-2.0-313m,0.086,0.0,0.2,-0.204,-0.312,-0.097
-Sundial-Base,Toto-2.0-22m,0.086,0.0,0.2,-0.172,-0.276,-0.073
-Sundial-Base,Toto-1.0,0.143,0.057,0.286,-0.147,-0.255,-0.039
-Sundial-Base,Chronos-2,0.057,0.0,0.143,-0.179,-0.27,-0.089
-Sundial-Base,Toto-2.0-4m,0.114,0.029,0.229,-0.137,-0.24,-0.038
-Sundial-Base,TiRex,0.171,0.057,0.314,-0.125,-0.224,-0.031
-Sundial-Base,TimesFM-2.5,0.143,0.056,0.286,-0.133,-0.214,-0.069
-Sundial-Base,Moirai-2.0,0.2,0.086,0.343,-0.105,-0.194,-0.024
-Sundial-Base,FlowState,0.314,0.171,0.457,-0.086,-0.156,-0.018
-Sundial-Base,Chronos-Bolt,0.229,0.114,0.4,-0.058,-0.127,0.018
-Sundial-Base,TabPFN-TS-3,0.286,0.143,0.457,-0.101,-0.174,-0.026
-Sundial-Base,TabPFN-TS,0.4,0.257,0.571,-0.068,-0.154,0.014
-Sundial-Base,Sundial-Base,0.5,0.5,0.5,0.0,0.0,0.0
-Sundial-Base,Seasonal Naive,0.943,0.857,1.0,0.344,0.264,0.424
 Seasonal Naive,Toto-2.0-2.5B,0.057,0.0,0.143,-0.854,-1.249,-0.542
 Seasonal Naive,Toto-2.0-1B,0.057,0.0,0.143,-0.84,-1.211,-0.534
 Seasonal Naive,Toto-2.0-313m,0.057,0.0,0.143,-0.835,-1.201,-0.534
 Seasonal Naive,Toto-2.0-22m,0.057,0.0,0.143,-0.785,-1.113,-0.505
 Seasonal Naive,Toto-1.0,0.057,0.0,0.143,-0.747,-1.046,-0.495
 Seasonal Naive,Chronos-2,0.057,0.0,0.143,-0.797,-1.143,-0.512
+Seasonal Naive,TiRex-2,0.057,0.0,0.143,-0.726,-1.021,-0.475
 Seasonal Naive,Toto-2.0-4m,0.057,0.0,0.143,-0.733,-1.04,-0.471
 Seasonal Naive,TiRex,0.057,0.0,0.143,-0.714,-0.976,-0.486
 Seasonal Naive,TimesFM-2.5,0.057,0.0,0.143,-0.726,-1.009,-0.503
@@ -253,5 +254,4 @@ Seasonal Naive,FlowState,0.057,0.0,0.143,-0.655,-0.926,-0.439
 Seasonal Naive,Chronos-Bolt,0.057,0.0,0.143,-0.612,-0.834,-0.418
 Seasonal Naive,TabPFN-TS-3,0.057,0.0,0.143,-0.677,-0.986,-0.446
 Seasonal Naive,TabPFN-TS,0.057,0.0,0.143,-0.627,-0.904,-0.402
-Seasonal Naive,Sundial-Base,0.057,0.0,0.143,-0.523,-0.735,-0.358
 Seasonal Naive,Seasonal Naive,0.5,0.5,0.5,0.0,0.0,0.0
diff --git a/tables/task_type_multivariate/pairwise_WQL.csv b/tables/task_type_multivariate/pairwise_WQL.csv
index da965af9e77093939ce836464b53ac9ac3e330e7..42dc8ec0033889f6a10d87dad31b1f5a2ee9dc81 100644
--- a/tables/task_type_multivariate/pairwise_WQL.csv
+++ b/tables/task_type_multivariate/pairwise_WQL.csv
@@ -5,6 +5,7 @@ Toto-2.0-2.5B,Toto-2.0-313m,0.686,0.543,0.829,0.005,-0.018,0.03
 Toto-2.0-2.5B,Toto-2.0-22m,0.8,0.657,0.914,0.029,-0.003,0.063
 Toto-2.0-2.5B,Toto-1.0,0.8,0.657,0.914,0.055,-0.002,0.119
 Toto-2.0-2.5B,Chronos-2,0.8,0.657,0.943,0.028,-0.013,0.065
+Toto-2.0-2.5B,TiRex-2,0.8,0.657,0.914,0.074,0.028,0.133
 Toto-2.0-2.5B,Toto-2.0-4m,0.771,0.629,0.886,0.067,0.026,0.118
 Toto-2.0-2.5B,TiRex,0.771,0.629,0.914,0.084,0.021,0.149
 Toto-2.0-2.5B,TimesFM-2.5,0.771,0.629,0.886,0.071,0.009,0.123
@@ -13,7 +14,6 @@ Toto-2.0-2.5B,Moirai-2.0,0.771,0.629,0.886,0.104,0.026,0.17
 Toto-2.0-2.5B,TabPFN-TS-3,0.829,0.686,0.943,0.089,0.022,0.148
 Toto-2.0-2.5B,Chronos-Bolt,0.829,0.686,0.943,0.148,0.072,0.216
 Toto-2.0-2.5B,TabPFN-TS,0.886,0.771,0.971,0.166,0.1,0.224
-Toto-2.0-2.5B,PatchTST,0.943,0.857,1.0,0.221,0.135,0.289
 Toto-2.0-2.5B,Seasonal Naive,0.971,0.914,1.0,0.611,0.523,0.691
 Toto-2.0-1B,Toto-2.0-2.5B,0.343,0.2,0.514,-0.003,-0.017,0.01
 Toto-2.0-1B,Toto-2.0-1B,0.5,0.5,0.5,0.0,0.0,0.0
@@ -21,6 +21,7 @@ Toto-2.0-1B,Toto-2.0-313m,0.629,0.486,0.771,0.002,-0.01,0.016
 Toto-2.0-1B,Toto-2.0-22m,0.8,0.657,0.914,0.026,0.002,0.051
 Toto-2.0-1B,Toto-1.0,0.771,0.629,0.914,0.052,-0.004,0.109
 Toto-2.0-1B,Chronos-2,0.8,0.657,0.943,0.025,-0.024,0.067
+Toto-2.0-1B,TiRex-2,0.743,0.6,0.886,0.071,0.03,0.123
 Toto-2.0-1B,Toto-2.0-4m,0.857,0.743,0.971,0.064,0.025,0.109
 Toto-2.0-1B,TiRex,0.771,0.629,0.886,0.08,0.021,0.142
 Toto-2.0-1B,TimesFM-2.5,0.857,0.714,0.971,0.068,0.013,0.116
@@ -29,7 +30,6 @@ Toto-2.0-1B,Moirai-2.0,0.8,0.657,0.914,0.101,0.026,0.168
 Toto-2.0-1B,TabPFN-TS-3,0.8,0.657,0.914,0.086,0.016,0.149
 Toto-2.0-1B,Chronos-Bolt,0.857,0.714,0.971,0.145,0.073,0.211
 Toto-2.0-1B,TabPFN-TS,0.914,0.8,1.0,0.163,0.099,0.22
-Toto-2.0-1B,PatchTST,0.943,0.857,1.0,0.218,0.129,0.287
 Toto-2.0-1B,Seasonal Naive,0.971,0.914,1.0,0.61,0.522,0.688
 Toto-2.0-313m,Toto-2.0-2.5B,0.314,0.171,0.457,-0.005,-0.031,0.018
 Toto-2.0-313m,Toto-2.0-1B,0.371,0.229,0.514,-0.002,-0.016,0.01
@@ -37,6 +37,7 @@ Toto-2.0-313m,Toto-2.0-313m,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-2.0-313m,Toto-2.0-22m,0.857,0.714,0.971,0.024,0.007,0.042
 Toto-2.0-313m,Toto-1.0,0.8,0.657,0.914,0.05,-0.004,0.106
 Toto-2.0-313m,Chronos-2,0.829,0.686,0.943,0.023,-0.034,0.07
+Toto-2.0-313m,TiRex-2,0.743,0.6,0.886,0.069,0.03,0.111
 Toto-2.0-313m,Toto-2.0-4m,0.914,0.8,1.0,0.062,0.025,0.1
 Toto-2.0-313m,TiRex,0.857,0.714,0.971,0.079,0.022,0.138
 Toto-2.0-313m,TimesFM-2.5,0.857,0.714,0.971,0.066,0.014,0.109
@@ -45,7 +46,6 @@ Toto-2.0-313m,Moirai-2.0,0.829,0.686,0.943,0.099,0.025,0.164
 Toto-2.0-313m,TabPFN-TS-3,0.857,0.714,0.971,0.084,0.007,0.153
 Toto-2.0-313m,Chronos-Bolt,0.857,0.714,0.971,0.143,0.074,0.204
 Toto-2.0-313m,TabPFN-TS,0.886,0.771,0.971,0.162,0.098,0.219
-Toto-2.0-313m,PatchTST,0.943,0.857,1.0,0.217,0.12,0.289
 Toto-2.0-313m,Seasonal Naive,0.971,0.914,1.0,0.609,0.52,0.687
 Toto-2.0-22m,Toto-2.0-2.5B,0.2,0.086,0.343,-0.03,-0.067,0.003
 Toto-2.0-22m,Toto-2.0-1B,0.2,0.086,0.343,-0.027,-0.054,-0.002
@@ -53,6 +53,7 @@ Toto-2.0-22m,Toto-2.0-313m,0.143,0.029,0.286,-0.025,-0.043,-0.007
 Toto-2.0-22m,Toto-2.0-22m,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-2.0-22m,Toto-1.0,0.657,0.514,0.8,0.027,-0.017,0.071
 Toto-2.0-22m,Chronos-2,0.771,0.629,0.914,-0.001,-0.064,0.047
+Toto-2.0-22m,TiRex-2,0.714,0.571,0.857,0.046,0.018,0.08
 Toto-2.0-22m,Toto-2.0-4m,0.886,0.771,0.971,0.039,0.013,0.063
 Toto-2.0-22m,TiRex,0.829,0.686,0.943,0.056,0.01,0.1
 Toto-2.0-22m,TimesFM-2.5,0.857,0.714,0.971,0.043,-0.001,0.079
@@ -61,7 +62,6 @@ Toto-2.0-22m,Moirai-2.0,0.829,0.686,0.943,0.077,0.014,0.129
 Toto-2.0-22m,TabPFN-TS-3,0.886,0.771,0.971,0.061,-0.02,0.129
 Toto-2.0-22m,Chronos-Bolt,0.857,0.714,0.971,0.122,0.062,0.176
 Toto-2.0-22m,TabPFN-TS,0.886,0.771,0.971,0.141,0.083,0.194
-Toto-2.0-22m,PatchTST,0.943,0.857,1.0,0.197,0.099,0.274
 Toto-2.0-22m,Seasonal Naive,0.971,0.914,1.0,0.6,0.511,0.678
 Toto-1.0,Toto-2.0-2.5B,0.2,0.086,0.343,-0.058,-0.135,0.002
 Toto-1.0,Toto-2.0-1B,0.229,0.086,0.371,-0.055,-0.122,0.004
@@ -69,6 +69,7 @@ Toto-1.0,Toto-2.0-313m,0.2,0.086,0.343,-0.053,-0.118,0.004
 Toto-1.0,Toto-2.0-22m,0.343,0.2,0.486,-0.028,-0.076,0.017
 Toto-1.0,Toto-1.0,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-1.0,Chronos-2,0.686,0.543,0.857,-0.028,-0.106,0.029
+Toto-1.0,TiRex-2,0.629,0.457,0.8,0.02,-0.022,0.056
 Toto-1.0,Toto-2.0-4m,0.571,0.4,0.743,0.013,-0.018,0.041
 Toto-1.0,TiRex,0.686,0.514,0.829,0.03,-0.003,0.065
 Toto-1.0,TimesFM-2.5,0.686,0.542,0.829,0.017,-0.034,0.056
@@ -77,7 +78,6 @@ Toto-1.0,Moirai-2.0,0.771,0.629,0.9,0.052,0.007,0.093
 Toto-1.0,TabPFN-TS-3,0.8,0.657,0.914,0.036,-0.07,0.11
 Toto-1.0,Chronos-Bolt,0.8,0.657,0.914,0.098,0.044,0.149
 Toto-1.0,TabPFN-TS,0.857,0.714,0.943,0.117,0.064,0.169
-Toto-1.0,PatchTST,0.886,0.771,0.971,0.175,0.059,0.264
 Toto-1.0,Seasonal Naive,0.971,0.914,1.0,0.589,0.502,0.663
 Chronos-2,Toto-2.0-2.5B,0.2,0.057,0.343,-0.029,-0.069,0.013
 Chronos-2,Toto-2.0-1B,0.2,0.057,0.343,-0.026,-0.072,0.024
@@ -85,6 +85,7 @@ Chronos-2,Toto-2.0-313m,0.171,0.057,0.314,-0.024,-0.075,0.033
 Chronos-2,Toto-2.0-22m,0.229,0.086,0.371,0.001,-0.05,0.06
 Chronos-2,Toto-1.0,0.314,0.143,0.457,0.028,-0.03,0.096
 Chronos-2,Chronos-2,0.5,0.5,0.5,0.0,0.0,0.0
+Chronos-2,TiRex-2,0.571,0.4,0.743,0.047,-0.005,0.122
 Chronos-2,Toto-2.0-4m,0.571,0.4,0.743,0.04,-0.01,0.106
 Chronos-2,TiRex,0.629,0.485,0.771,0.057,0.003,0.132
 Chronos-2,TimesFM-2.5,0.571,0.4,0.743,0.044,-0.007,0.096
@@ -93,14 +94,30 @@ Chronos-2,Moirai-2.0,0.8,0.657,0.914,0.078,0.017,0.149
 Chronos-2,TabPFN-TS-3,0.771,0.629,0.886,0.062,0.018,0.106
 Chronos-2,Chronos-Bolt,0.857,0.743,0.971,0.123,0.062,0.192
 Chronos-2,TabPFN-TS,0.943,0.857,1.0,0.142,0.093,0.195
-Chronos-2,PatchTST,0.857,0.743,0.944,0.198,0.124,0.265
 Chronos-2,Seasonal Naive,0.971,0.914,1.0,0.6,0.515,0.675
+TiRex-2,Toto-2.0-2.5B,0.2,0.086,0.343,-0.08,-0.153,-0.029
+TiRex-2,Toto-2.0-1B,0.257,0.114,0.4,-0.076,-0.141,-0.031
+TiRex-2,Toto-2.0-313m,0.257,0.114,0.4,-0.074,-0.125,-0.031
+TiRex-2,Toto-2.0-22m,0.286,0.143,0.429,-0.048,-0.087,-0.018
+TiRex-2,Toto-1.0,0.371,0.2,0.543,-0.02,-0.06,0.021
+TiRex-2,Chronos-2,0.429,0.257,0.6,-0.049,-0.139,0.005
+TiRex-2,TiRex-2,0.5,0.5,0.5,0.0,0.0,0.0
+TiRex-2,Toto-2.0-4m,0.457,0.286,0.629,-0.007,-0.031,0.016
+TiRex-2,TiRex,0.629,0.457,0.8,0.01,-0.017,0.039
+TiRex-2,TimesFM-2.5,0.629,0.457,0.8,-0.003,-0.054,0.035
+TiRex-2,FlowState,0.743,0.6,0.886,0.036,-0.071,0.121
+TiRex-2,Moirai-2.0,0.829,0.714,0.943,0.033,-0.017,0.075
+TiRex-2,TabPFN-TS-3,0.771,0.628,0.914,0.016,-0.099,0.089
+TiRex-2,Chronos-Bolt,0.857,0.714,0.971,0.079,0.032,0.124
+TiRex-2,TabPFN-TS,0.857,0.714,0.971,0.099,0.043,0.146
+TiRex-2,Seasonal Naive,0.971,0.914,1.0,0.58,0.496,0.656
 Toto-2.0-4m,Toto-2.0-2.5B,0.229,0.114,0.371,-0.072,-0.134,-0.027
 Toto-2.0-4m,Toto-2.0-1B,0.143,0.029,0.257,-0.068,-0.122,-0.025
 Toto-2.0-4m,Toto-2.0-313m,0.086,0.0,0.2,-0.066,-0.111,-0.026
 Toto-2.0-4m,Toto-2.0-22m,0.114,0.029,0.229,-0.041,-0.068,-0.013
 Toto-2.0-4m,Toto-1.0,0.429,0.257,0.6,-0.013,-0.043,0.017
 Toto-2.0-4m,Chronos-2,0.429,0.257,0.6,-0.042,-0.119,0.01
+Toto-2.0-4m,TiRex-2,0.543,0.371,0.714,0.007,-0.016,0.03
 Toto-2.0-4m,Toto-2.0-4m,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-2.0-4m,TiRex,0.629,0.457,0.8,0.018,-0.016,0.048
 Toto-2.0-4m,TimesFM-2.5,0.6,0.429,0.771,0.004,-0.047,0.042
@@ -109,7 +126,6 @@ Toto-2.0-4m,Moirai-2.0,0.829,0.686,0.943,0.04,-0.012,0.081
 Toto-2.0-4m,TabPFN-TS-3,0.8,0.657,0.914,0.023,-0.081,0.094
 Toto-2.0-4m,Chronos-Bolt,0.8,0.657,0.914,0.086,0.028,0.137
 Toto-2.0-4m,TabPFN-TS,0.829,0.686,0.943,0.106,0.053,0.155
-Toto-2.0-4m,PatchTST,0.943,0.857,1.0,0.165,0.054,0.251
 Toto-2.0-4m,Seasonal Naive,0.971,0.914,1.0,0.583,0.494,0.661
 TiRex,Toto-2.0-2.5B,0.229,0.086,0.371,-0.091,-0.175,-0.022
 TiRex,Toto-2.0-1B,0.229,0.114,0.371,-0.088,-0.165,-0.021
@@ -117,6 +133,7 @@ TiRex,Toto-2.0-313m,0.143,0.029,0.286,-0.085,-0.16,-0.022
 TiRex,Toto-2.0-22m,0.171,0.057,0.314,-0.059,-0.112,-0.01
 TiRex,Toto-1.0,0.314,0.171,0.486,-0.031,-0.069,0.003
 TiRex,Chronos-2,0.371,0.229,0.515,-0.06,-0.153,-0.003
+TiRex,TiRex-2,0.371,0.2,0.543,-0.01,-0.04,0.017
 TiRex,Toto-2.0-4m,0.371,0.2,0.543,-0.018,-0.051,0.016
 TiRex,TiRex,0.5,0.5,0.5,0.0,0.0,0.0
 TiRex,TimesFM-2.5,0.571,0.4,0.743,-0.013,-0.054,0.021
@@ -125,7 +142,6 @@ TiRex,Moirai-2.0,0.743,0.6,0.886,0.022,-0.007,0.047
 TiRex,TabPFN-TS-3,0.829,0.686,0.943,0.006,-0.104,0.072
 TiRex,Chronos-Bolt,0.829,0.686,0.943,0.07,0.035,0.109
 TiRex,TabPFN-TS,0.857,0.714,0.971,0.09,0.042,0.136
-TiRex,PatchTST,0.829,0.686,0.943,0.15,0.031,0.238
 TiRex,Seasonal Naive,0.971,0.914,1.0,0.576,0.494,0.648
 TimesFM-2.5,Toto-2.0-2.5B,0.229,0.114,0.371,-0.077,-0.141,-0.009
 TimesFM-2.5,Toto-2.0-1B,0.143,0.029,0.286,-0.073,-0.131,-0.013
@@ -133,6 +149,7 @@ TimesFM-2.5,Toto-2.0-313m,0.143,0.029,0.286,-0.071,-0.122,-0.015
 TimesFM-2.5,Toto-2.0-22m,0.143,0.029,0.286,-0.045,-0.086,0.001
 TimesFM-2.5,Toto-1.0,0.314,0.171,0.457,-0.017,-0.059,0.033
 TimesFM-2.5,Chronos-2,0.429,0.257,0.6,-0.046,-0.106,0.007
+TimesFM-2.5,TiRex-2,0.371,0.2,0.543,0.003,-0.036,0.051
 TimesFM-2.5,Toto-2.0-4m,0.4,0.229,0.571,-0.004,-0.044,0.045
 TimesFM-2.5,TiRex,0.429,0.257,0.6,0.013,-0.021,0.051
 TimesFM-2.5,TimesFM-2.5,0.5,0.5,0.5,0.0,0.0,0.0
@@ -141,7 +158,6 @@ TimesFM-2.5,Moirai-2.0,0.686,0.529,0.814,0.035,-0.001,0.074
 TimesFM-2.5,TabPFN-TS-3,0.714,0.571,0.857,0.019,-0.061,0.074
 TimesFM-2.5,Chronos-Bolt,0.771,0.629,0.9,0.082,0.047,0.121
 TimesFM-2.5,TabPFN-TS,0.829,0.714,0.943,0.102,0.06,0.148
-TimesFM-2.5,PatchTST,0.914,0.8,1.0,0.161,0.075,0.232
 TimesFM-2.5,Seasonal Naive,1.0,1.0,1.0,0.581,0.499,0.656
 FlowState,Toto-2.0-2.5B,0.171,0.057,0.314,-0.12,-0.218,-0.024
 FlowState,Toto-2.0-1B,0.2,0.086,0.343,-0.116,-0.219,-0.018
