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@@ -64,3 +64,18 @@ flmr/infoseek/k100/val_metrics/flmr_qid.json filter=lfs diff=lfs merge=lfs -text
 flmr/infoseek/k100/val_metrics/qnonrels.json filter=lfs diff=lfs merge=lfs -text
 flmr/infoseek/k100/val_metrics/qrels.json filter=lfs diff=lfs merge=lfs -text
 flmr/infoseek/val_metrics/flmr.json filter=lfs diff=lfs merge=lfs -text
+bm25/infoseek/L500/val_metrics/BM25.json filter=lfs diff=lfs merge=lfs -text
+bm25/infoseek/L500/val_metrics/qnonrels.json filter=lfs diff=lfs merge=lfs -text
+bm25/infoseek/L500/val_metrics/qrels.json filter=lfs diff=lfs merge=lfs -text
+dpr/evqa/l100/test_metrics/DPR.json filter=lfs diff=lfs merge=lfs -text
+dpr/evqa/l100_k100/test_metrics/DPR.json filter=lfs diff=lfs merge=lfs -text
+dpr/evqa/l500/test_metrics/DPR.json filter=lfs diff=lfs merge=lfs -text
+dpr/evqa/test_metrics/DPR.json filter=lfs diff=lfs merge=lfs -text
+dpr/infoseek/l100/val_metrics/DPR.json filter=lfs diff=lfs merge=lfs -text
+dpr+clip_i2t+clip_i2i/viquae/l100/test_metrics/test_run.json filter=lfs diff=lfs merge=lfs -text
+dpr+clip_i2t+clip_i2i/viquae/l100/train_metrics/test_run.json filter=lfs diff=lfs merge=lfs -text
+dpr+clip_i2t+clip_i2i/viquae/l100/val_metrics/test_run.json filter=lfs diff=lfs merge=lfs -text
+dpr+clip_i2t+clip_i2i/viquae/l500/test_metrics/test_run.json filter=lfs diff=lfs merge=lfs -text
+dpr+clip_i2t+clip_i2i/viquae/l500/train_metrics/test_run.json filter=lfs diff=lfs merge=lfs -text
+dpr+clip_i2t+clip_i2i/viquae/l500/val_metrics/test_run.json filter=lfs diff=lfs merge=lfs -text
+dpr+clip_i2t+clip_i2i/viquae/n500/train_metrics/test_run.json filter=lfs diff=lfs merge=lfs -text

bm25/evqa/config.json

@@ -0,0 +1,20 @@
+{
+    "kb_kwargs": {
+        "/gluster/scratch/mboukheddimi/datasets/evqa/passages": {
+            "load_dataset": true,
+            "index_kwargs": {
+                "BM25": {
+                    "column": "passage",
+                    "kind": 2,
+                    "save_path": "/gluster/scratch/mboukheddimi/GP-VQA/lucene_indexes/evqa",
+                    "key": "input"
+                }
+            }
+        }
+    },
+    "reference_kb_path": "/gluster/scratch/mboukheddimi/datasets/evqa/passages",
+    "map_kwargs": {
+        "batch_size": 256,
+        "desc": "searching"
+    }
+}

bm25/infoseek/L500/val_metrics/BM25.json

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+size 269274363

bm25/infoseek/L500/val_metrics/metrics.json

@@ -0,0 +1,22 @@
+{
+    "stat_test": "fisher",
+    "metrics": [
+        "mrr@100",
+        "precision@1",
+        "precision@20",
+        "hit_rate@20"
+    ],
+    "model_names": [
+        "BM25"
+    ],
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+            "precision@1": 0.10486280901928824,
+            "precision@20": 0.09088562890518881,
+            "hit_rate@20": 0.40666938331975006
+        },
+        "comparisons": {},
+        "win_tie_loss": {}
+    }
+}