@@ -149,6 +165,7 @@ FlowState,Toto-2.0-313m,0.229,0.086,0.372,-0.114,-0.224,-0.01
 FlowState,Toto-2.0-22m,0.171,0.057,0.314,-0.087,-0.19,0.008
 FlowState,Toto-1.0,0.314,0.171,0.457,-0.058,-0.163,0.044
 FlowState,Chronos-2,0.257,0.114,0.4,-0.088,-0.161,-0.019
+FlowState,TiRex-2,0.257,0.114,0.4,-0.037,-0.138,0.067
 FlowState,Toto-2.0-4m,0.257,0.114,0.4,-0.045,-0.146,0.056
 FlowState,TiRex,0.343,0.2,0.486,-0.026,-0.123,0.074
 FlowState,TimesFM-2.5,0.371,0.214,0.529,-0.04,-0.11,0.028
@@ -157,7 +174,6 @@ FlowState,Moirai-2.0,0.457,0.3,0.614,-0.003,-0.091,0.091
 FlowState,TabPFN-TS-3,0.543,0.371,0.714,-0.02,-0.083,0.032
 FlowState,Chronos-Bolt,0.629,0.471,0.786,0.045,-0.016,0.127
 FlowState,TabPFN-TS,0.657,0.486,0.8,0.066,-0.016,0.145
-FlowState,PatchTST,0.771,0.629,0.914,0.127,0.052,0.192
 FlowState,Seasonal Naive,1.0,1.0,1.0,0.565,0.485,0.645
 Moirai-2.0,Toto-2.0-2.5B,0.229,0.114,0.371,-0.116,-0.205,-0.027
 Moirai-2.0,Toto-2.0-1B,0.2,0.086,0.343,-0.113,-0.202,-0.027
@@ -165,6 +181,7 @@ Moirai-2.0,Toto-2.0-313m,0.171,0.057,0.314,-0.11,-0.197,-0.026
 Moirai-2.0,Toto-2.0-22m,0.171,0.057,0.314,-0.084,-0.149,-0.014
 Moirai-2.0,Toto-1.0,0.229,0.1,0.371,-0.055,-0.102,-0.007
 Moirai-2.0,Chronos-2,0.2,0.086,0.343,-0.085,-0.175,-0.018
+Moirai-2.0,TiRex-2,0.171,0.057,0.286,-0.034,-0.081,0.017
 Moirai-2.0,Toto-2.0-4m,0.171,0.057,0.314,-0.041,-0.088,0.012
 Moirai-2.0,TiRex,0.257,0.114,0.4,-0.023,-0.049,0.007
 Moirai-2.0,TimesFM-2.5,0.314,0.186,0.471,-0.037,-0.079,0.001
@@ -173,7 +190,6 @@ Moirai-2.0,Moirai-2.0,0.5,0.5,0.5,0.0,0.0,0.0
 Moirai-2.0,TabPFN-TS-3,0.6,0.429,0.743,-0.017,-0.126,0.052
 Moirai-2.0,Chronos-Bolt,0.671,0.543,0.8,0.048,0.019,0.085
 Moirai-2.0,TabPFN-TS,0.714,0.571,0.857,0.069,0.026,0.116
-Moirai-2.0,PatchTST,0.743,0.6,0.858,0.13,0.011,0.222
 Moirai-2.0,Seasonal Naive,1.0,1.0,1.0,0.566,0.485,0.64
 TabPFN-TS-3,Toto-2.0-2.5B,0.171,0.057,0.314,-0.097,-0.174,-0.023
 TabPFN-TS-3,Toto-2.0-1B,0.2,0.086,0.343,-0.094,-0.175,-0.016
@@ -181,6 +197,7 @@ TabPFN-TS-3,Toto-2.0-313m,0.143,0.029,0.286,-0.092,-0.181,-0.007
 TabPFN-TS-3,Toto-2.0-22m,0.114,0.029,0.229,-0.065,-0.148,0.019
 TabPFN-TS-3,Toto-1.0,0.2,0.086,0.343,-0.037,-0.124,0.065
 TabPFN-TS-3,Chronos-2,0.229,0.114,0.371,-0.066,-0.119,-0.019
+TabPFN-TS-3,TiRex-2,0.229,0.086,0.372,-0.016,-0.097,0.09
 TabPFN-TS-3,Toto-2.0-4m,0.2,0.086,0.343,-0.024,-0.104,0.075
 TabPFN-TS-3,TiRex,0.171,0.057,0.314,-0.006,-0.078,0.094
 TabPFN-TS-3,TimesFM-2.5,0.286,0.143,0.429,-0.019,-0.08,0.057
@@ -189,7 +206,6 @@ TabPFN-TS-3,Moirai-2.0,0.4,0.257,0.571,0.017,-0.055,0.112
 TabPFN-TS-3,TabPFN-TS-3,0.5,0.5,0.5,0.0,0.0,0.0
 TabPFN-TS-3,Chronos-Bolt,0.571,0.4,0.743,0.065,-0.005,0.159
 TabPFN-TS-3,TabPFN-TS,0.714,0.571,0.857,0.085,0.026,0.156
-TabPFN-TS-3,PatchTST,0.771,0.629,0.914,0.145,0.082,0.205
 TabPFN-TS-3,Seasonal Naive,0.971,0.914,1.0,0.573,0.488,0.654
 Chronos-Bolt,Toto-2.0-2.5B,0.171,0.057,0.314,-0.173,-0.276,-0.077
 Chronos-Bolt,Toto-2.0-1B,0.143,0.029,0.286,-0.169,-0.267,-0.079
@@ -197,6 +213,7 @@ Chronos-Bolt,Toto-2.0-313m,0.143,0.029,0.286,-0.167,-0.256,-0.08
 Chronos-Bolt,Toto-2.0-22m,0.143,0.029,0.286,-0.139,-0.214,-0.066
 Chronos-Bolt,Toto-1.0,0.2,0.086,0.343,-0.108,-0.175,-0.046
 Chronos-Bolt,Chronos-2,0.143,0.029,0.257,-0.14,-0.237,-0.066
+Chronos-Bolt,TiRex-2,0.143,0.029,0.286,-0.086,-0.142,-0.033
 Chronos-Bolt,Toto-2.0-4m,0.2,0.086,0.343,-0.094,-0.159,-0.029
 Chronos-Bolt,TiRex,0.171,0.057,0.314,-0.075,-0.122,-0.037
 Chronos-Bolt,TimesFM-2.5,0.229,0.1,0.371,-0.09,-0.138,-0.049
@@ -205,7 +222,6 @@ Chronos-Bolt,Moirai-2.0,0.329,0.2,0.457,-0.051,-0.093,-0.02
 Chronos-Bolt,TabPFN-TS-3,0.429,0.257,0.6,-0.069,-0.189,0.005
 Chronos-Bolt,Chronos-Bolt,0.5,0.5,0.5,0.0,0.0,0.0
 Chronos-Bolt,TabPFN-TS,0.657,0.486,0.8,0.022,-0.041,0.077
-Chronos-Bolt,PatchTST,0.629,0.457,0.771,0.086,-0.043,0.181
 Chronos-Bolt,Seasonal Naive,1.0,1.0,1.0,0.544,0.464,0.618
 TabPFN-TS,Toto-2.0-2.5B,0.114,0.029,0.229,-0.199,-0.289,-0.111
 TabPFN-TS,Toto-2.0-1B,0.086,0.0,0.2,-0.195,-0.283,-0.11
@@ -213,6 +229,7 @@ TabPFN-TS,Toto-2.0-313m,0.114,0.029,0.229,-0.193,-0.281,-0.109
 TabPFN-TS,Toto-2.0-22m,0.114,0.029,0.229,-0.164,-0.241,-0.091
 TabPFN-TS,Toto-1.0,0.143,0.057,0.286,-0.133,-0.203,-0.069
 TabPFN-TS,Chronos-2,0.057,0.0,0.143,-0.165,-0.242,-0.103
+TabPFN-TS,TiRex-2,0.143,0.029,0.286,-0.11,-0.171,-0.045
 TabPFN-TS,Toto-2.0-4m,0.171,0.057,0.314,-0.119,-0.183,-0.055
 TabPFN-TS,TiRex,0.143,0.029,0.286,-0.099,-0.158,-0.044
 TabPFN-TS,TimesFM-2.5,0.171,0.057,0.286,-0.114,-0.174,-0.063
@@ -221,30 +238,14 @@ TabPFN-TS,Moirai-2.0,0.286,0.143,0.429,-0.074,-0.131,-0.026
 TabPFN-TS,TabPFN-TS-3,0.286,0.143,0.429,-0.093,-0.185,-0.026
 TabPFN-TS,Chronos-Bolt,0.343,0.2,0.514,-0.022,-0.083,0.039
 TabPFN-TS,TabPFN-TS,0.5,0.5,0.5,0.0,0.0,0.0
-TabPFN-TS,PatchTST,0.486,0.314,0.629,0.066,-0.056,0.165
 TabPFN-TS,Seasonal Naive,0.971,0.914,1.0,0.534,0.441,0.617
-PatchTST,Toto-2.0-2.5B,0.057,0.0,0.143,-0.283,-0.407,-0.156
-PatchTST,Toto-2.0-1B,0.057,0.0,0.143,-0.279,-0.403,-0.148
-PatchTST,Toto-2.0-313m,0.057,0.0,0.143,-0.277,-0.406,-0.136
-PatchTST,Toto-2.0-22m,0.057,0.0,0.143,-0.246,-0.377,-0.11
-PatchTST,Toto-1.0,0.114,0.029,0.229,-0.213,-0.36,-0.063
-PatchTST,Chronos-2,0.143,0.056,0.257,-0.247,-0.361,-0.141
-PatchTST,Toto-2.0-4m,0.057,0.0,0.143,-0.197,-0.335,-0.058
-PatchTST,TiRex,0.171,0.057,0.314,-0.176,-0.313,-0.032
-PatchTST,TimesFM-2.5,0.086,0.0,0.2,-0.192,-0.302,-0.081
-PatchTST,FlowState,0.229,0.086,0.371,-0.146,-0.238,-0.054
-PatchTST,Moirai-2.0,0.257,0.142,0.4,-0.15,-0.286,-0.011
-PatchTST,TabPFN-TS-3,0.229,0.086,0.371,-0.169,-0.258,-0.089
-PatchTST,Chronos-Bolt,0.371,0.229,0.543,-0.094,-0.221,0.041
-PatchTST,TabPFN-TS,0.514,0.371,0.686,-0.07,-0.198,0.053
-PatchTST,PatchTST,0.5,0.5,0.5,0.0,0.0,0.0
-PatchTST,Seasonal Naive,0.914,0.8,1.0,0.501,0.396,0.605
 Seasonal Naive,Toto-2.0-2.5B,0.029,0.0,0.086,-1.572,-2.24,-1.096
 Seasonal Naive,Toto-2.0-1B,0.029,0.0,0.086,-1.564,-2.207,-1.09
 Seasonal Naive,Toto-2.0-313m,0.029,0.0,0.086,-1.559,-2.195,-1.085
 Seasonal Naive,Toto-2.0-22m,0.029,0.0,0.086,-1.497,-2.106,-1.046
 Seasonal Naive,Toto-1.0,0.029,0.0,0.086,-1.43,-1.968,-1.008
 Seasonal Naive,Chronos-2,0.029,0.0,0.086,-1.5,-2.081,-1.063
+Seasonal Naive,TiRex-2,0.029,0.0,0.086,-1.382,-1.91,-0.982
 Seasonal Naive,Toto-2.0-4m,0.029,0.0,0.086,-1.399,-1.95,-0.976
 Seasonal Naive,TiRex,0.029,0.0,0.086,-1.357,-1.845,-0.976
 Seasonal Naive,TimesFM-2.5,0.0,0.0,0.0,-1.389,-1.909,-0.998
@@ -253,5 +254,4 @@ Seasonal Naive,Moirai-2.0,0.0,0.0,0.0,-1.304,-1.774,-0.943
 Seasonal Naive,TabPFN-TS-3,0.029,0.0,0.086,-1.344,-1.892,-0.953
 Seasonal Naive,Chronos-Bolt,0.0,0.0,0.0,-1.193,-1.621,-0.864
 Seasonal Naive,TabPFN-TS,0.029,0.0,0.086,-1.145,-1.61,-0.79
-Seasonal Naive,PatchTST,0.086,0.0,0.2,-1.004,-1.532,-0.656
 Seasonal Naive,Seasonal Naive,0.5,0.5,0.5,0.0,0.0,0.0
diff --git a/tables/task_type_univariate/leaderboard_MASE.csv b/tables/task_type_univariate/leaderboard_MASE.csv
index 06ca439103bee3cb21b724f0947e1570a6774fda..35bf995b5f7d312708d1b2bac88816536638b61d 100644
--- a/tables/task_type_univariate/leaderboard_MASE.csv
+++ b/tables/task_type_univariate/leaderboard_MASE.csv
@@ -1,28 +1,29 @@
 model_name,win_rate,skill_score,median_training_time_s_per100,median_inference_time_s_per100,training_corpus_overlap,num_failures
-Chronos-2,82.9326923076923,27.99390713883231,0.0,0.21276834204301076,0.0,0.0
-Toto-2.0-1B,77.28365384615384,26.7317219556384,0.0,2.426733271357678,0.0,0.0
-Toto-2.0-2.5B,76.5625,26.534681339191103,0.0,5.326006857917275,0.0,0.0
-Toto-2.0-313m,73.5576923076923,26.313790788283832,0.0,1.0634686123833972,0.0,0.0
-TiRex,73.4375,25.71132197130257,0.0,0.19425185975,0.0,0.0
-TimesFM-2.5,71.63461538461539,26.27899613370557,0.0,0.559727848226858,0.0,0.0
-FlowState,67.42788461538461,22.090684936518613,0.0,1.039144312046837,0.0,0.0
-TabPFN-TS-3,66.46634615384616,22.563323248242327,0.0,215.38034239575552,0.0,0.0
-Toto-2.0-22m,64.54326923076923,24.3703980848735,0.0,0.23846756001861044,0.0,0.0
-TabPFN-TS,57.8125,22.971187048045326,0.0,64.98920974493144,0.0,0.0
-Toto-1.0,53.96634615384615,22.107452063429612,0.0,10.730363198083333,0.0,0.0
-Chronos-Bolt,52.223557692307686,20.7663634347118,0.0,0.20924117567741934,0.0,0.0
-Toto-2.0-4m,51.32211538461539,21.607166213549956,0.0,0.19166024198924733,0.0,0.0
-Moirai-2.0,48.737980769230774,20.291476627842265,0.0,0.25535015816666673,0.34375,0.0
-Stat. Ensemble,45.49278846153847,13.4680243890007,0.0,106.14506022419354,0.0,6.25
-CatBoost,45.19230769230769,16.466986315536523,9.475867548113083,0.08841646971432476,0.0,0.0
-LightGBM,44.11057692307692,15.511460150461742,0.6467891415693146,0.07631481828775127,0.0,0.0
-Sundial-Base,43.62980769230769,18.370018530095255,0.0,7.954820643464173,0.0,0.0
-TFT,40.44471153846153,16.528467051420602,281.18259558108974,0.24915869446443342,0.0,0.0
-AutoARIMA,40.20432692307692,11.681251245201373,0.0,13.951509990514431,0.0,6.25
-AutoETS,37.86057692307692,6.371835454547458,0.0,2.457903827995606,0.0,6.25
-DeepAR,37.199519230769226,16.846504531563646,467.93394356724366,0.5208180233333334,0.0,3.125
-PatchTST,30.16826923076923,13.144855820742507,288.3942907752257,0.3001826822611663,0.0,0.0
-AutoTheta,26.442307692307693,5.9153801345410155,0.0,1.7630840095781735,0.0,0.0
-Seasonal Naive,18.870192307692307,0.0,0.0,0.23815382831046544,0.0,0.0
-Drift,12.740384615384615,-41.376329526852395,0.0,0.217463340720339,0.0,0.0
-Naive,9.735576923076923,-39.61909492922238,0.0,0.20769629459577615,0.0,0.0
+Chronos-2,81.94444444444444,27.99390713883231,0.0,0.21276834204301076,0.0,0.0
+Toto-2.0-1B,76.62037037037037,26.7317219556384,0.0,2.426733271357678,0.0,0.0
+Toto-2.0-2.5B,75.81018518518519,26.534681339191103,0.0,5.326006857917275,0.0,0.0
+TiRex-2,74.42129629629629,26.288323340337783,0.0,0.11399175149975034,0.0,0.0
+Toto-2.0-313m,72.80092592592592,26.313790788283832,0.0,1.0634686123833972,0.0,0.0
+TiRex,72.10648148148148,25.71132197130257,0.0,0.19425185975,0.0,0.0
+TimesFM-2.5,70.83333333333334,26.27899613370557,0.0,0.559727848226858,0.0,0.0
+FlowState,66.31944444444444,22.090684936518613,0.0,1.039144312046837,0.0,0.0
+TabPFN-TS-3,65.625,22.563323248242327,0.0,215.38034239575552,0.0,0.0
+Toto-2.0-22m,63.31018518518518,24.3703980848735,0.0,0.23846756001861044,0.0,0.0
+TabPFN-TS,56.59722222222222,22.971187048045326,0.0,64.98920974493144,0.0,0.0
+Toto-1.0,52.77777777777778,22.107452063429612,0.0,10.730363198083333,0.0,0.0
+Chronos-Bolt,51.09953703703704,20.7663634347118,0.0,0.20924117567741934,0.0,0.0
+Toto-2.0-4m,50.11574074074075,21.607166213549956,0.0,0.19166024198924733,0.0,0.0
+Moirai-2.0,47.62731481481482,20.291476627842265,0.0,0.25535015816666673,0.34375,0.0
+Stat. Ensemble,44.61805555555556,13.4680243890007,0.0,106.14506022419354,0.0,6.25
+CatBoost,44.44444444444444,16.466986315536523,9.475867548113083,0.08841646971432476,0.0,0.0
+LightGBM,43.1712962962963,15.511460150461742,0.6467891415693146,0.07631481828775127,0.0,0.0
+Sundial-Base,42.70833333333333,18.370018530095255,0.0,7.954820643464173,0.0,0.0
+TFT,39.52546296296296,16.528467051420602,281.18259558108974,0.24915869446443342,0.0,0.0
+AutoARIMA,39.29398148148148,11.681251245201373,0.0,13.951509990514431,0.0,6.25
+AutoETS,37.03703703703704,6.371835454547458,0.0,2.457903827995606,0.0,6.25
+DeepAR,36.28472222222222,16.846504531563646,467.93394356724366,0.5208180233333334,0.0,3.125
+PatchTST,29.28240740740741,13.144855820742507,288.3942907752257,0.3001826822611663,0.0,0.0
+AutoTheta,25.578703703703702,5.9153801345410155,0.0,1.7630840095781735,0.0,0.0
+Seasonal Naive,18.287037037037038,0.0,0.0,0.23815382831046544,0.0,0.0
+Drift,12.38425925925926,-41.376329526852395,0.0,0.217463340720339,0.0,0.0
+Naive,9.375,-39.61909492922238,0.0,0.20769629459577615,0.0,0.0
diff --git a/tables/task_type_univariate/leaderboard_SQL.csv b/tables/task_type_univariate/leaderboard_SQL.csv
index ef62a7be3a306419f7bed8869a9fd245837cac67..10479f536c10b3bbe458977afda3965a7f452c46 100644
--- a/tables/task_type_univariate/leaderboard_SQL.csv
+++ b/tables/task_type_univariate/leaderboard_SQL.csv
@@ -1,28 +1,29 @@
 model_name,win_rate,skill_score,median_training_time_s_per100,median_inference_time_s_per100,training_corpus_overlap,num_failures
-Chronos-2,86.17788461538461,37.0339598769268,0.0,0.21276834204301076,0.0,0.0
-Toto-2.0-1B,80.76923076923077,35.75175890481369,0.0,2.426733271357678,0.0,0.0
-Toto-2.0-2.5B,79.6875,35.627348248727685,0.0,5.326006857917275,0.0,0.0
-Toto-2.0-313m,77.88461538461539,35.286196090295455,0.0,1.0634686123833972,0.0,0.0
-TiRex,77.40384615384616,35.01369078500964,0.0,0.19425185975,0.0,0.0
-TimesFM-2.5,73.79807692307693,34.92408244319366,0.0,0.559727848226858,0.0,0.0
-Toto-2.0-22m,69.35096153846155,33.843246413499806,0.0,0.23846756001861044,0.0,0.0
-TabPFN-TS-3,68.14903846153845,32.682760506952434,0.0,215.38034239575552,0.0,0.0
-FlowState,65.86538461538461,30.464806712356275,0.0,1.039144312046837,0.0,0.0
-TabPFN-TS,62.379807692307686,32.38738295255295,0.0,64.98920974493144,0.0,0.0
-Toto-1.0,57.692307692307686,31.530105413500053,0.0,10.730363198083333,0.0,0.0
-Chronos-Bolt,56.31009615384615,30.12432270033647,0.0,0.20924117567741934,0.0,0.0
-Toto-2.0-4m,56.129807692307686,31.209124473024797,0.0,0.19166024198924733,0.0,0.0
-Moirai-2.0,51.98317307692307,28.97697911952871,0.0,0.25535015816666673,0.34375,0.0
-Stat. Ensemble,44.65144230769231,16.567011147038457,0.0,106.14506022419354,0.0,6.25
-TFT,43.50961538461539,23.706570356059153,281.18259558108974,0.24915869446443342,0.0,0.0
-AutoARIMA,42.00721153846153,18.030570877700292,0.0,13.951509990514431,0.0,6.25
-DeepAR,40.86538461538461,23.555355495413068,467.93394356724366,0.5208180233333334,0.0,3.125
-Sundial-Base,34.855769230769226,22.91486952517109,0.0,7.954820643464173,0.0,0.0
-AutoETS,34.73557692307692,-36.16184103810849,0.0,2.457903827995606,0.0,6.25
-PatchTST,34.43509615384615,20.15355435692837,288.3942907752257,0.3001826822611663,0.0,0.0
-CatBoost,25.120192307692307,9.552459340446495,9.475867548113083,0.08841646971432476,0.0,0.0
-LightGBM,23.557692307692307,8.517838561728631,0.6467891415693146,0.07631481828775127,0.0,0.0
-AutoTheta,23.076923076923077,-4.510352730031664,0.0,1.7630840095781735,0.0,0.0
-Seasonal Naive,18.93028846153846,0.0,0.0,0.23815382831046544,0.0,0.0
-Drift,11.298076923076923,-74.23187160698073,0.0,0.217463340720339,0.0,0.0
-Naive,9.375,-74.54960384295045,0.0,0.20769629459577615,0.0,0.0
+Chronos-2,84.83796296296296,37.0339598769268,0.0,0.21276834204301076,0.0,0.0
+TiRex-2,79.62962962962963,35.379913871741486,0.0,0.11399175149975034,0.0,0.0
+Toto-2.0-1B,79.51388888888889,35.75175890481369,0.0,2.426733271357678,0.0,0.0
+Toto-2.0-2.5B,78.58796296296296,35.627348248727685,0.0,5.326006857917275,0.0,0.0
+Toto-2.0-313m,76.85185185185185,35.286196090295455,0.0,1.0634686123833972,0.0,0.0
+TiRex,75.92592592592592,35.01369078500964,0.0,0.19425185975,0.0,0.0
+TimesFM-2.5,72.91666666666666,34.92408244319366,0.0,0.559727848226858,0.0,0.0
+Toto-2.0-22m,67.82407407407408,33.843246413499806,0.0,0.23846756001861044,0.0,0.0
+TabPFN-TS-3,66.89814814814815,32.682760506952434,0.0,215.38034239575552,0.0,0.0
+FlowState,64.69907407407408,30.464806712356275,0.0,1.039144312046837,0.0,0.0
+TabPFN-TS,60.879629629629626,32.38738295255295,0.0,64.98920974493144,0.0,0.0
+Toto-1.0,56.25,31.530105413500053,0.0,10.730363198083333,0.0,0.0
+Chronos-Bolt,54.918981481481474,30.12432270033647,0.0,0.20924117567741934,0.0,0.0
+Toto-2.0-4m,54.513888888888886,31.209124473024797,0.0,0.19166024198924733,0.0,0.0
+Moirai-2.0,50.75231481481482,28.97697911952871,0.0,0.25535015816666673,0.34375,0.0
+Stat. Ensemble,43.57638888888889,16.567011147038457,0.0,106.14506022419354,0.0,6.25
+TFT,42.36111111111111,23.706570356059153,281.18259558108974,0.24915869446443342,0.0,0.0
+AutoARIMA,40.914351851851855,18.030570877700292,0.0,13.951509990514431,0.0,6.25
+DeepAR,39.58333333333333,23.555355495413068,467.93394356724366,0.5208180233333334,0.0,3.125
+AutoETS,33.91203703703704,-36.16184103810849,0.0,2.457903827995606,0.0,6.25
+Sundial-Base,33.91203703703704,22.91486952517109,0.0,7.954820643464173,0.0,0.0
+PatchTST,33.27546296296296,20.15355435692837,288.3942907752257,0.3001826822611663,0.0,0.0
+CatBoost,24.189814814814813,9.552459340446495,9.475867548113083,0.08841646971432476,0.0,0.0
+LightGBM,22.685185185185187,8.517838561728631,0.6467891415693146,0.07631481828775127,0.0,0.0
+AutoTheta,22.337962962962962,-4.510352730031664,0.0,1.7630840095781735,0.0,0.0
+Seasonal Naive,18.229166666666664,0.0,0.0,0.23815382831046544,0.0,0.0
+Drift,10.99537037037037,-74.23187160698073,0.0,0.217463340720339,0.0,0.0
+Naive,9.027777777777777,-74.54960384295045,0.0,0.20769629459577615,0.0,0.0
diff --git a/tables/task_type_univariate/leaderboard_WAPE.csv b/tables/task_type_univariate/leaderboard_WAPE.csv
index d90ed8507c814820329491c34d926f2f89307d27..bfc191741c7d261e50e7496688f1f55302788f94 100644
--- a/tables/task_type_univariate/leaderboard_WAPE.csv
+++ b/tables/task_type_univariate/leaderboard_WAPE.csv
@@ -1,28 +1,29 @@
 model_name,win_rate,skill_score,median_training_time_s_per100,median_inference_time_s_per100,training_corpus_overlap,num_failures
-Chronos-2,80.40865384615384,31.574899293883963,0.0,0.21276834204301076,0.0,0.0
-Toto-2.0-2.5B,80.40865384615384,30.224981323893342,0.0,5.326006857917275,0.0,0.0
-Toto-2.0-1B,76.80288461538461,29.905280904300813,0.0,2.426733271357678,0.0,0.0
-Toto-2.0-313m,75.36057692307693,29.714765414268427,0.0,1.0634686123833972,0.0,0.0
-TimesFM-2.5,73.79807692307693,29.650904955748313,0.0,0.559727848226858,0.0,0.0
-TiRex,71.51442307692307,29.22524679854486,0.0,0.19425185975,0.0,0.0
-TabPFN-TS-3,68.50961538461539,27.214867518163455,0.0,215.38034239575552,0.0,0.0
-FlowState,67.54807692307693,30.09959363932445,0.0,1.039144312046837,0.0,0.0
-Toto-2.0-22m,65.7451923076923,28.604848057546317,0.0,0.23846756001861044,0.0,0.0
-TabPFN-TS,60.69711538461539,28.793683286196813,0.0,64.98920974493144,0.0,0.0
-Toto-1.0,55.88942307692307,25.577740272044245,0.0,10.730363198083333,0.0,0.0
-Chronos-Bolt,54.26682692307693,25.40621225271993,0.0,0.20924117567741934,0.0,0.0
-Toto-2.0-4m,51.32211538461539,24.679707504856008,0.0,0.19166024198924733,0.0,0.0
-Moirai-2.0,49.93990384615385,23.058536180274736,0.0,0.25535015816666673,0.34375,0.0
-Stat. Ensemble,43.68990384615385,17.727727626633715,0.0,106.14506022419354,0.0,6.25
-Sundial-Base,42.90865384615385,20.448180173908913,0.0,7.954820643464173,0.0,0.0
-CatBoost,41.22596153846153,18.76505901842784,9.475867548113083,0.08841646971432476,0.0,0.0
-LightGBM,41.105769230769226,19.037255796555574,0.6467891415693146,0.07631481828775127,0.0,0.0
-TFT,40.08413461538461,18.373603116607807,281.18259558108974,0.24915869446443342,0.0,0.0
-AutoARIMA,39.60336538461539,15.505959555026772,0.0,13.951509990514431,0.0,6.25
-AutoETS,36.29807692307692,2.3580411343619434,0.0,2.457903827995606,0.0,6.25
-DeepAR,34.074519230769226,17.802230426242115,467.93394356724366,0.5208180233333334,0.0,3.125
-PatchTST,30.16826923076923,14.865163123427871,288.3942907752257,0.3001826822611663,0.0,0.0
-AutoTheta,25.360576923076923,10.33674396649873,0.0,1.7630840095781735,0.0,0.0
-Seasonal Naive,18.990384615384613,0.0,0.0,0.23815382831046544,0.0,0.0
-Drift,13.341346153846153,-19.83598592543119,0.0,0.217463340720339,0.0,0.0
-Naive,10.9375,-21.496080116325867,0.0,0.20769629459577615,0.0,0.0
+Chronos-2,79.74537037037037,31.574899293883963,0.0,0.21276834204301076,0.0,0.0
+Toto-2.0-2.5B,79.74537037037037,30.224981323893342,0.0,5.326006857917275,0.0,0.0
+Toto-2.0-1B,76.1574074074074,29.905280904300813,0.0,2.426733271357678,0.0,0.0
+TiRex-2,75.92592592592592,30.83324417879393,0.0,0.11399175149975034,0.0,0.0
+Toto-2.0-313m,74.65277777777779,29.714765414268427,0.0,1.0634686123833972,0.0,0.0
+TimesFM-2.5,72.68518518518519,29.650904955748313,0.0,0.559727848226858,0.0,0.0
+TiRex,70.48611111111111,29.22524679854486,0.0,0.19425185975,0.0,0.0
+TabPFN-TS-3,67.70833333333334,27.214867518163455,0.0,215.38034239575552,0.0,0.0
+FlowState,66.43518518518519,30.09959363932445,0.0,1.039144312046837,0.0,0.0
+Toto-2.0-22m,64.58333333333334,28.604848057546317,0.0,0.23846756001861044,0.0,0.0
+TabPFN-TS,59.375,28.793683286196813,0.0,64.98920974493144,0.0,0.0
+Toto-1.0,54.282407407407405,25.577740272044245,0.0,10.730363198083333,0.0,0.0
+Chronos-Bolt,52.83564814814815,25.40621225271993,0.0,0.20924117567741934,0.0,0.0
+Toto-2.0-4m,49.88425925925926,24.679707504856008,0.0,0.19166024198924733,0.0,0.0
+Moirai-2.0,48.78472222222222,23.058536180274736,0.0,0.25535015816666673,0.34375,0.0
+Stat. Ensemble,42.53472222222222,17.727727626633715,0.0,106.14506022419354,0.0,6.25
+Sundial-Base,41.898148148148145,20.448180173908913,0.0,7.954820643464173,0.0,0.0
+CatBoost,40.27777777777778,18.76505901842784,9.475867548113083,0.08841646971432476,0.0,0.0
+LightGBM,40.16203703703704,19.037255796555574,0.6467891415693146,0.07631481828775127,0.0,0.0
+TFT,39.29398148148148,18.373603116607807,281.18259558108974,0.24915869446443342,0.0,0.0
+AutoARIMA,38.59953703703704,15.505959555026772,0.0,13.951509990514431,0.0,6.25
+AutoETS,35.41666666666667,2.3580411343619434,0.0,2.457903827995606,0.0,6.25
+DeepAR,33.04398148148148,17.802230426242115,467.93394356724366,0.5208180233333334,0.0,3.125
+PatchTST,29.166666666666668,14.865163123427871,288.3942907752257,0.3001826822611663,0.0,0.0
+AutoTheta,24.537037037037038,10.33674396649873,0.0,1.7630840095781735,0.0,0.0
+Seasonal Naive,18.287037037037038,0.0,0.0,0.23815382831046544,0.0,0.0
+Drift,12.962962962962962,-19.83598592543119,0.0,0.217463340720339,0.0,0.0
+Naive,10.532407407407407,-21.496080116325867,0.0,0.20769629459577615,0.0,0.0
diff --git a/tables/task_type_univariate/leaderboard_WQL.csv b/tables/task_type_univariate/leaderboard_WQL.csv
index e0afe7f6ba8b1bbff7bfac52f7555818054f3059..b7fac491f4097d46bbb4f25d6b53f93813cf7686 100644
--- a/tables/task_type_univariate/leaderboard_WQL.csv
+++ b/tables/task_type_univariate/leaderboard_WQL.csv
@@ -1,28 +1,29 @@
 model_name,win_rate,skill_score,median_training_time_s_per100,median_inference_time_s_per100,training_corpus_overlap,num_failures
-Chronos-2,83.89423076923077,40.84628843868441,0.0,0.21276834204301076,0.0,0.0
-Toto-2.0-2.5B,81.61057692307693,39.45397727376795,0.0,5.326006857917275,0.0,0.0
-Toto-2.0-1B,80.52884615384616,39.19637123849717,0.0,2.426733271357678,0.0,0.0
-Toto-2.0-313m,77.04326923076923,38.92296866055266,0.0,1.0634686123833972,0.0,0.0
-TiRex,74.8798076923077,38.74983094426454,0.0,0.19425185975,0.0,0.0
-TimesFM-2.5,74.39903846153845,38.69064615813591,0.0,0.559727848226858,0.0,0.0
-TabPFN-TS-3,71.39423076923077,37.13611033754862,0.0,215.38034239575552,0.0,0.0
-Toto-2.0-22m,69.83173076923077,38.14902775423167,0.0,0.23846756001861044,0.0,0.0
-FlowState,66.58653846153845,38.4407958273131,0.0,1.039144312046837,0.0,0.0
-TabPFN-TS,63.70192307692307,37.558463928192396,0.0,64.98920974493144,0.0,0.0
-Toto-1.0,57.09134615384615,35.31379800866229,0.0,10.730363198083333,0.0,0.0
-Chronos-Bolt,56.550480769230774,34.89047194343375,0.0,0.20924117567741934,0.0,0.0
-Toto-2.0-4m,55.168269230769226,34.8855731220096,0.0,0.19166024198924733,0.0,0.0
-Moirai-2.0,52.34375,32.600897327995895,0.0,0.25535015816666673,0.34375,0.0
-TFT,44.35096153846153,26.128622094569508,281.18259558108974,0.24915869446443342,0.0,0.0
-Stat. Ensemble,43.68990384615385,19.950951239142245,0.0,106.14506022419354,0.0,6.25
-AutoARIMA,41.64663461538461,21.949127392355493,0.0,13.951509990514431,0.0,6.25
-DeepAR,36.89903846153847,24.48504899458338,467.93394356724366,0.5208180233333334,0.0,3.125
-AutoETS,34.25480769230769,-38.32028900670734,0.0,2.457903827995606,0.0,6.25
-Sundial-Base,34.01442307692308,25.64948000353725,0.0,7.954820643464173,0.0,0.0
-PatchTST,33.35336538461539,22.348910021170553,288.3942907752257,0.3001826822611663,0.0,0.0
-CatBoost,25.841346153846157,12.786321977838044,9.475867548113083,0.08841646971432476,0.0,0.0
-LightGBM,25.600961538461537,13.078551918444692,0.6467891415693146,0.07631481828775127,0.0,0.0