bm25/infoseek/L500/val_metrics/metrics.tex

@@ -0,0 +1,36 @@
+========================
+% Add in preamble
+\usepackage{graphicx}
+\usepackage{booktabs}
+========================
+
+
+% To change the table size, act on the resizebox argument `0.8`.
+\begin{table*}[ht]
+\centering
+\caption{
+Overall effectiveness of the models.
+The best results are highlighted in boldface.
+Superscripts denote significant differences in Fisher's randomization test with $p \le 0.01$.
+}
+\resizebox{0.8\textwidth}{!}{
+\begin{tabular}{c|c|c|c|c|c}
+\toprule
+\textbf{\#}
+& \textbf{Model}
+& \textbf{MRR@100}
+& \textbf{P@1}
+& \textbf{P@20}
+& \textbf{Hit_Rate@20} \\ 
+\midrule
+a &
+BM25 &
+\textbf{0.179}\hphantom{} &
+\textbf{0.105}\hphantom{} &
+\textbf{0.091}\hphantom{} &
+\textbf{0.407}\hphantom{} \\
+\bottomrule
+\end{tabular}
+}
+\label{tab:results}
+\end{table*}

bm25/infoseek/L500/val_metrics/qnonrels.json

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+size 84167369

bm25/infoseek/L500/val_metrics/qrels.json

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bm25/infoseek/config.json

@@ -0,0 +1,20 @@
+{
+    "kb_kwargs": {
+        "/gluster/scratch/mboukheddimi/datasets/infoseek/passages": {
+            "load_dataset": true,
+            "index_kwargs": {
+                "BM25": {
+                    "column": "passage",
+                    "kind": 2,
+                    "save_path": "/gluster/scratch/mboukheddimi/GP-VQA/lucene_indexes/infoseek",
+                    "key": "input"
+                }
+            }
+        }
+    },
+    "reference_kb_path": "/gluster/scratch/mboukheddimi/datasets/infoseek/passages",
+    "map_kwargs": {
+        "batch_size": 256,
+        "desc": "searching"
+    }
+}

bm25/reduced_evqa/config.json

@@ -0,0 +1,20 @@
+{
+    "kb_kwargs": {
+        "/gluster/scratch/mboukheddimi/datasets/reduced_evqa/passages": {
+            "load_dataset": true,
+            "index_kwargs": {
+                "BM25": {
+                    "column": "passage",
+                    "kind": 2,
+                    "save_path": "/gluster/scratch/mboukheddimi/GP-VQA/lucene_indexes/reduced_evqa",
+                    "key": "input"
+                }
+            }
+        }
+    },
+    "reference_kb_path": "/gluster/scratch/mboukheddimi/datasets/reduced_evqa/passages",
+    "map_kwargs": {
+        "batch_size": 256,
+        "desc": "searching"
+    }
+}

bm25/reduced_evqa/test_metrics/metrics.json

@@ -0,0 +1,22 @@
+{
+    "stat_test": "fisher",
+    "metrics": [
+        "mrr@100",
+        "precision@1",
+        "precision@20",
+        "hit_rate@20"
+    ],
+    "model_names": [
+        "BM25"
+    ],
+    "BM25": {
+        "scores": {
+            "mrr@100": 0.016577382163808465,
+            "precision@1": 0.01,
+            "precision@20": 0.0075,
+            "hit_rate@20": 0.07
+        },
+        "comparisons": {},
+        "win_tie_loss": {}
+    }
+}

bm25/reduced_evqa/test_metrics/metrics.tex

@@ -0,0 +1,36 @@
+========================
+% Add in preamble
+\usepackage{graphicx}
+\usepackage{booktabs}
+========================
+
+
+% To change the table size, act on the resizebox argument `0.8`.
+\begin{table*}[ht]
+\centering
+\caption{
+Overall effectiveness of the models.
+The best results are highlighted in boldface.
+Superscripts denote significant differences in Fisher's randomization test with $p \le 0.01$.
+}
+\resizebox{0.8\textwidth}{!}{
+\begin{tabular}{c|c|c|c|c|c}
+\toprule
+\textbf{\#}
+& \textbf{Model}
+& \textbf{MRR@100}
+& \textbf{P@1}
+& \textbf{P@20}
+& \textbf{Hit_Rate@20} \\ 
+\midrule
+a &
+BM25 &
+\textbf{0.017}\hphantom{} &
+\textbf{0.010}\hphantom{} &
+\textbf{0.007}\hphantom{} &
+\textbf{0.070}\hphantom{} \\
+\bottomrule
+\end{tabular}
+}
+\label{tab:results}
+\end{table*}