-AutoTheta,24.759615384615387,3.0725928218514276,0.0,1.7630840095781735,0.0,0.0
-Seasonal Naive,19.411057692307693,0.0,0.0,0.23815382831046544,0.0,0.0
-Drift,11.778846153846153,-53.83576239004797,0.0,0.217463340720339,0.0,0.0
-Naive,9.375,-57.89006471235225,0.0,0.20769629459577615,0.0,0.0
+Chronos-2,82.98611111111111,40.84628843868441,0.0,0.21276834204301076,0.0,0.0
+Toto-2.0-2.5B,80.67129629629629,39.45397727376795,0.0,5.326006857917275,0.0,0.0
+Toto-2.0-1B,79.39814814814815,39.19637123849717,0.0,2.426733271357678,0.0,0.0
+TiRex-2,78.81944444444444,40.103157974569356,0.0,0.11399175149975034,0.0,0.0
+Toto-2.0-313m,76.04166666666666,38.92296866055266,0.0,1.0634686123833972,0.0,0.0
+TiRex,73.61111111111111,38.74983094426454,0.0,0.19425185975,0.0,0.0
+TimesFM-2.5,73.14814814814815,38.69064615813591,0.0,0.559727848226858,0.0,0.0
+TabPFN-TS-3,70.37037037037037,37.13611033754862,0.0,215.38034239575552,0.0,0.0
+Toto-2.0-22m,68.51851851851852,38.14902775423167,0.0,0.23846756001861044,0.0,0.0
+FlowState,65.39351851851852,38.4407958273131,0.0,1.039144312046837,0.0,0.0
+TabPFN-TS,62.38425925925925,37.558463928192396,0.0,64.98920974493144,0.0,0.0
+Toto-1.0,55.43981481481482,35.31379800866229,0.0,10.730363198083333,0.0,0.0
+Chronos-Bolt,55.03472222222222,34.89047194343375,0.0,0.20924117567741934,0.0,0.0
+Toto-2.0-4m,53.356481481481474,34.8855731220096,0.0,0.19166024198924733,0.0,0.0
+Moirai-2.0,50.98379629629629,32.600897327995895,0.0,0.25535015816666673,0.34375,0.0
+TFT,43.05555555555556,26.128622094569508,281.18259558108974,0.24915869446443342,0.0,0.0
+Stat. Ensemble,42.65046296296296,19.950951239142245,0.0,106.14506022419354,0.0,6.25
+AutoARIMA,40.567129629629626,21.949127392355493,0.0,13.951509990514431,0.0,6.25
+DeepAR,35.76388888888889,24.48504899458338,467.93394356724366,0.5208180233333334,0.0,3.125
+AutoETS,33.56481481481482,-38.32028900670734,0.0,2.457903827995606,0.0,6.25
+Sundial-Base,33.101851851851855,25.64948000353725,0.0,7.954820643464173,0.0,0.0
+PatchTST,32.2337962962963,22.348910021170553,288.3942907752257,0.3001826822611663,0.0,0.0
+CatBoost,25.0,12.786321977838044,9.475867548113083,0.08841646971432476,0.0,0.0
+LightGBM,24.76851851851852,13.078551918444692,0.6467891415693146,0.07631481828775127,0.0,0.0
+AutoTheta,23.958333333333336,3.0725928218514276,0.0,1.7630840095781735,0.0,0.0
+Seasonal Naive,18.69212962962963,0.0,0.0,0.23815382831046544,0.0,0.0
+Drift,11.458333333333332,-53.83576239004797,0.0,0.217463340720339,0.0,0.0
+Naive,9.027777777777777,-57.89006471235225,0.0,0.20769629459577615,0.0,0.0
diff --git a/tables/task_type_univariate/pairwise_MASE.csv b/tables/task_type_univariate/pairwise_MASE.csv
index 7362b1b116bcb9be71c86997f8b4ab4bf76731e0..abf0e206371ec36062e5b453dc49a88e80d017e1 100644
--- a/tables/task_type_univariate/pairwise_MASE.csv
+++ b/tables/task_type_univariate/pairwise_MASE.csv
@@ -2,6 +2,7 @@ model_1,model_2,win_rate,win_rate_lower,win_rate_upper,skill_score,skill_score_l
 Chronos-2,Chronos-2,0.5,0.5,0.5,0.0,0.0,0.0
 Chronos-2,Toto-2.0-1B,0.531,0.375,0.719,0.017,-0.014,0.049
 Chronos-2,Toto-2.0-2.5B,0.594,0.438,0.75,0.02,-0.008,0.05
+Chronos-2,TiRex-2,0.562,0.406,0.719,0.023,-0.005,0.058
 Chronos-2,Toto-2.0-313m,0.625,0.469,0.781,0.023,-0.005,0.053
 Chronos-2,TiRex,0.719,0.562,0.875,0.031,0.01,0.054
 Chronos-2,TimesFM-2.5,0.562,0.375,0.719,0.023,0.001,0.046
@@ -13,11 +14,11 @@ Chronos-2,Toto-1.0,0.844,0.719,0.969,0.076,0.041,0.114
 Chronos-2,Chronos-Bolt,0.938,0.844,1.0,0.091,0.051,0.136
 Chronos-2,Toto-2.0-4m,0.906,0.812,1.0,0.081,0.049,0.119
 Chronos-2,Moirai-2.0,0.938,0.844,1.0,0.097,0.057,0.141
-Chronos-2,Stat. Ensemble,0.844,0.719,0.969,0.168,0.097,0.242
 Chronos-2,Seasonal Naive,1.0,1.0,1.0,0.28,0.239,0.322
 Toto-2.0-1B,Chronos-2,0.469,0.281,0.625,-0.018,-0.051,0.014
 Toto-2.0-1B,Toto-2.0-1B,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-2.0-1B,Toto-2.0-2.5B,0.469,0.312,0.625,0.003,-0.005,0.012
+Toto-2.0-1B,TiRex-2,0.594,0.438,0.781,0.006,-0.027,0.042
 Toto-2.0-1B,Toto-2.0-313m,0.688,0.53,0.844,0.006,-0.003,0.016
 Toto-2.0-1B,TiRex,0.625,0.469,0.781,0.014,-0.019,0.045
 Toto-2.0-1B,TimesFM-2.5,0.625,0.438,0.781,0.006,-0.027,0.034
@@ -29,11 +30,11 @@ Toto-2.0-1B,Toto-1.0,0.781,0.656,0.906,0.059,0.025,0.096
 Toto-2.0-1B,Chronos-Bolt,0.781,0.625,0.906,0.075,0.018,0.137
 Toto-2.0-1B,Toto-2.0-4m,0.906,0.812,1.0,0.065,0.038,0.093
 Toto-2.0-1B,Moirai-2.0,0.75,0.594,0.906,0.081,0.032,0.13
-Toto-2.0-1B,Stat. Ensemble,0.781,0.656,0.938,0.153,0.079,0.233
 Toto-2.0-1B,Seasonal Naive,0.938,0.844,1.0,0.267,0.223,0.311
 Toto-2.0-2.5B,Chronos-2,0.406,0.25,0.562,-0.02,-0.052,0.008
 Toto-2.0-2.5B,Toto-2.0-1B,0.531,0.375,0.688,-0.003,-0.012,0.005
 Toto-2.0-2.5B,Toto-2.0-2.5B,0.5,0.5,0.5,0.0,0.0,0.0
+Toto-2.0-2.5B,TiRex-2,0.562,0.375,0.75,0.003,-0.028,0.036
 Toto-2.0-2.5B,Toto-2.0-313m,0.625,0.438,0.781,0.003,-0.007,0.012
 Toto-2.0-2.5B,TiRex,0.594,0.438,0.751,0.011,-0.021,0.04
 Toto-2.0-2.5B,TimesFM-2.5,0.594,0.437,0.75,0.003,-0.029,0.031
@@ -45,11 +46,27 @@ Toto-2.0-2.5B,Toto-1.0,0.781,0.656,0.906,0.057,0.023,0.097
 Toto-2.0-2.5B,Chronos-Bolt,0.812,0.656,0.938,0.073,0.018,0.132
 Toto-2.0-2.5B,Toto-2.0-4m,0.844,0.719,0.938,0.063,0.037,0.089
 Toto-2.0-2.5B,Moirai-2.0,0.844,0.718,0.969,0.078,0.032,0.126
-Toto-2.0-2.5B,Stat. Ensemble,0.75,0.594,0.906,0.151,0.078,0.229
 Toto-2.0-2.5B,Seasonal Naive,0.938,0.844,1.0,0.265,0.222,0.308
+TiRex-2,Chronos-2,0.438,0.281,0.594,-0.024,-0.062,0.005
+TiRex-2,Toto-2.0-1B,0.406,0.219,0.562,-0.006,-0.044,0.027
+TiRex-2,Toto-2.0-2.5B,0.438,0.25,0.625,-0.003,-0.037,0.027
+TiRex-2,TiRex-2,0.5,0.5,0.5,0.0,0.0,0.0
+TiRex-2,Toto-2.0-313m,0.469,0.281,0.656,-0.0,-0.035,0.029
+TiRex-2,TiRex,0.625,0.438,0.781,0.008,-0.015,0.026
+TiRex-2,TimesFM-2.5,0.5,0.344,0.656,0.0,-0.034,0.027
+TiRex-2,FlowState,0.625,0.469,0.781,0.054,-0.01,0.145
+TiRex-2,TabPFN-TS-3,0.562,0.375,0.719,0.048,0.002,0.106
+TiRex-2,Toto-2.0-22m,0.688,0.53,0.844,0.025,-0.001,0.053
+TiRex-2,TabPFN-TS,0.75,0.594,0.875,0.043,-0.004,0.1
+TiRex-2,Toto-1.0,0.781,0.625,0.906,0.054,0.015,0.09
+TiRex-2,Chronos-Bolt,0.781,0.625,0.906,0.07,0.027,0.113
+TiRex-2,Toto-2.0-4m,0.812,0.656,0.938,0.06,0.034,0.086
+TiRex-2,Moirai-2.0,0.812,0.656,0.938,0.075,0.039,0.117
+TiRex-2,Seasonal Naive,0.969,0.875,1.0,0.263,0.213,0.309
 Toto-2.0-313m,Chronos-2,0.375,0.219,0.531,-0.023,-0.056,0.005
 Toto-2.0-313m,Toto-2.0-1B,0.312,0.156,0.47,-0.006,-0.016,0.003
 Toto-2.0-313m,Toto-2.0-2.5B,0.375,0.219,0.562,-0.003,-0.012,0.007
+Toto-2.0-313m,TiRex-2,0.531,0.344,0.719,0.0,-0.03,0.033
 Toto-2.0-313m,Toto-2.0-313m,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-2.0-313m,TiRex,0.562,0.406,0.719,0.008,-0.022,0.036
 Toto-2.0-313m,TimesFM-2.5,0.625,0.469,0.781,0.0,-0.033,0.027
@@ -61,11 +78,11 @@ Toto-2.0-313m,Toto-1.0,0.719,0.562,0.875,0.054,0.02,0.092
 Toto-2.0-313m,Chronos-Bolt,0.781,0.625,0.906,0.07,0.014,0.129
 Toto-2.0-313m,Toto-2.0-4m,0.812,0.656,0.938,0.06,0.037,0.084
 Toto-2.0-313m,Moirai-2.0,0.75,0.594,0.906,0.076,0.028,0.123
-Toto-2.0-313m,Stat. Ensemble,0.75,0.594,0.906,0.148,0.074,0.228
 Toto-2.0-313m,Seasonal Naive,0.969,0.906,1.0,0.263,0.22,0.307
 TiRex,Chronos-2,0.281,0.125,0.438,-0.032,-0.057,-0.01
 TiRex,Toto-2.0-1B,0.375,0.219,0.531,-0.014,-0.047,0.019
 TiRex,Toto-2.0-2.5B,0.406,0.249,0.562,-0.011,-0.041,0.02
+TiRex,TiRex-2,0.375,0.219,0.562,-0.008,-0.027,0.014
 TiRex,Toto-2.0-313m,0.438,0.281,0.594,-0.008,-0.037,0.022
 TiRex,TiRex,0.5,0.5,0.5,0.0,0.0,0.0
 TiRex,TimesFM-2.5,0.469,0.312,0.625,-0.008,-0.029,0.01
@@ -77,11 +94,11 @@ TiRex,Toto-1.0,0.75,0.594,0.906,0.046,0.014,0.081
 TiRex,Chronos-Bolt,0.812,0.656,0.938,0.062,0.021,0.106
 TiRex,Toto-2.0-4m,0.781,0.625,0.906,0.052,0.024,0.083
 TiRex,Moirai-2.0,0.906,0.812,1.0,0.068,0.036,0.106
-TiRex,Stat. Ensemble,0.719,0.562,0.875,0.141,0.071,0.211
 TiRex,Seasonal Naive,1.0,1.0,1.0,0.257,0.215,0.302
 TimesFM-2.5,Chronos-2,0.438,0.281,0.625,-0.024,-0.048,-0.001
 TimesFM-2.5,Toto-2.0-1B,0.375,0.219,0.562,-0.006,-0.036,0.027
 TimesFM-2.5,Toto-2.0-2.5B,0.406,0.25,0.563,-0.003,-0.032,0.028
+TimesFM-2.5,TiRex-2,0.5,0.344,0.656,-0.0,-0.028,0.033
 TimesFM-2.5,Toto-2.0-313m,0.375,0.219,0.531,-0.0,-0.028,0.032
 TimesFM-2.5,TiRex,0.531,0.375,0.688,0.008,-0.01,0.028
 TimesFM-2.5,TimesFM-2.5,0.5,0.5,0.5,0.0,0.0,0.0
@@ -93,11 +110,11 @@ TimesFM-2.5,Toto-1.0,0.688,0.531,0.844,0.054,0.016,0.094
 TimesFM-2.5,Chronos-Bolt,0.719,0.562,0.875,0.07,0.023,0.12
 TimesFM-2.5,Toto-2.0-4m,0.719,0.562,0.875,0.06,0.022,0.1
 TimesFM-2.5,Moirai-2.0,0.781,0.625,0.907,0.075,0.038,0.116
-TimesFM-2.5,Stat. Ensemble,0.781,0.655,0.938,0.148,0.071,0.222
 TimesFM-2.5,Seasonal Naive,0.969,0.906,1.0,0.263,0.219,0.308
 FlowState,Chronos-2,0.344,0.188,0.531,-0.082,-0.208,-0.004
 FlowState,Toto-2.0-1B,0.438,0.281,0.594,-0.063,-0.213,0.028
 FlowState,Toto-2.0-2.5B,0.438,0.281,0.594,-0.06,-0.205,0.028
+FlowState,TiRex-2,0.375,0.219,0.531,-0.057,-0.17,0.01
 FlowState,Toto-2.0-313m,0.406,0.25,0.562,-0.057,-0.197,0.03
 FlowState,TiRex,0.5,0.344,0.688,-0.049,-0.164,0.018
 FlowState,TimesFM-2.5,0.344,0.188,0.5,-0.057,-0.192,0.02
@@ -109,11 +126,11 @@ FlowState,Toto-1.0,0.719,0.562,0.875,-0.0,-0.124,0.082
 FlowState,Chronos-Bolt,0.719,0.562,0.875,0.017,-0.07,0.08
 FlowState,Toto-2.0-4m,0.656,0.5,0.812,0.006,-0.116,0.081
 FlowState,Moirai-2.0,0.719,0.562,0.875,0.023,-0.092,0.101
-FlowState,Stat. Ensemble,0.688,0.531,0.844,0.1,-0.028,0.193
 FlowState,Seasonal Naive,0.875,0.75,0.969,0.221,0.111,0.294
 TabPFN-TS-3,Chronos-2,0.344,0.188,0.531,-0.075,-0.153,-0.026
 TabPFN-TS-3,Toto-2.0-1B,0.438,0.281,0.594,-0.057,-0.154,0.008
 TabPFN-TS-3,Toto-2.0-2.5B,0.375,0.219,0.531,-0.054,-0.143,0.006
+TabPFN-TS-3,TiRex-2,0.438,0.281,0.625,-0.051,-0.118,-0.002
 TabPFN-TS-3,Toto-2.0-313m,0.438,0.281,0.595,-0.051,-0.143,0.009
 TabPFN-TS-3,TiRex,0.344,0.188,0.5,-0.042,-0.113,0.001
 TabPFN-TS-3,TimesFM-2.5,0.469,0.312,0.625,-0.05,-0.132,-0.003
@@ -125,11 +142,11 @@ TabPFN-TS-3,Toto-1.0,0.625,0.469,0.782,0.006,-0.078,0.065
 TabPFN-TS-3,Chronos-Bolt,0.719,0.562,0.875,0.023,-0.031,0.074
 TabPFN-TS-3,Toto-2.0-4m,0.656,0.5,0.844,0.012,-0.064,0.067
 TabPFN-TS-3,Moirai-2.0,0.781,0.655,0.906,0.029,-0.043,0.083
-TabPFN-TS-3,Stat. Ensemble,0.781,0.625,0.906,0.105,0.009,0.188
 TabPFN-TS-3,Seasonal Naive,0.938,0.844,1.0,0.226,0.148,0.281
 Toto-2.0-22m,Chronos-2,0.188,0.062,0.312,-0.05,-0.088,-0.019
 Toto-2.0-22m,Toto-2.0-1B,0.188,0.062,0.344,-0.032,-0.055,-0.012
 Toto-2.0-22m,Toto-2.0-2.5B,0.219,0.093,0.375,-0.029,-0.048,-0.011
+Toto-2.0-22m,TiRex-2,0.312,0.156,0.47,-0.026,-0.056,0.001
 Toto-2.0-22m,Toto-2.0-313m,0.25,0.094,0.406,-0.026,-0.043,-0.011
 Toto-2.0-22m,TiRex,0.344,0.188,0.5,-0.018,-0.051,0.01
 Toto-2.0-22m,TimesFM-2.5,0.438,0.25,0.594,-0.026,-0.065,0.009
@@ -141,11 +158,11 @@ Toto-2.0-22m,Toto-1.0,0.75,0.594,0.906,0.029,-0.004,0.065
 Toto-2.0-22m,Chronos-Bolt,0.688,0.531,0.844,0.045,-0.01,0.104
 Toto-2.0-22m,Toto-2.0-4m,0.812,0.656,0.938,0.035,0.02,0.051
 Toto-2.0-22m,Moirai-2.0,0.75,0.594,0.906,0.051,0.004,0.095
-Toto-2.0-22m,Stat. Ensemble,0.781,0.656,0.938,0.126,0.052,0.205
 Toto-2.0-22m,Seasonal Naive,0.969,0.906,1.0,0.244,0.198,0.288
 TabPFN-TS,Chronos-2,0.188,0.062,0.344,-0.07,-0.146,-0.025
 TabPFN-TS,Toto-2.0-1B,0.25,0.124,0.406,-0.051,-0.143,0.015
 TabPFN-TS,Toto-2.0-2.5B,0.219,0.094,0.375,-0.049,-0.133,0.012
+TabPFN-TS,TiRex-2,0.25,0.125,0.406,-0.045,-0.111,0.004
 TabPFN-TS,Toto-2.0-313m,0.219,0.094,0.375,-0.045,-0.131,0.015
 TabPFN-TS,TiRex,0.312,0.156,0.469,-0.037,-0.109,0.009
 TabPFN-TS,TimesFM-2.5,0.312,0.156,0.469,-0.045,-0.13,0.008
@@ -157,11 +174,11 @@ TabPFN-TS,Toto-1.0,0.5,0.344,0.688,0.011,-0.074,0.074
 TabPFN-TS,Chronos-Bolt,0.5,0.343,0.688,0.028,-0.025,0.081
 TabPFN-TS,Toto-2.0-4m,0.625,0.438,0.781,0.017,-0.055,0.07
 TabPFN-TS,Moirai-2.0,0.562,0.375,0.72,0.034,-0.046,0.094
-TabPFN-TS,Stat. Ensemble,0.719,0.562,0.875,0.11,0.017,0.191
 TabPFN-TS,Seasonal Naive,0.938,0.844,1.0,0.23,0.155,0.283
 Toto-1.0,Chronos-2,0.156,0.031,0.281,-0.082,-0.129,-0.043
 Toto-1.0,Toto-2.0-1B,0.219,0.094,0.344,-0.063,-0.106,-0.026
 Toto-1.0,Toto-2.0-2.5B,0.219,0.094,0.344,-0.06,-0.107,-0.023
+Toto-1.0,TiRex-2,0.219,0.094,0.375,-0.057,-0.099,-0.016
 Toto-1.0,Toto-2.0-313m,0.281,0.125,0.438,-0.057,-0.101,-0.02
 Toto-1.0,TiRex,0.25,0.094,0.406,-0.049,-0.089,-0.014
 Toto-1.0,TimesFM-2.5,0.312,0.156,0.469,-0.057,-0.103,-0.016
@@ -173,11 +190,11 @@ Toto-1.0,Toto-1.0,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-1.0,Chronos-Bolt,0.469,0.281,0.656,0.017,-0.041,0.077
 Toto-1.0,Toto-2.0-4m,0.531,0.375,0.688,0.006,-0.028,0.037
 Toto-1.0,Moirai-2.0,0.531,0.344,0.719,0.023,-0.003,0.047
-Toto-1.0,Stat. Ensemble,0.594,0.438,0.75,0.1,0.02,0.179
 Toto-1.0,Seasonal Naive,0.938,0.844,1.0,0.221,0.174,0.269
 Chronos-Bolt,Chronos-2,0.062,0.0,0.156,-0.1,-0.158,-0.054
 Chronos-Bolt,Toto-2.0-1B,0.219,0.094,0.375,-0.081,-0.159,-0.018
 Chronos-Bolt,Toto-2.0-2.5B,0.188,0.062,0.344,-0.079,-0.152,-0.019
+Chronos-Bolt,TiRex-2,0.219,0.094,0.375,-0.075,-0.127,-0.028
 Chronos-Bolt,Toto-2.0-313m,0.219,0.094,0.375,-0.075,-0.148,-0.014
 Chronos-Bolt,TiRex,0.188,0.062,0.344,-0.067,-0.119,-0.022
 Chronos-Bolt,TimesFM-2.5,0.281,0.125,0.438,-0.075,-0.136,-0.023
@@ -189,11 +206,11 @@ Chronos-Bolt,Toto-1.0,0.531,0.344,0.719,-0.017,-0.083,0.04
 Chronos-Bolt,Chronos-Bolt,0.5,0.5,0.5,0.0,0.0,0.0
 Chronos-Bolt,Toto-2.0-4m,0.562,0.375,0.75,-0.011,-0.072,0.043
 Chronos-Bolt,Moirai-2.0,0.547,0.406,0.688,0.006,-0.051,0.059
-Chronos-Bolt,Stat. Ensemble,0.594,0.438,0.75,0.084,0.008,0.163
 Chronos-Bolt,Seasonal Naive,0.844,0.719,0.938,0.208,0.137,0.269
 Toto-2.0-4m,Chronos-2,0.094,0.0,0.188,-0.089,-0.135,-0.051
 Toto-2.0-4m,Toto-2.0-1B,0.094,0.0,0.188,-0.07,-0.103,-0.039
 Toto-2.0-4m,Toto-2.0-2.5B,0.156,0.062,0.281,-0.067,-0.097,-0.038
+Toto-2.0-4m,TiRex-2,0.188,0.062,0.344,-0.064,-0.095,-0.035
 Toto-2.0-4m,Toto-2.0-313m,0.188,0.062,0.344,-0.064,-0.092,-0.038
 Toto-2.0-4m,TiRex,0.219,0.094,0.375,-0.055,-0.091,-0.024
 Toto-2.0-4m,TimesFM-2.5,0.281,0.125,0.438,-0.063,-0.111,-0.023
@@ -205,11 +222,11 @@ Toto-2.0-4m,Toto-1.0,0.469,0.312,0.625,-0.006,-0.038,0.027
 Toto-2.0-4m,Chronos-Bolt,0.438,0.25,0.625,0.011,-0.045,0.067
 Toto-2.0-4m,Toto-2.0-4m,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-2.0-4m,Moirai-2.0,0.562,0.406,0.75,0.017,-0.028,0.059
-Toto-2.0-4m,Stat. Ensemble,0.562,0.406,0.75,0.094,0.02,0.17
 Toto-2.0-4m,Seasonal Naive,0.906,0.781,1.0,0.216,0.169,0.263
 Moirai-2.0,Chronos-2,0.062,0.0,0.156,-0.107,-0.164,-0.06
 Moirai-2.0,Toto-2.0-1B,0.25,0.094,0.406,-0.088,-0.149,-0.033
 Moirai-2.0,Toto-2.0-2.5B,0.156,0.031,0.282,-0.085,-0.144,-0.034
+Moirai-2.0,TiRex-2,0.188,0.062,0.344,-0.081,-0.133,-0.04
 Moirai-2.0,Toto-2.0-313m,0.25,0.094,0.406,-0.082,-0.14,-0.029
 Moirai-2.0,TiRex,0.094,0.0,0.188,-0.073,-0.118,-0.037
 Moirai-2.0,TimesFM-2.5,0.219,0.093,0.375,-0.081,-0.132,-0.039
@@ -221,27 +238,11 @@ Moirai-2.0,Toto-1.0,0.469,0.281,0.656,-0.023,-0.05,0.003
 Moirai-2.0,Chronos-Bolt,0.453,0.312,0.594,-0.006,-0.063,0.049
 Moirai-2.0,Toto-2.0-4m,0.438,0.25,0.594,-0.017,-0.063,0.027
 Moirai-2.0,Moirai-2.0,0.5,0.5,0.5,0.0,0.0,0.0
-Moirai-2.0,Stat. Ensemble,0.594,0.438,0.75,0.079,-0.007,0.16
 Moirai-2.0,Seasonal Naive,0.844,0.719,0.938,0.203,0.149,0.256
-Stat. Ensemble,Chronos-2,0.156,0.031,0.281,-0.202,-0.318,-0.108
-Stat. Ensemble,Toto-2.0-1B,0.219,0.062,0.344,-0.181,-0.303,-0.086
-Stat. Ensemble,Toto-2.0-2.5B,0.25,0.094,0.406,-0.178,-0.298,-0.085
-Stat. Ensemble,Toto-2.0-313m,0.25,0.094,0.406,-0.174,-0.296,-0.08
-Stat. Ensemble,TiRex,0.281,0.125,0.438,-0.165,-0.268,-0.077
-Stat. Ensemble,TimesFM-2.5,0.219,0.062,0.345,-0.174,-0.286,-0.077
-Stat. Ensemble,FlowState,0.312,0.156,0.469,-0.111,-0.239,0.027
-Stat. Ensemble,TabPFN-TS-3,0.219,0.094,0.375,-0.117,-0.231,-0.009
-Stat. Ensemble,Toto-2.0-22m,0.219,0.062,0.344,-0.144,-0.258,-0.055
-Stat. Ensemble,TabPFN-TS,0.281,0.125,0.438,-0.123,-0.236,-0.017
-Stat. Ensemble,Toto-1.0,0.406,0.25,0.562,-0.111,-0.218,-0.021
-Stat. Ensemble,Chronos-Bolt,0.406,0.25,0.562,-0.092,-0.194,-0.008
-Stat. Ensemble,Toto-2.0-4m,0.438,0.25,0.594,-0.104,-0.205,-0.021
-Stat. Ensemble,Moirai-2.0,0.406,0.25,0.562,-0.086,-0.191,0.007
-Stat. Ensemble,Stat. Ensemble,0.5,0.5,0.5,0.0,0.0,0.0
-Stat. Ensemble,Seasonal Naive,0.75,0.609,0.891,0.135,0.054,0.199
 Seasonal Naive,Chronos-2,0.0,0.0,0.0,-0.389,-0.476,-0.315
 Seasonal Naive,Toto-2.0-1B,0.062,0.0,0.156,-0.365,-0.452,-0.287
 Seasonal Naive,Toto-2.0-2.5B,0.062,0.0,0.156,-0.361,-0.446,-0.285
+Seasonal Naive,TiRex-2,0.031,0.0,0.125,-0.357,-0.448,-0.271
 Seasonal Naive,Toto-2.0-313m,0.031,0.0,0.094,-0.357,-0.444,-0.281
 Seasonal Naive,TiRex,0.0,0.0,0.0,-0.346,-0.433,-0.274
 Seasonal Naive,TimesFM-2.5,0.031,0.0,0.094,-0.356,-0.445,-0.28
@@ -253,5 +254,4 @@ Seasonal Naive,Toto-1.0,0.062,0.0,0.156,-0.284,-0.367,-0.21
 Seasonal Naive,Chronos-Bolt,0.156,0.062,0.281,-0.262,-0.369,-0.159
 Seasonal Naive,Toto-2.0-4m,0.094,0.0,0.219,-0.276,-0.356,-0.203
 Seasonal Naive,Moirai-2.0,0.156,0.062,0.281,-0.255,-0.344,-0.176
-Seasonal Naive,Stat. Ensemble,0.25,0.109,0.391,-0.156,-0.248,-0.057
 Seasonal Naive,Seasonal Naive,0.5,0.5,0.5,0.0,0.0,0.0
diff --git a/tables/task_type_univariate/pairwise_SQL.csv b/tables/task_type_univariate/pairwise_SQL.csv
index 6af10d5abf7e1da9ee287216920f502bd5d39115..332ba0e61a110bae38ab27185abcd6fa697c2876 100644
--- a/tables/task_type_univariate/pairwise_SQL.csv
+++ b/tables/task_type_univariate/pairwise_SQL.csv
@@ -1,6 +1,7 @@
 model_1,model_2,win_rate,win_rate_lower,win_rate_upper,skill_score,skill_score_lower,skill_score_upper
 Chronos-2,Chronos-2,0.5,0.5,0.5,0.0,0.0,0.0
 Chronos-2,Toto-2.0-1B,0.594,0.437,0.75,0.02,-0.011,0.05
+Chronos-2,TiRex-2,0.5,0.344,0.688,0.026,-0.001,0.059
 Chronos-2,Toto-2.0-2.5B,0.625,0.438,0.781,0.022,-0.005,0.051
 Chronos-2,Toto-2.0-313m,0.594,0.406,0.781,0.027,-0.0,0.056
 Chronos-2,TiRex,0.75,0.594,0.906,0.031,0.011,0.054
@@ -13,10 +14,10 @@ Chronos-2,Toto-1.0,0.875,0.75,0.969,0.08,0.047,0.117
 Chronos-2,Chronos-Bolt,0.906,0.781,1.0,0.099,0.058,0.144
 Chronos-2,Toto-2.0-4m,0.906,0.781,1.0,0.085,0.054,0.119
 Chronos-2,Moirai-2.0,0.938,0.844,1.0,0.113,0.072,0.16
-Chronos-2,Stat. Ensemble,0.938,0.844,1.0,0.245,0.163,0.33
 Chronos-2,Seasonal Naive,1.0,1.0,1.0,0.37,0.327,0.414
 Toto-2.0-1B,Chronos-2,0.406,0.25,0.563,-0.02,-0.052,0.011
 Toto-2.0-1B,Toto-2.0-1B,0.5,0.5,0.5,0.0,0.0,0.0
+Toto-2.0-1B,TiRex-2,0.469,0.281,0.625,0.006,-0.028,0.044
 Toto-2.0-1B,Toto-2.0-2.5B,0.438,0.281,0.594,0.002,-0.006,0.011
 Toto-2.0-1B,Toto-2.0-313m,0.656,0.5,0.812,0.007,-0.003,0.018
 Toto-2.0-1B,TiRex,0.562,0.406,0.719,0.011,-0.021,0.043
@@ -29,10 +30,26 @@ Toto-2.0-1B,Toto-1.0,0.812,0.688,0.938,0.062,0.029,0.096
 Toto-2.0-1B,Chronos-Bolt,0.781,0.625,0.906,0.081,0.019,0.145
 Toto-2.0-1B,Toto-2.0-4m,0.969,0.906,1.0,0.066,0.039,0.093
 Toto-2.0-1B,Moirai-2.0,0.875,0.75,0.969,0.095,0.044,0.143
-Toto-2.0-1B,Stat. Ensemble,0.812,0.688,0.938,0.23,0.136,0.326
 Toto-2.0-1B,Seasonal Naive,0.938,0.844,1.0,0.358,0.303,0.406
+TiRex-2,Chronos-2,0.5,0.312,0.656,-0.026,-0.063,0.001
+TiRex-2,Toto-2.0-1B,0.531,0.375,0.719,-0.006,-0.046,0.028
+TiRex-2,TiRex-2,0.5,0.5,0.5,0.0,0.0,0.0
+TiRex-2,Toto-2.0-2.5B,0.5,0.312,0.657,-0.004,-0.039,0.026
+TiRex-2,Toto-2.0-313m,0.5,0.312,0.688,0.001,-0.037,0.035
+TiRex-2,TiRex,0.625,0.438,0.781,0.006,-0.016,0.023
+TiRex-2,TimesFM-2.5,0.5,0.312,0.688,0.007,-0.029,0.037
+TiRex-2,Toto-2.0-22m,0.719,0.562,0.875,0.023,-0.004,0.05
+TiRex-2,TabPFN-TS-3,0.656,0.5,0.812,0.04,-0.001,0.079
+TiRex-2,FlowState,0.656,0.5,0.812,0.071,0.007,0.158
+TiRex-2,TabPFN-TS,0.781,0.625,0.906,0.044,0.004,0.08
+TiRex-2,Toto-1.0,0.812,0.656,0.938,0.056,0.022,0.089
+TiRex-2,Chronos-Bolt,0.812,0.656,0.938,0.075,0.032,0.116
+TiRex-2,Toto-2.0-4m,0.875,0.75,0.969,0.061,0.035,0.087
+TiRex-2,Moirai-2.0,0.812,0.656,0.938,0.09,0.053,0.131
+TiRex-2,Seasonal Naive,1.0,1.0,1.0,0.354,0.305,0.399
 Toto-2.0-2.5B,Chronos-2,0.375,0.219,0.562,-0.022,-0.054,0.005
 Toto-2.0-2.5B,Toto-2.0-1B,0.562,0.406,0.719,-0.002,-0.011,0.006
+Toto-2.0-2.5B,TiRex-2,0.5,0.343,0.688,0.004,-0.027,0.037
 Toto-2.0-2.5B,Toto-2.0-2.5B,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-2.0-2.5B,Toto-2.0-313m,0.562,0.375,0.72,0.005,-0.004,0.015
 Toto-2.0-2.5B,TiRex,0.531,0.375,0.688,0.009,-0.022,0.038
@@ -45,10 +62,10 @@ Toto-2.0-2.5B,Toto-1.0,0.75,0.594,0.875,0.06,0.027,0.097
 Toto-2.0-2.5B,Chronos-Bolt,0.844,0.719,0.938,0.079,0.022,0.139
 Toto-2.0-2.5B,Toto-2.0-4m,0.844,0.719,0.969,0.064,0.039,0.089
 Toto-2.0-2.5B,Moirai-2.0,0.875,0.75,0.969,0.094,0.045,0.141
-Toto-2.0-2.5B,Stat. Ensemble,0.781,0.656,0.938,0.228,0.137,0.321
 Toto-2.0-2.5B,Seasonal Naive,0.969,0.906,1.0,0.356,0.303,0.402
 Toto-2.0-313m,Chronos-2,0.406,0.219,0.594,-0.028,-0.059,0.0
 Toto-2.0-313m,Toto-2.0-1B,0.344,0.188,0.5,-0.007,-0.018,0.003
+Toto-2.0-313m,TiRex-2,0.5,0.312,0.688,-0.001,-0.036,0.036
 Toto-2.0-313m,Toto-2.0-2.5B,0.438,0.28,0.625,-0.005,-0.015,0.004
 Toto-2.0-313m,Toto-2.0-313m,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-2.0-313m,TiRex,0.531,0.375,0.688,0.004,-0.028,0.034
@@ -61,10 +78,10 @@ Toto-2.0-313m,Toto-1.0,0.75,0.594,0.906,0.055,0.02,0.091
 Toto-2.0-313m,Chronos-Bolt,0.812,0.656,0.938,0.074,0.014,0.135
 Toto-2.0-313m,Toto-2.0-4m,0.875,0.75,0.969,0.059,0.035,0.084
 Toto-2.0-313m,Moirai-2.0,0.812,0.656,0.938,0.089,0.037,0.139
-Toto-2.0-313m,Stat. Ensemble,0.812,0.688,0.938,0.224,0.132,0.322
 Toto-2.0-313m,Seasonal Naive,0.969,0.906,1.0,0.353,0.3,0.401
 TiRex,Chronos-2,0.25,0.094,0.406,-0.032,-0.057,-0.011
 TiRex,Toto-2.0-1B,0.438,0.281,0.594,-0.011,-0.045,0.021
+TiRex,TiRex-2,0.375,0.219,0.562,-0.006,-0.024,0.016
 TiRex,Toto-2.0-2.5B,0.469,0.312,0.625,-0.01,-0.04,0.022
 TiRex,Toto-2.0-313m,0.469,0.312,0.625,-0.004,-0.035,0.027
 TiRex,TiRex,0.5,0.5,0.5,0.0,0.0,0.0
@@ -77,10 +94,10 @@ TiRex,Toto-1.0,0.812,0.688,0.938,0.051,0.021,0.083
 TiRex,Chronos-Bolt,0.844,0.719,0.969,0.07,0.027,0.113
 TiRex,Toto-2.0-4m,0.844,0.719,0.969,0.055,0.028,0.085
 TiRex,Moirai-2.0,0.906,0.812,1.0,0.085,0.048,0.129
-TiRex,Stat. Ensemble,0.844,0.719,0.969,0.221,0.139,0.307
 TiRex,Seasonal Naive,1.0,1.0,1.0,0.35,0.303,0.394
 TimesFM-2.5,Chronos-2,0.344,0.188,0.501,-0.034,-0.057,-0.01
 TimesFM-2.5,Toto-2.0-1B,0.406,0.25,0.594,-0.013,-0.043,0.021
+TimesFM-2.5,TiRex-2,0.5,0.312,0.688,-0.007,-0.038,0.028
 TimesFM-2.5,Toto-2.0-2.5B,0.406,0.25,0.563,-0.011,-0.041,0.021
 TimesFM-2.5,Toto-2.0-313m,0.406,0.25,0.562,-0.006,-0.035,0.028
 TimesFM-2.5,TiRex,0.531,0.375,0.688,-0.001,-0.023,0.021
@@ -93,10 +110,10 @@ TimesFM-2.5,Toto-1.0,0.656,0.5,0.812,0.05,0.016,0.088
 TimesFM-2.5,Chronos-Bolt,0.75,0.594,0.906,0.069,0.022,0.118
 TimesFM-2.5,Toto-2.0-4m,0.719,0.562,0.875,0.054,0.015,0.094
 TimesFM-2.5,Moirai-2.0,0.781,0.625,0.938,0.084,0.045,0.128
-TimesFM-2.5,Stat. Ensemble,0.719,0.562,0.875,0.22,0.13,0.31
 TimesFM-2.5,Seasonal Naive,0.969,0.906,1.0,0.349,0.302,0.398
 Toto-2.0-22m,Chronos-2,0.25,0.094,0.406,-0.051,-0.085,-0.021
 Toto-2.0-22m,Toto-2.0-1B,0.156,0.031,0.281,-0.03,-0.052,-0.011
+Toto-2.0-22m,TiRex-2,0.281,0.125,0.438,-0.024,-0.053,0.004
 Toto-2.0-22m,Toto-2.0-2.5B,0.188,0.062,0.344,-0.028,-0.045,-0.01
 Toto-2.0-22m,Toto-2.0-313m,0.219,0.094,0.375,-0.022,-0.039,-0.007
 Toto-2.0-22m,TiRex,0.375,0.219,0.531,-0.018,-0.049,0.009
@@ -109,10 +126,10 @@ Toto-2.0-22m,Toto-1.0,0.719,0.562,0.875,0.034,0.004,0.066
 Toto-2.0-22m,Chronos-Bolt,0.75,0.594,0.875,0.053,-0.003,0.112
 Toto-2.0-22m,Toto-2.0-4m,0.844,0.719,0.969,0.038,0.024,0.053
 Toto-2.0-22m,Moirai-2.0,0.812,0.656,0.938,0.069,0.022,0.113
-Toto-2.0-22m,Stat. Ensemble,0.781,0.655,0.906,0.207,0.115,0.301
 Toto-2.0-22m,Seasonal Naive,0.969,0.906,1.0,0.338,0.284,0.386
 TabPFN-TS-3,Chronos-2,0.219,0.062,0.375,-0.069,-0.112,-0.032
 TabPFN-TS-3,Toto-2.0-1B,0.312,0.156,0.469,-0.048,-0.114,0.002
+TabPFN-TS-3,TiRex-2,0.344,0.188,0.5,-0.042,-0.086,0.001
 TabPFN-TS-3,Toto-2.0-2.5B,0.281,0.125,0.438,-0.046,-0.104,0.0
 TabPFN-TS-3,Toto-2.0-313m,0.312,0.156,0.469,-0.04,-0.098,0.006
 TabPFN-TS-3,TiRex,0.344,0.188,0.5,-0.036,-0.078,0.001
@@ -125,10 +142,10 @@ TabPFN-TS-3,Toto-1.0,0.656,0.5,0.812,0.017,-0.042,0.068
 TabPFN-TS-3,Chronos-Bolt,0.75,0.594,0.906,0.037,-0.007,0.083
 TabPFN-TS-3,Toto-2.0-4m,0.688,0.531,0.844,0.021,-0.028,0.065
 TabPFN-TS-3,Moirai-2.0,0.75,0.594,0.906,0.052,0.007,0.104
-TabPFN-TS-3,Stat. Ensemble,0.781,0.625,0.906,0.193,0.1,0.283
 TabPFN-TS-3,Seasonal Naive,1.0,1.0,1.0,0.327,0.277,0.375
 FlowState,Chronos-2,0.281,0.125,0.438,-0.104,-0.233,-0.024
 FlowState,Toto-2.0-1B,0.312,0.156,0.469,-0.082,-0.231,0.01
+FlowState,TiRex-2,0.344,0.188,0.5,-0.076,-0.187,-0.007
 FlowState,Toto-2.0-2.5B,0.406,0.25,0.562,-0.08,-0.222,0.009
 FlowState,Toto-2.0-313m,0.375,0.219,0.531,-0.075,-0.215,0.013
 FlowState,TiRex,0.344,0.188,0.5,-0.07,-0.185,-0.002
@@ -141,10 +158,10 @@ FlowState,Toto-1.0,0.625,0.469,0.812,-0.016,-0.139,0.067
 FlowState,Chronos-Bolt,0.594,0.438,0.75,0.005,-0.082,0.066
 FlowState,Toto-2.0-4m,0.562,0.405,0.719,-0.011,-0.128,0.062
 FlowState,Moirai-2.0,0.656,0.5,0.812,0.021,-0.087,0.097
-FlowState,Stat. Ensemble,0.719,0.562,0.845,0.167,0.052,0.258
 FlowState,Seasonal Naive,0.938,0.844,1.0,0.305,0.215,0.368
 TabPFN-TS,Chronos-2,0.188,0.062,0.344,-0.074,-0.118,-0.041
 TabPFN-TS,Toto-2.0-1B,0.219,0.094,0.375,-0.052,-0.119,0.0
+TabPFN-TS,TiRex-2,0.219,0.094,0.375,-0.046,-0.087,-0.004
 TabPFN-TS,Toto-2.0-2.5B,0.25,0.125,0.406,-0.05,-0.109,-0.003
 TabPFN-TS,Toto-2.0-313m,0.281,0.125,0.438,-0.045,-0.104,0.004
 TabPFN-TS,TiRex,0.344,0.188,0.5,-0.04,-0.088,-0.003
@@ -157,10 +174,10 @@ TabPFN-TS,Toto-1.0,0.469,0.281,0.656,0.013,-0.045,0.066
 TabPFN-TS,Chronos-Bolt,0.531,0.375,0.719,0.032,-0.011,0.08
 TabPFN-TS,Toto-2.0-4m,0.625,0.438,0.781,0.017,-0.032,0.061
 TabPFN-TS,Moirai-2.0,0.562,0.375,0.72,0.048,-0.007,0.106
-TabPFN-TS,Stat. Ensemble,0.719,0.562,0.875,0.19,0.104,0.274
 TabPFN-TS,Seasonal Naive,0.969,0.875,1.0,0.324,0.275,0.369
 Toto-1.0,Chronos-2,0.125,0.031,0.25,-0.087,-0.133,-0.049
 Toto-1.0,Toto-2.0-1B,0.188,0.062,0.312,-0.066,-0.107,-0.03
+Toto-1.0,TiRex-2,0.188,0.062,0.344,-0.06,-0.098,-0.023
 Toto-1.0,Toto-2.0-2.5B,0.25,0.125,0.406,-0.064,-0.107,-0.027
 Toto-1.0,Toto-2.0-313m,0.25,0.094,0.406,-0.058,-0.1,-0.02
 Toto-1.0,TiRex,0.188,0.062,0.312,-0.054,-0.091,-0.021
@@ -173,10 +190,10 @@ Toto-1.0,Toto-1.0,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-1.0,Chronos-Bolt,0.531,0.344,0.688,0.02,-0.038,0.079
 Toto-1.0,Toto-2.0-4m,0.469,0.312,0.626,0.005,-0.026,0.032
 Toto-1.0,Moirai-2.0,0.594,0.406,0.75,0.036,0.004,0.066
-Toto-1.0,Stat. Ensemble,0.625,0.469,0.781,0.179,0.085,0.271
 Toto-1.0,Seasonal Naive,0.938,0.844,1.0,0.315,0.26,0.365
 Chronos-Bolt,Chronos-2,0.094,0.0,0.219,-0.11,-0.169,-0.062
 Chronos-Bolt,Toto-2.0-1B,0.219,0.094,0.375,-0.088,-0.17,-0.019
+Chronos-Bolt,TiRex-2,0.188,0.062,0.344,-0.081,-0.131,-0.033
 Chronos-Bolt,Toto-2.0-2.5B,0.156,0.062,0.281,-0.085,-0.161,-0.022
 Chronos-Bolt,Toto-2.0-313m,0.188,0.062,0.344,-0.08,-0.156,-0.015
 Chronos-Bolt,TiRex,0.156,0.031,0.281,-0.075,-0.128,-0.028
@@ -189,10 +206,10 @@ Chronos-Bolt,Toto-1.0,0.469,0.312,0.656,-0.021,-0.086,0.037
 Chronos-Bolt,Chronos-Bolt,0.5,0.5,0.5,0.0,0.0,0.0
 Chronos-Bolt,Toto-2.0-4m,0.5,0.312,0.688,-0.016,-0.077,0.039
 Chronos-Bolt,Moirai-2.0,0.547,0.391,0.688,0.016,-0.037,0.073
-Chronos-Bolt,Stat. Ensemble,0.656,0.5,0.812,0.162,0.084,0.245
 Chronos-Bolt,Seasonal Naive,0.906,0.812,1.0,0.301,0.243,0.36
 Toto-2.0-4m,Chronos-2,0.094,0.0,0.219,-0.093,-0.135,-0.057
 Toto-2.0-4m,Toto-2.0-1B,0.031,0.0,0.094,-0.071,-0.103,-0.041
+Toto-2.0-4m,TiRex-2,0.125,0.031,0.25,-0.065,-0.095,-0.036
 Toto-2.0-4m,Toto-2.0-2.5B,0.156,0.031,0.281,-0.069,-0.097,-0.04
 Toto-2.0-4m,Toto-2.0-313m,0.125,0.031,0.25,-0.063,-0.091,-0.037
 Toto-2.0-4m,TiRex,0.156,0.031,0.281,-0.059,-0.093,-0.029
@@ -205,10 +222,10 @@ Toto-2.0-4m,Toto-1.0,0.531,0.374,0.688,-0.005,-0.033,0.026
 Toto-2.0-4m,Chronos-Bolt,0.5,0.312,0.688,0.016,-0.041,0.071
 Toto-2.0-4m,Toto-2.0-4m,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-2.0-4m,Moirai-2.0,0.594,0.406,0.75,0.031,-0.014,0.074
-Toto-2.0-4m,Stat. Ensemble,0.625,0.469,0.781,0.175,0.084,0.267
 Toto-2.0-4m,Seasonal Naive,0.938,0.844,1.0,0.312,0.258,0.361
 Moirai-2.0,Chronos-2,0.062,0.0,0.156,-0.128,-0.19,-0.078
 Moirai-2.0,Toto-2.0-1B,0.125,0.031,0.25,-0.105,-0.167,-0.046
+Moirai-2.0,TiRex-2,0.188,0.062,0.344,-0.099,-0.151,-0.055
 Moirai-2.0,Toto-2.0-2.5B,0.125,0.031,0.25,-0.103,-0.164,-0.047
 Moirai-2.0,Toto-2.0-313m,0.188,0.062,0.344,-0.097,-0.161,-0.038
 Moirai-2.0,TiRex,0.094,0.0,0.188,-0.093,-0.148,-0.05
@@ -221,26 +238,10 @@ Moirai-2.0,Toto-1.0,0.406,0.25,0.594,-0.037,-0.071,-0.004
 Moirai-2.0,Chronos-Bolt,0.453,0.312,0.609,-0.016,-0.078,0.036
 Moirai-2.0,Toto-2.0-4m,0.406,0.25,0.594,-0.032,-0.08,0.014
 Moirai-2.0,Moirai-2.0,0.5,0.5,0.5,0.0,0.0,0.0
-Moirai-2.0,Stat. Ensemble,0.688,0.531,0.844,0.149,0.049,0.245
 Moirai-2.0,Seasonal Naive,0.875,0.75,0.969,0.29,0.228,0.347
-Stat. Ensemble,Chronos-2,0.062,0.0,0.156,-0.325,-0.494,-0.195
-Stat. Ensemble,Toto-2.0-1B,0.188,0.062,0.312,-0.299,-0.485,-0.158
-Stat. Ensemble,Toto-2.0-2.5B,0.219,0.062,0.344,-0.296,-0.472,-0.159
-Stat. Ensemble,Toto-2.0-313m,0.188,0.062,0.312,-0.289,-0.474,-0.151
-Stat. Ensemble,TiRex,0.156,0.031,0.281,-0.284,-0.443,-0.161
-Stat. Ensemble,TimesFM-2.5,0.281,0.125,0.438,-0.282,-0.449,-0.15
-Stat. Ensemble,Toto-2.0-22m,0.219,0.094,0.345,-0.261,-0.43,-0.13
-Stat. Ensemble,TabPFN-TS-3,0.219,0.094,0.375,-0.239,-0.395,-0.111
-Stat. Ensemble,FlowState,0.281,0.155,0.438,-0.2,-0.348,-0.055
-Stat. Ensemble,TabPFN-TS,0.281,0.125,0.438,-0.234,-0.378,-0.116
-Stat. Ensemble,Toto-1.0,0.375,0.219,0.531,-0.219,-0.372,-0.093
-Stat. Ensemble,Chronos-Bolt,0.344,0.188,0.5,-0.194,-0.324,-0.091
-Stat. Ensemble,Toto-2.0-4m,0.375,0.219,0.531,-0.213,-0.363,-0.092
-Stat. Ensemble,Moirai-2.0,0.312,0.156,0.469,-0.175,-0.325,-0.051
-Stat. Ensemble,Stat. Ensemble,0.5,0.5,0.5,0.0,0.0,0.0
-Stat. Ensemble,Seasonal Naive,0.781,0.641,0.906,0.166,0.077,0.241
 Seasonal Naive,Chronos-2,0.0,0.0,0.0,-0.588,-0.706,-0.485
 Seasonal Naive,Toto-2.0-1B,0.062,0.0,0.156,-0.556,-0.683,-0.435
+Seasonal Naive,TiRex-2,0.0,0.0,0.0,-0.548,-0.663,-0.439
 Seasonal Naive,Toto-2.0-2.5B,0.031,0.0,0.094,-0.553,-0.671,-0.435
 Seasonal Naive,Toto-2.0-313m,0.031,0.0,0.094,-0.545,-0.669,-0.429
 Seasonal Naive,TiRex,0.0,0.0,0.0,-0.539,-0.649,-0.435
@@ -253,5 +254,4 @@ Seasonal Naive,Toto-1.0,0.062,0.0,0.156,-0.46,-0.576,-0.351
 Seasonal Naive,Chronos-Bolt,0.094,0.0,0.188,-0.431,-0.562,-0.321
 Seasonal Naive,Toto-2.0-4m,0.062,0.0,0.156,-0.454,-0.566,-0.348
 Seasonal Naive,Moirai-2.0,0.125,0.031,0.25,-0.408,-0.532,-0.296
-Seasonal Naive,Stat. Ensemble,0.219,0.094,0.359,-0.199,-0.317,-0.083
 Seasonal Naive,Seasonal Naive,0.5,0.5,0.5,0.0,0.0,0.0
diff --git a/tables/task_type_univariate/pairwise_WAPE.csv b/tables/task_type_univariate/pairwise_WAPE.csv
index c8f594594a165d64bb72ce5f9c576dc8c4919f2f..bbdd492429fec87899ad3fbf484c28145870f1d8 100644
--- a/tables/task_type_univariate/pairwise_WAPE.csv
+++ b/tables/task_type_univariate/pairwise_WAPE.csv
@@ -3,6 +3,7 @@ Toto-2.0-2.5B,Toto-2.0-2.5B,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-2.0-2.5B,Chronos-2,0.5,0.344,0.688,-0.02,-0.049,0.007
 Toto-2.0-2.5B,Toto-2.0-1B,0.656,0.5,0.812,0.005,-0.003,0.012
 Toto-2.0-2.5B,Toto-2.0-313m,0.656,0.469,0.812,0.007,-0.004,0.017
+Toto-2.0-2.5B,TiRex-2,0.625,0.469,0.781,-0.009,-0.048,0.023
 Toto-2.0-2.5B,TimesFM-2.5,0.594,0.406,0.75,0.008,-0.022,0.035
 Toto-2.0-2.5B,TiRex,0.656,0.5,0.812,0.014,-0.011,0.037
 Toto-2.0-2.5B,TabPFN-TS-3,0.688,0.5,0.844,0.041,-0.009,0.095
@@ -13,12 +14,12 @@ Toto-2.0-2.5B,Toto-1.0,0.75,0.594,0.906,0.062,0.027,0.101
 Toto-2.0-2.5B,Chronos-Bolt,0.812,0.688,0.938,0.065,0.015,0.109
 Toto-2.0-2.5B,Moirai-2.0,0.844,0.719,0.969,0.093,0.043,0.147
 Toto-2.0-2.5B,Toto-2.0-4m,0.906,0.781,1.0,0.074,0.038,0.11
-Toto-2.0-2.5B,Stat. Ensemble,0.875,0.75,0.969,0.152,0.071,0.222
 Toto-2.0-2.5B,Seasonal Naive,0.938,0.844,1.0,0.302,0.236,0.361
 Chronos-2,Toto-2.0-2.5B,0.5,0.312,0.656,0.019,-0.007,0.047
 Chronos-2,Chronos-2,0.5,0.5,0.5,0.0,0.0,0.0
 Chronos-2,Toto-2.0-1B,0.5,0.344,0.657,0.024,-0.003,0.053
 Chronos-2,Toto-2.0-313m,0.562,0.406,0.719,0.026,-0.001,0.054
+Chronos-2,TiRex-2,0.625,0.469,0.781,0.011,-0.034,0.053
 Chronos-2,TimesFM-2.5,0.594,0.438,0.781,0.027,0.003,0.053
 Chronos-2,TiRex,0.688,0.531,0.844,0.033,0.009,0.06
 Chronos-2,TabPFN-TS-3,0.719,0.562,0.875,0.06,0.016,0.105
@@ -29,12 +30,12 @@ Chronos-2,Toto-1.0,0.812,0.688,0.938,0.081,0.043,0.123
 Chronos-2,Chronos-Bolt,0.812,0.688,0.938,0.083,0.049,0.122
 Chronos-2,Moirai-2.0,0.844,0.719,0.969,0.111,0.063,0.164
 Chronos-2,Toto-2.0-4m,0.875,0.75,0.969,0.092,0.054,0.133
-Chronos-2,Stat. Ensemble,0.875,0.75,0.969,0.168,0.091,0.24
 Chronos-2,Seasonal Naive,0.938,0.844,1.0,0.316,0.255,0.374
 Toto-2.0-1B,Toto-2.0-2.5B,0.344,0.188,0.5,-0.005,-0.012,0.003
 Toto-2.0-1B,Chronos-2,0.5,0.343,0.656,-0.024,-0.056,0.003
 Toto-2.0-1B,Toto-2.0-1B,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-2.0-1B,Toto-2.0-313m,0.5,0.344,0.688,0.003,-0.009,0.013
+Toto-2.0-1B,TiRex-2,0.594,0.437,0.751,-0.013,-0.057,0.02
 Toto-2.0-1B,TimesFM-2.5,0.531,0.344,0.688,0.004,-0.029,0.033
 Toto-2.0-1B,TiRex,0.719,0.562,0.844,0.01,-0.018,0.035
 Toto-2.0-1B,TabPFN-TS-3,0.594,0.438,0.75,0.037,-0.018,0.094
@@ -45,12 +46,12 @@ Toto-2.0-1B,Toto-1.0,0.781,0.656,0.906,0.058,0.022,0.096
 Toto-2.0-1B,Chronos-Bolt,0.812,0.688,0.938,0.06,0.011,0.106
 Toto-2.0-1B,Moirai-2.0,0.844,0.719,0.938,0.089,0.035,0.144
 Toto-2.0-1B,Toto-2.0-4m,0.875,0.75,0.969,0.069,0.032,0.104
-Toto-2.0-1B,Stat. Ensemble,0.844,0.719,0.969,0.148,0.064,0.222
 Toto-2.0-1B,Seasonal Naive,0.938,0.844,1.0,0.299,0.229,0.362
 Toto-2.0-313m,Toto-2.0-2.5B,0.344,0.188,0.531,-0.007,-0.018,0.004
 Toto-2.0-313m,Chronos-2,0.438,0.281,0.594,-0.027,-0.058,0.001
 Toto-2.0-313m,Toto-2.0-1B,0.5,0.312,0.656,-0.003,-0.013,0.009
 Toto-2.0-313m,Toto-2.0-313m,0.5,0.5,0.5,0.0,0.0,0.0
+Toto-2.0-313m,TiRex-2,0.562,0.406,0.75,-0.016,-0.056,0.018
 Toto-2.0-313m,TimesFM-2.5,0.531,0.375,0.688,0.001,-0.034,0.027
 Toto-2.0-313m,TiRex,0.531,0.375,0.688,0.007,-0.022,0.031
 Toto-2.0-313m,TabPFN-TS-3,0.625,0.469,0.781,0.034,-0.017,0.086
@@ -61,12 +62,28 @@ Toto-2.0-313m,Toto-1.0,0.781,0.625,0.938,0.056,0.019,0.095
 Toto-2.0-313m,Chronos-Bolt,0.719,0.562,0.875,0.058,0.012,0.101
 Toto-2.0-313m,Moirai-2.0,0.812,0.688,0.938,0.087,0.033,0.14
 Toto-2.0-313m,Toto-2.0-4m,0.844,0.719,0.969,0.067,0.032,0.098
-Toto-2.0-313m,Stat. Ensemble,0.844,0.719,0.969,0.146,0.066,0.218
 Toto-2.0-313m,Seasonal Naive,0.938,0.844,1.0,0.297,0.23,0.358
+TiRex-2,Toto-2.0-2.5B,0.375,0.219,0.531,0.009,-0.023,0.046
+TiRex-2,Chronos-2,0.375,0.219,0.531,-0.011,-0.056,0.033
+TiRex-2,Toto-2.0-1B,0.406,0.249,0.563,0.013,-0.02,0.054
+TiRex-2,Toto-2.0-313m,0.438,0.25,0.594,0.016,-0.019,0.053
+TiRex-2,TiRex-2,0.5,0.5,0.5,0.0,0.0,0.0
+TiRex-2,TimesFM-2.5,0.562,0.406,0.719,0.017,-0.018,0.053
+TiRex-2,TiRex,0.562,0.375,0.719,0.023,-0.005,0.051
+TiRex-2,TabPFN-TS-3,0.531,0.374,0.688,0.05,-0.013,0.112
+TiRex-2,FlowState,0.625,0.469,0.781,0.01,-0.034,0.052
+TiRex-2,Toto-2.0-22m,0.656,0.5,0.812,0.031,0.004,0.063
+TiRex-2,TabPFN-TS,0.75,0.594,0.875,0.029,-0.02,0.072
+TiRex-2,Toto-1.0,0.875,0.75,0.969,0.071,0.033,0.111
+TiRex-2,Chronos-Bolt,0.844,0.719,0.938,0.073,0.022,0.126
+TiRex-2,Moirai-2.0,0.812,0.656,0.938,0.101,0.047,0.161
+TiRex-2,Toto-2.0-4m,0.875,0.75,0.969,0.082,0.049,0.118
+TiRex-2,Seasonal Naive,1.0,1.0,1.0,0.308,0.24,0.374
 TimesFM-2.5,Toto-2.0-2.5B,0.406,0.25,0.594,-0.008,-0.037,0.022
 TimesFM-2.5,Chronos-2,0.406,0.219,0.562,-0.028,-0.056,-0.003
 TimesFM-2.5,Toto-2.0-1B,0.469,0.312,0.656,-0.004,-0.034,0.028
 TimesFM-2.5,Toto-2.0-313m,0.469,0.312,0.625,-0.001,-0.028,0.032
+TimesFM-2.5,TiRex-2,0.438,0.281,0.594,-0.017,-0.056,0.018
 TimesFM-2.5,TimesFM-2.5,0.5,0.5,0.5,0.0,0.0,0.0
 TimesFM-2.5,TiRex,0.5,0.344,0.656,0.006,-0.014,0.023
 TimesFM-2.5,TabPFN-TS-3,0.469,0.312,0.625,0.033,-0.01,0.081
@@ -77,12 +94,12 @@ TimesFM-2.5,Toto-1.0,0.656,0.5,0.812,0.055,0.012,0.097
 TimesFM-2.5,Chronos-Bolt,0.812,0.688,0.938,0.057,0.019,0.099
 TimesFM-2.5,Moirai-2.0,0.781,0.625,0.906,0.086,0.038,0.138
 TimesFM-2.5,Toto-2.0-4m,0.75,0.594,0.906,0.066,0.025,0.108
-TimesFM-2.5,Stat. Ensemble,0.844,0.719,0.969,0.145,0.064,0.218
 TimesFM-2.5,Seasonal Naive,0.969,0.906,1.0,0.297,0.235,0.356
 TiRex,Toto-2.0-2.5B,0.344,0.188,0.5,-0.014,-0.039,0.011
 TiRex,Chronos-2,0.312,0.156,0.469,-0.034,-0.063,-0.009
 TiRex,Toto-2.0-1B,0.281,0.156,0.438,-0.01,-0.036,0.018
 TiRex,Toto-2.0-313m,0.469,0.312,0.625,-0.007,-0.032,0.022
+TiRex,TiRex-2,0.438,0.281,0.625,-0.023,-0.054,0.005
 TiRex,TimesFM-2.5,0.5,0.344,0.656,-0.006,-0.024,0.014
 TiRex,TiRex,0.5,0.5,0.5,0.0,0.0,0.0
 TiRex,TabPFN-TS-3,0.5,0.344,0.656,0.028,-0.022,0.079
@@ -93,12 +110,12 @@ TiRex,Toto-1.0,0.812,0.688,0.938,0.049,0.016,0.083
 TiRex,Chronos-Bolt,0.781,0.625,0.906,0.051,0.014,0.089
 TiRex,Moirai-2.0,0.812,0.687,0.938,0.08,0.038,0.132
 TiRex,Toto-2.0-4m,0.812,0.656,0.938,0.06,0.029,0.093
-TiRex,Stat. Ensemble,0.781,0.625,0.906,0.14,0.063,0.212
 TiRex,Seasonal Naive,0.969,0.906,1.0,0.292,0.228,0.352
 TabPFN-TS-3,Toto-2.0-2.5B,0.312,0.156,0.5,-0.043,-0.105,0.009
 TabPFN-TS-3,Chronos-2,0.281,0.125,0.438,-0.064,-0.117,-0.016
 TabPFN-TS-3,Toto-2.0-1B,0.406,0.25,0.562,-0.038,-0.103,0.018
 TabPFN-TS-3,Toto-2.0-313m,0.375,0.219,0.531,-0.036,-0.094,0.017
+TabPFN-TS-3,TiRex-2,0.469,0.312,0.626,-0.052,-0.127,0.012
 TabPFN-TS-3,TimesFM-2.5,0.531,0.375,0.688,-0.035,-0.088,0.009
 TabPFN-TS-3,TiRex,0.5,0.344,0.656,-0.028,-0.086,0.021
 TabPFN-TS-3,TabPFN-TS-3,0.5,0.5,0.5,0.0,0.0,0.0
@@ -109,12 +126,12 @@ TabPFN-TS-3,Toto-1.0,0.656,0.5,0.812,0.022,-0.039,0.084
 TabPFN-TS-3,Chronos-Bolt,0.719,0.562,0.875,0.024,-0.023,0.07
 TabPFN-TS-3,Moirai-2.0,0.781,0.656,0.906,0.054,0.001,0.11
 TabPFN-TS-3,Toto-2.0-4m,0.75,0.594,0.876,0.034,-0.025,0.089
-TabPFN-TS-3,Stat. Ensemble,0.812,0.688,0.938,0.115,0.027,0.198
 TabPFN-TS-3,Seasonal Naive,0.969,0.906,1.0,0.272,0.223,0.317
 FlowState,Toto-2.0-2.5B,0.281,0.156,0.438,-0.002,-0.056,0.061
 FlowState,Chronos-2,0.375,0.219,0.531,-0.022,-0.072,0.039
 FlowState,Toto-2.0-1B,0.375,0.219,0.531,0.003,-0.056,0.069
 FlowState,Toto-2.0-313m,0.344,0.188,0.5,0.005,-0.048,0.065
+FlowState,TiRex-2,0.375,0.219,0.531,-0.011,-0.054,0.033
 FlowState,TimesFM-2.5,0.375,0.219,0.531,0.006,-0.035,0.059
 FlowState,TiRex,0.469,0.281,0.625,0.012,-0.028,0.06
 FlowState,TabPFN-TS-3,0.562,0.375,0.719,0.04,-0.013,0.101
@@ -125,12 +142,12 @@ FlowState,Toto-1.0,0.656,0.5,0.812,0.061,0.005,0.117
 FlowState,Chronos-Bolt,0.719,0.562,0.875,0.063,0.01,0.12
 FlowState,Moirai-2.0,0.656,0.5,0.812,0.092,0.033,0.161
 FlowState,Toto-2.0-4m,0.688,0.531,0.844,0.072,0.023,0.122
-FlowState,Stat. Ensemble,0.781,0.625,0.906,0.15,0.076,0.22
 FlowState,Seasonal Naive,0.906,0.812,1.0,0.301,0.235,0.366
 Toto-2.0-22m,Toto-2.0-2.5B,0.156,0.031,0.281,-0.023,-0.05,0.007
 Toto-2.0-22m,Chronos-2,0.25,0.094,0.406,-0.043,-0.084,-0.004
 Toto-2.0-22m,Toto-2.0-1B,0.156,0.031,0.281,-0.019,-0.047,0.015
 Toto-2.0-22m,Toto-2.0-313m,0.25,0.094,0.406,-0.016,-0.039,0.012
+Toto-2.0-22m,TiRex-2,0.344,0.188,0.5,-0.032,-0.068,-0.004
 Toto-2.0-22m,TimesFM-2.5,0.375,0.219,0.531,-0.015,-0.056,0.023
 Toto-2.0-22m,TiRex,0.438,0.25,0.625,-0.009,-0.04,0.02
 Toto-2.0-22m,TabPFN-TS-3,0.5,0.344,0.656,0.019,-0.033,0.077
@@ -141,12 +158,12 @@ Toto-2.0-22m,Toto-1.0,0.781,0.656,0.938,0.041,0.011,0.075
 Toto-2.0-22m,Chronos-Bolt,0.719,0.562,0.875,0.043,-0.003,0.085
 Toto-2.0-22m,Moirai-2.0,0.781,0.625,0.906,0.072,0.024,0.125
 Toto-2.0-22m,Toto-2.0-4m,0.844,0.719,0.938,0.052,0.034,0.07
-Toto-2.0-22m,Stat. Ensemble,0.719,0.562,0.875,0.132,0.063,0.206
 Toto-2.0-22m,Seasonal Naive,0.938,0.844,1.0,0.286,0.222,0.35
 TabPFN-TS,Toto-2.0-2.5B,0.219,0.094,0.375,-0.021,-0.068,0.037
 TabPFN-TS,Chronos-2,0.188,0.062,0.312,-0.041,-0.082,0.013
 TabPFN-TS,Toto-2.0-1B,0.281,0.125,0.438,-0.016,-0.067,0.047
 TabPFN-TS,Toto-2.0-313m,0.25,0.094,0.406,-0.013,-0.063,0.044
+TabPFN-TS,TiRex-2,0.25,0.125,0.406,-0.029,-0.077,0.02
 TabPFN-TS,TimesFM-2.5,0.344,0.188,0.5,-0.012,-0.059,0.039
 TabPFN-TS,TiRex,0.375,0.219,0.531,-0.006,-0.049,0.044
 TabPFN-TS,TabPFN-TS-3,0.406,0.25,0.594,0.022,-0.018,0.066
@@ -157,12 +174,12 @@ TabPFN-TS,Toto-1.0,0.531,0.374,0.719,0.043,-0.011,0.102
 TabPFN-TS,Chronos-Bolt,0.625,0.469,0.781,0.045,-0.005,0.103
 TabPFN-TS,Moirai-2.0,0.625,0.468,0.781,0.075,0.01,0.145
 TabPFN-TS,Toto-2.0-4m,0.688,0.531,0.844,0.055,0.01,0.104
-TabPFN-TS,Stat. Ensemble,0.688,0.531,0.844,0.135,0.071,0.198
 TabPFN-TS,Seasonal Naive,1.0,1.0,1.0,0.288,0.233,0.341
 Toto-1.0,Toto-2.0-2.5B,0.25,0.094,0.406,-0.067,-0.112,-0.028
 Toto-1.0,Chronos-2,0.188,0.062,0.312,-0.088,-0.14,-0.045
 Toto-1.0,Toto-2.0-1B,0.219,0.094,0.344,-0.062,-0.106,-0.023
 Toto-1.0,Toto-2.0-313m,0.219,0.062,0.375,-0.059,-0.104,-0.019
+Toto-1.0,TiRex-2,0.125,0.031,0.25,-0.076,-0.125,-0.034
 Toto-1.0,TimesFM-2.5,0.344,0.188,0.5,-0.058,-0.107,-0.012
 Toto-1.0,TiRex,0.188,0.062,0.312,-0.052,-0.091,-0.016
 Toto-1.0,TabPFN-TS-3,0.344,0.188,0.5,-0.022,-0.091,0.038
@@ -173,12 +190,12 @@ Toto-1.0,Toto-1.0,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-1.0,Chronos-Bolt,0.531,0.344,0.719,0.002,-0.041,0.04
 Toto-1.0,Moirai-2.0,0.531,0.344,0.688,0.033,-0.0,0.068
 Toto-1.0,Toto-2.0-4m,0.625,0.469,0.781,0.012,-0.022,0.039
-Toto-1.0,Stat. Ensemble,0.594,0.438,0.75,0.095,0.016,0.17
 Toto-1.0,Seasonal Naive,0.938,0.844,1.0,0.256,0.185,0.321
 Chronos-Bolt,Toto-2.0-2.5B,0.188,0.062,0.312,-0.069,-0.122,-0.015
 Chronos-Bolt,Chronos-2,0.188,0.062,0.312,-0.09,-0.139,-0.052
 Chronos-Bolt,Toto-2.0-1B,0.188,0.062,0.312,-0.064,-0.118,-0.012
 Chronos-Bolt,Toto-2.0-313m,0.281,0.125,0.438,-0.061,-0.112,-0.012
+Chronos-Bolt,TiRex-2,0.156,0.062,0.281,-0.078,-0.144,-0.023
 Chronos-Bolt,TimesFM-2.5,0.188,0.062,0.312,-0.06,-0.11,-0.019
 Chronos-Bolt,TiRex,0.219,0.094,0.375,-0.054,-0.097,-0.014
 Chronos-Bolt,TabPFN-TS-3,0.281,0.125,0.438,-0.025,-0.075,0.022
@@ -189,12 +206,12 @@ Chronos-Bolt,Toto-1.0,0.469,0.281,0.656,-0.002,-0.042,0.039
 Chronos-Bolt,Chronos-Bolt,0.5,0.5,0.5,0.0,0.0,0.0
 Chronos-Bolt,Moirai-2.0,0.516,0.375,0.656,0.031,-0.007,0.074
 Chronos-Bolt,Toto-2.0-4m,0.469,0.281,0.626,0.01,-0.029,0.051
-Chronos-Bolt,Stat. Ensemble,0.656,0.5,0.812,0.093,0.009,0.177
 Chronos-Bolt,Seasonal Naive,0.906,0.781,1.0,0.254,0.188,0.321
 Moirai-2.0,Toto-2.0-2.5B,0.156,0.031,0.281,-0.103,-0.173,-0.045
 Moirai-2.0,Chronos-2,0.156,0.031,0.281,-0.124,-0.196,-0.067
 Moirai-2.0,Toto-2.0-1B,0.156,0.062,0.281,-0.098,-0.168,-0.036
 Moirai-2.0,Toto-2.0-313m,0.188,0.062,0.312,-0.095,-0.163,-0.034
+Moirai-2.0,TiRex-2,0.188,0.062,0.344,-0.112,-0.192,-0.049
 Moirai-2.0,TimesFM-2.5,0.219,0.094,0.375,-0.094,-0.16,-0.04
 Moirai-2.0,TiRex,0.188,0.062,0.313,-0.087,-0.152,-0.039
 Moirai-2.0,TabPFN-TS-3,0.219,0.094,0.344,-0.057,-0.123,-0.001
@@ -205,12 +222,12 @@ Moirai-2.0,Toto-1.0,0.469,0.312,0.656,-0.034,-0.073,0.0
 Moirai-2.0,Chronos-Bolt,0.484,0.344,0.625,-0.031,-0.079,0.006
 Moirai-2.0,Moirai-2.0,0.5,0.5,0.5,0.0,0.0,0.0
 Moirai-2.0,Toto-2.0-4m,0.406,0.25,0.594,-0.022,-0.076,0.025
-Moirai-2.0,Stat. Ensemble,0.625,0.469,0.781,0.065,-0.031,0.153
 Moirai-2.0,Seasonal Naive,0.812,0.656,0.938,0.231,0.16,0.294
 Toto-2.0-4m,Toto-2.0-2.5B,0.094,0.0,0.219,-0.079,-0.123,-0.04
 Toto-2.0-4m,Chronos-2,0.125,0.031,0.25,-0.101,-0.154,-0.058
 Toto-2.0-4m,Toto-2.0-1B,0.125,0.031,0.25,-0.075,-0.116,-0.033
 Toto-2.0-4m,Toto-2.0-313m,0.156,0.031,0.281,-0.072,-0.108,-0.033
+Toto-2.0-4m,TiRex-2,0.125,0.031,0.25,-0.089,-0.134,-0.052
 Toto-2.0-4m,TimesFM-2.5,0.25,0.094,0.406,-0.071,-0.121,-0.025
 Toto-2.0-4m,TiRex,0.188,0.062,0.344,-0.064,-0.102,-0.03
 Toto-2.0-4m,TabPFN-TS-3,0.25,0.124,0.406,-0.035,-0.097,0.025
@@ -221,28 +238,12 @@ Toto-2.0-4m,Toto-1.0,0.375,0.219,0.531,-0.012,-0.04,0.021
 Toto-2.0-4m,Chronos-Bolt,0.531,0.374,0.719,-0.01,-0.053,0.028
 Toto-2.0-4m,Moirai-2.0,0.594,0.406,0.75,0.021,-0.026,0.07
 Toto-2.0-4m,Toto-2.0-4m,0.5,0.5,0.5,0.0,0.0,0.0
-Toto-2.0-4m,Stat. Ensemble,0.594,0.438,0.75,0.084,0.009,0.16
 Toto-2.0-4m,Seasonal Naive,0.906,0.812,1.0,0.247,0.182,0.311
-Stat. Ensemble,Toto-2.0-2.5B,0.125,0.031,0.25,-0.179,-0.286,-0.077
-Stat. Ensemble,Chronos-2,0.125,0.031,0.25,-0.202,-0.316,-0.101
-Stat. Ensemble,Toto-2.0-1B,0.156,0.031,0.281,-0.174,-0.285,-0.068
-Stat. Ensemble,Toto-2.0-313m,0.156,0.031,0.281,-0.171,-0.279,-0.071
-Stat. Ensemble,TimesFM-2.5,0.156,0.031,0.281,-0.169,-0.279,-0.069
-Stat. Ensemble,TiRex,0.219,0.094,0.375,-0.162,-0.269,-0.067
-Stat. Ensemble,TabPFN-TS-3,0.188,0.062,0.312,-0.13,-0.247,-0.028
-Stat. Ensemble,FlowState,0.219,0.094,0.375,-0.177,-0.281,-0.082
-Stat. Ensemble,Toto-2.0-22m,0.281,0.125,0.438,-0.152,-0.26,-0.067
-Stat. Ensemble,TabPFN-TS,0.312,0.156,0.469,-0.155,-0.247,-0.076
-Stat. Ensemble,Toto-1.0,0.406,0.25,0.562,-0.105,-0.205,-0.016
-Stat. Ensemble,Chronos-Bolt,0.344,0.188,0.5,-0.103,-0.215,-0.009
-Stat. Ensemble,Moirai-2.0,0.375,0.219,0.531,-0.069,-0.18,0.03
-Stat. Ensemble,Toto-2.0-4m,0.406,0.25,0.562,-0.092,-0.19,-0.01
-Stat. Ensemble,Stat. Ensemble,0.5,0.5,0.5,0.0,0.0,0.0
-Stat. Ensemble,Seasonal Naive,0.781,0.625,0.906,0.177,0.101,0.252
 Seasonal Naive,Toto-2.0-2.5B,0.062,0.0,0.156,-0.433,-0.565,-0.309
 Seasonal Naive,Chronos-2,0.062,0.0,0.156,-0.461,-0.597,-0.342
 Seasonal Naive,Toto-2.0-1B,0.062,0.0,0.156,-0.427,-0.567,-0.296
 Seasonal Naive,Toto-2.0-313m,0.062,0.0,0.156,-0.423,-0.557,-0.299
+Seasonal Naive,TiRex-2,0.0,0.0,0.0,-0.446,-0.598,-0.315
 Seasonal Naive,TimesFM-2.5,0.031,0.0,0.094,-0.421,-0.554,-0.307
 Seasonal Naive,TiRex,0.031,0.0,0.094,-0.413,-0.544,-0.296
 Seasonal Naive,TabPFN-TS-3,0.031,0.0,0.094,-0.374,-0.465,-0.287
@@ -253,5 +254,4 @@ Seasonal Naive,Toto-1.0,0.062,0.0,0.156,-0.344,-0.473,-0.226
 Seasonal Naive,Chronos-Bolt,0.094,0.0,0.219,-0.341,-0.472,-0.231
 Seasonal Naive,Moirai-2.0,0.188,0.062,0.344,-0.3,-0.417,-0.19
 Seasonal Naive,Toto-2.0-4m,0.094,0.0,0.188,-0.328,-0.452,-0.223
-Seasonal Naive,Stat. Ensemble,0.219,0.094,0.375,-0.215,-0.337,-0.112
 Seasonal Naive,Seasonal Naive,0.5,0.5,0.5,0.0,0.0,0.0
diff --git a/tables/task_type_univariate/pairwise_WQL.csv b/tables/task_type_univariate/pairwise_WQL.csv
index 3616a75cbb8cb6d6cd7b78c3c9338b043117d942..09c57eefff4efa9085183a780cd3bec87ba19886 100644
--- a/tables/task_type_univariate/pairwise_WQL.csv
+++ b/tables/task_type_univariate/pairwise_WQL.csv
@@ -2,6 +2,7 @@ model_1,model_2,win_rate,win_rate_lower,win_rate_upper,skill_score,skill_score_l
 Chronos-2,Chronos-2,0.5,0.5,0.5,0.0,0.0,0.0
 Chronos-2,Toto-2.0-2.5B,0.5,0.312,0.688,0.023,-0.002,0.049
 Chronos-2,Toto-2.0-1B,0.469,0.312,0.656,0.027,0.001,0.057
+Chronos-2,TiRex-2,0.594,0.438,0.781,0.012,-0.029,0.053
 Chronos-2,Toto-2.0-313m,0.656,0.5,0.812,0.031,0.004,0.059
 Chronos-2,TiRex,0.719,0.562,0.875,0.034,0.009,0.062
 Chronos-2,TimesFM-2.5,0.688,0.531,0.844,0.035,0.013,0.058
@@ -13,11 +14,11 @@ Chronos-2,Toto-1.0,0.844,0.719,0.969,0.086,0.05,0.125
 Chronos-2,Chronos-Bolt,0.844,0.719,0.969,0.091,0.057,0.13
 Chronos-2,Toto-2.0-4m,0.938,0.844,1.0,0.092,0.051,0.131
 Chronos-2,Moirai-2.0,0.875,0.75,0.969,0.122,0.075,0.176
-Chronos-2,TFT,0.938,0.844,1.0,0.199,0.134,0.269
 Chronos-2,Seasonal Naive,0.969,0.906,1.0,0.408,0.346,0.462
 Toto-2.0-2.5B,Chronos-2,0.5,0.312,0.688,-0.024,-0.052,0.002
 Toto-2.0-2.5B,Toto-2.0-2.5B,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-2.0-2.5B,Toto-2.0-1B,0.594,0.438,0.75,0.004,-0.005,0.016
+Toto-2.0-2.5B,TiRex-2,0.562,0.406,0.72,-0.011,-0.048,0.02
 Toto-2.0-2.5B,Toto-2.0-313m,0.656,0.469,0.812,0.009,-0.001,0.018
 Toto-2.0-2.5B,TiRex,0.594,0.438,0.75,0.011,-0.015,0.037
 Toto-2.0-2.5B,TimesFM-2.5,0.562,0.405,0.719,0.012,-0.017,0.039
@@ -29,11 +30,11 @@ Toto-2.0-2.5B,Toto-1.0,0.844,0.719,0.969,0.064,0.03,0.101
 Toto-2.0-2.5B,Chronos-Bolt,0.781,0.625,0.906,0.07,0.022,0.114
 Toto-2.0-2.5B,Toto-2.0-4m,0.875,0.75,0.969,0.07,0.032,0.105
 Toto-2.0-2.5B,Moirai-2.0,0.844,0.719,0.969,0.102,0.05,0.156
-Toto-2.0-2.5B,TFT,0.844,0.719,0.938,0.18,0.101,0.256
 Toto-2.0-2.5B,Seasonal Naive,0.938,0.844,1.0,0.395,0.323,0.452
 Toto-2.0-1B,Chronos-2,0.531,0.344,0.688,-0.028,-0.06,-0.001
 Toto-2.0-1B,Toto-2.0-2.5B,0.406,0.25,0.562,-0.004,-0.016,0.005
 Toto-2.0-1B,Toto-2.0-1B,0.5,0.5,0.5,0.0,0.0,0.0
+Toto-2.0-1B,TiRex-2,0.5,0.312,0.656,-0.015,-0.06,0.018
 Toto-2.0-1B,Toto-2.0-313m,0.656,0.5,0.812,0.004,-0.011,0.017
 Toto-2.0-1B,TiRex,0.656,0.5,0.812,0.007,-0.021,0.034
 Toto-2.0-1B,TimesFM-2.5,0.562,0.375,0.719,0.008,-0.024,0.036
@@ -45,11 +46,27 @@ Toto-2.0-1B,Toto-1.0,0.844,0.719,0.969,0.06,0.025,0.096
 Toto-2.0-1B,Chronos-Bolt,0.781,0.625,0.906,0.066,0.017,0.114
 Toto-2.0-1B,Toto-2.0-4m,0.875,0.75,0.969,0.066,0.022,0.101
 Toto-2.0-1B,Moirai-2.0,0.844,0.719,0.969,0.098,0.043,0.155
-Toto-2.0-1B,TFT,0.875,0.75,0.969,0.177,0.098,0.252
 Toto-2.0-1B,Seasonal Naive,0.938,0.844,1.0,0.392,0.315,0.453
+TiRex-2,Chronos-2,0.406,0.219,0.562,-0.013,-0.056,0.029
+TiRex-2,Toto-2.0-2.5B,0.438,0.28,0.594,0.011,-0.02,0.046
+TiRex-2,Toto-2.0-1B,0.5,0.344,0.688,0.015,-0.019,0.057
+TiRex-2,TiRex-2,0.5,0.5,0.5,0.0,0.0,0.0
+TiRex-2,Toto-2.0-313m,0.5,0.312,0.688,0.019,-0.015,0.056
+TiRex-2,TiRex,0.594,0.406,0.75,0.022,-0.002,0.047
+TiRex-2,TimesFM-2.5,0.594,0.438,0.781,0.023,-0.011,0.06
+TiRex-2,TabPFN-TS-3,0.562,0.406,0.719,0.047,-0.014,0.11
+TiRex-2,Toto-2.0-22m,0.656,0.5,0.812,0.032,0.006,0.064
+TiRex-2,FlowState,0.656,0.5,0.812,0.027,-0.016,0.068
+TiRex-2,TabPFN-TS,0.719,0.562,0.875,0.041,-0.005,0.082
+TiRex-2,Toto-1.0,0.875,0.75,0.969,0.074,0.039,0.112
+TiRex-2,Chronos-Bolt,0.844,0.719,0.969,0.08,0.031,0.131
+TiRex-2,Toto-2.0-4m,0.938,0.844,1.0,0.08,0.048,0.115
+TiRex-2,Moirai-2.0,0.844,0.688,0.969,0.111,0.059,0.173
+TiRex-2,Seasonal Naive,1.0,1.0,1.0,0.401,0.333,0.462
 Toto-2.0-313m,Chronos-2,0.344,0.188,0.5,-0.033,-0.063,-0.004
 Toto-2.0-313m,Toto-2.0-2.5B,0.344,0.188,0.531,-0.009,-0.019,0.001
 Toto-2.0-313m,Toto-2.0-1B,0.344,0.188,0.5,-0.004,-0.017,0.01
+Toto-2.0-313m,TiRex-2,0.5,0.312,0.688,-0.02,-0.059,0.014
 Toto-2.0-313m,Toto-2.0-313m,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-2.0-313m,TiRex,0.625,0.469,0.782,0.003,-0.028,0.029
 Toto-2.0-313m,TimesFM-2.5,0.594,0.438,0.75,0.004,-0.032,0.031
@@ -61,11 +78,11 @@ Toto-2.0-313m,Toto-1.0,0.812,0.688,0.938,0.056,0.02,0.093
 Toto-2.0-313m,Chronos-Bolt,0.75,0.594,0.875,0.062,0.015,0.105
 Toto-2.0-313m,Toto-2.0-4m,0.875,0.75,0.969,0.062,0.026,0.092
 Toto-2.0-313m,Moirai-2.0,0.812,0.688,0.938,0.094,0.039,0.148
-Toto-2.0-313m,TFT,0.875,0.75,0.969,0.173,0.095,0.25
 Toto-2.0-313m,Seasonal Naive,0.938,0.844,1.0,0.389,0.317,0.448
 TiRex,Chronos-2,0.281,0.125,0.438,-0.035,-0.066,-0.01
 TiRex,Toto-2.0-2.5B,0.406,0.25,0.562,-0.012,-0.039,0.015
 TiRex,Toto-2.0-1B,0.344,0.188,0.5,-0.007,-0.036,0.021
+TiRex,TiRex-2,0.406,0.25,0.594,-0.023,-0.049,0.002
 TiRex,Toto-2.0-313m,0.375,0.218,0.531,-0.003,-0.03,0.027
 TiRex,TiRex,0.5,0.5,0.5,0.0,0.0,0.0
 TiRex,TimesFM-2.5,0.531,0.375,0.688,0.001,-0.02,0.022
@@ -77,11 +94,11 @@ TiRex,Toto-1.0,0.906,0.812,1.0,0.053,0.02,0.087
 TiRex,Chronos-Bolt,0.812,0.688,0.938,0.059,0.021,0.099
 TiRex,Toto-2.0-4m,0.844,0.719,0.969,0.059,0.026,0.092
 TiRex,Moirai-2.0,0.875,0.75,0.969,0.091,0.047,0.145
-TiRex,TFT,0.812,0.687,0.938,0.171,0.096,0.244
 TiRex,Seasonal Naive,1.0,1.0,1.0,0.387,0.317,0.447
 TimesFM-2.5,Chronos-2,0.312,0.156,0.469,-0.036,-0.062,-0.013
 TimesFM-2.5,Toto-2.0-2.5B,0.438,0.281,0.595,-0.013,-0.041,0.017
 TimesFM-2.5,Toto-2.0-1B,0.438,0.281,0.625,-0.008,-0.038,0.023
+TimesFM-2.5,TiRex-2,0.406,0.219,0.562,-0.024,-0.064,0.011
 TimesFM-2.5,Toto-2.0-313m,0.406,0.25,0.562,-0.004,-0.032,0.031
 TimesFM-2.5,TiRex,0.469,0.312,0.625,-0.001,-0.022,0.019
 TimesFM-2.5,TimesFM-2.5,0.5,0.5,0.5,0.0,0.0,0.0
@@ -93,11 +110,11 @@ TimesFM-2.5,Toto-1.0,0.719,0.562,0.875,0.052,0.013,0.091
 TimesFM-2.5,Chronos-Bolt,0.844,0.719,0.969,0.058,0.021,0.099
 TimesFM-2.5,Toto-2.0-4m,0.781,0.625,0.906,0.058,0.012,0.1
 TimesFM-2.5,Moirai-2.0,0.844,0.719,0.969,0.09,0.044,0.142
-TimesFM-2.5,TFT,0.844,0.719,0.969,0.17,0.103,0.242
 TimesFM-2.5,Seasonal Naive,0.969,0.906,1.0,0.387,0.321,0.445
 TabPFN-TS-3,Chronos-2,0.25,0.125,0.406,-0.063,-0.109,-0.02
 TabPFN-TS-3,Toto-2.0-2.5B,0.375,0.219,0.531,-0.038,-0.094,0.011
 TabPFN-TS-3,Toto-2.0-1B,0.344,0.188,0.5,-0.034,-0.095,0.023
+TabPFN-TS-3,TiRex-2,0.438,0.281,0.594,-0.05,-0.123,0.014
 TabPFN-TS-3,Toto-2.0-313m,0.406,0.25,0.562,-0.029,-0.084,0.021
 TabPFN-TS-3,TiRex,0.531,0.375,0.688,-0.026,-0.084,0.022
 TabPFN-TS-3,TimesFM-2.5,0.531,0.375,0.688,-0.025,-0.077,0.016
@@ -109,11 +126,11 @@ TabPFN-TS-3,Toto-1.0,0.688,0.531,0.844,0.028,-0.032,0.089
 TabPFN-TS-3,Chronos-Bolt,0.781,0.656,0.906,0.034,-0.009,0.079
 TabPFN-TS-3,Toto-2.0-4m,0.781,0.625,0.906,0.035,-0.022,0.09
 TabPFN-TS-3,Moirai-2.0,0.812,0.688,0.938,0.067,0.016,0.121
-TabPFN-TS-3,TFT,0.781,0.625,0.906,0.149,0.077,0.219
 TabPFN-TS-3,Seasonal Naive,1.0,1.0,1.0,0.371,0.315,0.424
 Toto-2.0-22m,Chronos-2,0.281,0.125,0.438,-0.046,-0.085,-0.006
 Toto-2.0-22m,Toto-2.0-2.5B,0.219,0.094,0.375,-0.022,-0.048,0.009
 Toto-2.0-22m,Toto-2.0-1B,0.188,0.062,0.344,-0.017,-0.047,0.02
+Toto-2.0-22m,TiRex-2,0.344,0.188,0.5,-0.033,-0.068,-0.006
 Toto-2.0-22m,Toto-2.0-313m,0.25,0.094,0.406,-0.013,-0.034,0.014
 Toto-2.0-22m,TiRex,0.406,0.25,0.594,-0.01,-0.041,0.018
 Toto-2.0-22m,TimesFM-2.5,0.406,0.219,0.562,-0.009,-0.049,0.031
@@ -125,11 +142,11 @@ Toto-2.0-22m,Toto-1.0,0.812,0.688,0.938,0.044,0.012,0.078
 Toto-2.0-22m,Chronos-Bolt,0.75,0.594,0.875,0.05,0.005,0.094
 Toto-2.0-22m,Toto-2.0-4m,0.906,0.781,1.0,0.05,0.033,0.067
 Toto-2.0-22m,Moirai-2.0,0.844,0.719,0.938,0.082,0.032,0.133
-Toto-2.0-22m,TFT,0.781,0.625,0.906,0.163,0.075,0.245
 Toto-2.0-22m,Seasonal Naive,0.938,0.844,1.0,0.381,0.312,0.442
 FlowState,Chronos-2,0.344,0.188,0.5,-0.041,-0.094,0.019
 FlowState,Toto-2.0-2.5B,0.25,0.125,0.406,-0.017,-0.073,0.047
 FlowState,Toto-2.0-1B,0.281,0.156,0.438,-0.012,-0.075,0.057
+FlowState,TiRex-2,0.344,0.188,0.5,-0.028,-0.073,0.016
 FlowState,Toto-2.0-313m,0.344,0.188,0.5,-0.008,-0.063,0.053
 FlowState,TiRex,0.375,0.219,0.531,-0.005,-0.048,0.045
 FlowState,TimesFM-2.5,0.312,0.156,0.469,-0.004,-0.051,0.052
@@ -141,11 +158,11 @@ FlowState,Toto-1.0,0.625,0.469,0.781,0.048,-0.014,0.107
 FlowState,Chronos-Bolt,0.688,0.531,0.844,0.055,-0.0,0.113
 FlowState,Toto-2.0-4m,0.562,0.406,0.719,0.055,0.006,0.102
 FlowState,Moirai-2.0,0.656,0.5,0.812,0.087,0.027,0.156
-FlowState,TFT,0.719,0.562,0.844,0.167,0.073,0.261
 FlowState,Seasonal Naive,0.906,0.812,1.0,0.384,0.318,0.446
 TabPFN-TS,Chronos-2,0.188,0.062,0.312,-0.056,-0.093,-0.011
 TabPFN-TS,Toto-2.0-2.5B,0.219,0.094,0.375,-0.031,-0.075,0.017
 TabPFN-TS,Toto-2.0-1B,0.281,0.125,0.438,-0.027,-0.076,0.029
+TabPFN-TS,TiRex-2,0.281,0.125,0.438,-0.042,-0.089,0.005
 TabPFN-TS,Toto-2.0-313m,0.312,0.156,0.469,-0.022,-0.068,0.028
 TabPFN-TS,TiRex,0.375,0.219,0.531,-0.019,-0.061,0.026
 TabPFN-TS,TimesFM-2.5,0.344,0.188,0.5,-0.018,-0.061,0.029
@@ -157,11 +174,11 @@ TabPFN-TS,Toto-1.0,0.562,0.405,0.72,0.035,-0.018,0.091
 TabPFN-TS,Chronos-Bolt,0.625,0.469,0.781,0.041,-0.007,0.092
 TabPFN-TS,Toto-2.0-4m,0.656,0.5,0.812,0.041,-0.005,0.087
 TabPFN-TS,Moirai-2.0,0.625,0.468,0.781,0.074,0.01,0.139
-TabPFN-TS,TFT,0.656,0.5,0.812,0.155,0.077,0.236
 TabPFN-TS,Seasonal Naive,1.0,1.0,1.0,0.376,0.316,0.428
 Toto-1.0,Chronos-2,0.156,0.031,0.281,-0.094,-0.143,-0.053
 Toto-1.0,Toto-2.0-2.5B,0.156,0.031,0.281,-0.068,-0.112,-0.03
 Toto-1.0,Toto-2.0-1B,0.156,0.031,0.281,-0.064,-0.106,-0.025
+Toto-1.0,TiRex-2,0.125,0.031,0.25,-0.08,-0.126,-0.04
 Toto-1.0,Toto-2.0-313m,0.188,0.062,0.312,-0.059,-0.103,-0.02
 Toto-1.0,TiRex,0.094,0.0,0.188,-0.056,-0.095,-0.021
 Toto-1.0,TimesFM-2.5,0.281,0.125,0.438,-0.055,-0.101,-0.013
@@ -173,11 +190,11 @@ Toto-1.0,Toto-1.0,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-1.0,Chronos-Bolt,0.594,0.406,0.75,0.007,-0.041,0.048
 Toto-1.0,Toto-2.0-4m,0.594,0.406,0.781,0.007,-0.027,0.035
 Toto-1.0,Moirai-2.0,0.594,0.406,0.75,0.04,0.003,0.078
-Toto-1.0,TFT,0.688,0.531,0.844,0.124,0.04,0.208
 Toto-1.0,Seasonal Naive,0.906,0.781,1.0,0.353,0.278,0.419
 Chronos-Bolt,Chronos-2,0.156,0.031,0.281,-0.101,-0.15,-0.06
 Chronos-Bolt,Toto-2.0-2.5B,0.219,0.094,0.375,-0.075,-0.129,-0.023
 Chronos-Bolt,Toto-2.0-1B,0.219,0.094,0.375,-0.071,-0.129,-0.017
+Chronos-Bolt,TiRex-2,0.156,0.031,0.281,-0.087,-0.15,-0.032
 Chronos-Bolt,Toto-2.0-313m,0.25,0.125,0.406,-0.066,-0.117,-0.015
 Chronos-Bolt,TiRex,0.188,0.062,0.312,-0.063,-0.11,-0.022
 Chronos-Bolt,TimesFM-2.5,0.156,0.031,0.281,-0.062,-0.11,-0.022
@@ -189,11 +206,11 @@ Chronos-Bolt,Toto-1.0,0.406,0.25,0.594,-0.007,-0.05,0.039
 Chronos-Bolt,Chronos-Bolt,0.5,0.5,0.5,0.0,0.0,0.0
 Chronos-Bolt,Toto-2.0-4m,0.438,0.25,0.625,0.0,-0.045,0.043
 Chronos-Bolt,Moirai-2.0,0.484,0.344,0.625,0.034,-0.008,0.083
-Chronos-Bolt,TFT,0.656,0.5,0.812,0.119,0.045,0.192
 Chronos-Bolt,Seasonal Naive,0.938,0.844,1.0,0.349,0.278,0.411
 Toto-2.0-4m,Chronos-2,0.062,0.0,0.156,-0.101,-0.151,-0.054
 Toto-2.0-4m,Toto-2.0-2.5B,0.125,0.031,0.25,-0.075,-0.117,-0.033
 Toto-2.0-4m,Toto-2.0-1B,0.125,0.031,0.25,-0.071,-0.113,-0.022
+Toto-2.0-4m,TiRex-2,0.062,0.0,0.156,-0.087,-0.13,-0.05
 Toto-2.0-4m,Toto-2.0-313m,0.125,0.031,0.25,-0.066,-0.102,-0.026
 Toto-2.0-4m,TiRex,0.156,0.031,0.281,-0.063,-0.102,-0.027
 Toto-2.0-4m,TimesFM-2.5,0.219,0.094,0.375,-0.062,-0.111,-0.012
@@ -205,11 +222,11 @@ Toto-2.0-4m,Toto-1.0,0.406,0.219,0.594,-0.007,-0.037,0.026
 Toto-2.0-4m,Chronos-Bolt,0.562,0.375,0.75,-0.0,-0.045,0.043
 Toto-2.0-4m,Toto-2.0-4m,0.5,0.5,0.5,0.0,0.0,0.0
 Toto-2.0-4m,Moirai-2.0,0.562,0.375,0.719,0.034,-0.014,0.085
-Toto-2.0-4m,TFT,0.656,0.5,0.812,0.119,0.028,0.204
 Toto-2.0-4m,Seasonal Naive,0.938,0.844,1.0,0.349,0.278,0.409
 Moirai-2.0,Chronos-2,0.125,0.031,0.25,-0.139,-0.214,-0.081
 Moirai-2.0,Toto-2.0-2.5B,0.156,0.031,0.281,-0.113,-0.185,-0.052
 Moirai-2.0,Toto-2.0-1B,0.156,0.031,0.281,-0.108,-0.183,-0.045
+Moirai-2.0,TiRex-2,0.156,0.031,0.312,-0.125,-0.21,-0.063
 Moirai-2.0,Toto-2.0-313m,0.188,0.062,0.312,-0.104,-0.173,-0.041
 Moirai-2.0,TiRex,0.125,0.031,0.25,-0.1,-0.169,-0.049
 Moirai-2.0,TimesFM-2.5,0.156,0.031,0.281,-0.099,-0.166,-0.046
@@ -221,27 +238,11 @@ Moirai-2.0,Toto-1.0,0.406,0.25,0.594,-0.042,-0.085,-0.003
 Moirai-2.0,Chronos-Bolt,0.516,0.375,0.656,-0.035,-0.09,0.008
 Moirai-2.0,Toto-2.0-4m,0.438,0.281,0.625,-0.035,-0.093,0.014
 Moirai-2.0,Moirai-2.0,0.5,0.5,0.5,0.0,0.0,0.0
-Moirai-2.0,TFT,0.656,0.5,0.812,0.088,-0.006,0.18
 Moirai-2.0,Seasonal Naive,0.844,0.719,0.969,0.326,0.251,0.395
-TFT,Chronos-2,0.062,0.0,0.156,-0.249,-0.368,-0.154
-TFT,Toto-2.0-2.5B,0.156,0.062,0.281,-0.22,-0.345,-0.113
-TFT,Toto-2.0-1B,0.125,0.031,0.25,-0.215,-0.337,-0.109
-TFT,Toto-2.0-313m,0.125,0.031,0.25,-0.209,-0.333,-0.105
-TFT,TiRex,0.188,0.062,0.313,-0.206,-0.322,-0.106
-TFT,TimesFM-2.5,0.156,0.031,0.281,-0.205,-0.319,-0.115
-TFT,TabPFN-TS-3,0.219,0.094,0.375,-0.175,-0.28,-0.084
-TFT,Toto-2.0-22m,0.219,0.094,0.375,-0.194,-0.324,-0.081
-TFT,FlowState,0.281,0.156,0.438,-0.2,-0.354,-0.078
-TFT,TabPFN-TS,0.344,0.188,0.5,-0.183,-0.309,-0.083
-TFT,Toto-1.0,0.312,0.156,0.469,-0.142,-0.262,-0.041
-TFT,Chronos-Bolt,0.344,0.188,0.5,-0.135,-0.237,-0.047
-TFT,Toto-2.0-4m,0.344,0.188,0.5,-0.134,-0.256,-0.029
-TFT,Moirai-2.0,0.344,0.188,0.5,-0.096,-0.22,0.006
-TFT,TFT,0.5,0.5,0.5,0.0,0.0,0.0
-TFT,Seasonal Naive,0.812,0.656,0.938,0.261,0.17,0.339
 Seasonal Naive,Chronos-2,0.031,0.0,0.094,-0.691,-0.858,-0.53
 Seasonal Naive,Toto-2.0-2.5B,0.062,0.0,0.156,-0.652,-0.824,-0.476
 Seasonal Naive,Toto-2.0-1B,0.062,0.0,0.156,-0.645,-0.829,-0.459
+Seasonal Naive,TiRex-2,0.0,0.0,0.0,-0.67,-0.86,-0.5
 Seasonal Naive,Toto-2.0-313m,0.062,0.0,0.156,-0.637,-0.813,-0.464
 Seasonal Naive,TiRex,0.0,0.0,0.0,-0.633,-0.81,-0.465
 Seasonal Naive,TimesFM-2.5,0.031,0.0,0.094,-0.631,-0.801,-0.472
@@ -253,5 +254,4 @@ Seasonal Naive,Toto-1.0,0.094,0.0,0.219,-0.546,-0.721,-0.386
 Seasonal Naive,Chronos-Bolt,0.062,0.0,0.156,-0.536,-0.698,-0.385
 Seasonal Naive,Toto-2.0-4m,0.062,0.0,0.156,-0.536,-0.693,-0.386
 Seasonal Naive,Moirai-2.0,0.156,0.031,0.281,-0.484,-0.654,-0.335
-Seasonal Naive,TFT,0.188,0.062,0.344,-0.354,-0.513,-0.205
 Seasonal Naive,Seasonal Naive,0.5,0.5,0.5,0.0,0.0,0.0