bm25/reduced_evqa/test_metrics/qnonrels.json

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bm25/reduced_evqa/test_metrics/qrels.json

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bm25/reduced_evqa/train_metrics/metrics.json

@@ -0,0 +1,22 @@
+{
+    "stat_test": "fisher",
+    "metrics": [
+        "mrr@100",
+        "precision@1",
+        "precision@20",
+        "hit_rate@20"
+    ],
+    "model_names": [
+        "BM25"
+    ],
+    "BM25": {
+        "scores": {
+            "mrr@100": 0.10489212454212453,
+            "precision@1": 0.05,
+            "precision@20": 0.02,
+            "hit_rate@20": 0.24
+        },
+        "comparisons": {},
+        "win_tie_loss": {}
+    }
+}

bm25/reduced_evqa/train_metrics/metrics.tex

@@ -0,0 +1,36 @@
+========================
+% Add in preamble
+\usepackage{graphicx}
+\usepackage{booktabs}
+========================
+
+
+% To change the table size, act on the resizebox argument `0.8`.
+\begin{table*}[ht]
+\centering
+\caption{
+Overall effectiveness of the models.
+The best results are highlighted in boldface.
+Superscripts denote significant differences in Fisher's randomization test with $p \le 0.01$.
+}
+\resizebox{0.8\textwidth}{!}{
+\begin{tabular}{c|c|c|c|c|c}
+\toprule
+\textbf{\#}
+& \textbf{Model}
+& \textbf{MRR@100}
+& \textbf{P@1}
+& \textbf{P@20}
+& \textbf{Hit_Rate@20} \\ 
+\midrule
+a &
+BM25 &
+\textbf{0.105}\hphantom{} &
+\textbf{0.050}\hphantom{} &
+\textbf{0.020}\hphantom{} &
+\textbf{0.240}\hphantom{} \\
+\bottomrule
+\end{tabular}
+}
+\label{tab:results}
+\end{table*}

bm25/reduced_evqa/train_metrics/qnonrels.json

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bm25/reduced_evqa/train_metrics/qrels.json

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bm25/reduced_evqa/val_metrics/metrics.json

@@ -0,0 +1,22 @@
+{
+    "stat_test": "fisher",
+    "metrics": [
+        "mrr@100",
+        "precision@1",
+        "precision@20",
+        "hit_rate@20"
+    ],
+    "model_names": [
+        "BM25"
+    ],
+    "BM25": {
+        "scores": {
+            "mrr@100": 0.028710027100271006,
+            "precision@1": 0.01,
+            "precision@20": 0.009000000000000001,
+            "hit_rate@20": 0.07
+        },
+        "comparisons": {},
+        "win_tie_loss": {}
+    }
+}

bm25/reduced_evqa/val_metrics/metrics.tex

@@ -0,0 +1,36 @@
+========================
+% Add in preamble
+\usepackage{graphicx}
+\usepackage{booktabs}
+========================
+
+
+% To change the table size, act on the resizebox argument `0.8`.
+\begin{table*}[ht]
+\centering
+\caption{
+Overall effectiveness of the models.
+The best results are highlighted in boldface.
+Superscripts denote significant differences in Fisher's randomization test with $p \le 0.01$.
+}
+\resizebox{0.8\textwidth}{!}{
+\begin{tabular}{c|c|c|c|c|c}
+\toprule
+\textbf{\#}
+& \textbf{Model}
+& \textbf{MRR@100}
+& \textbf{P@1}
+& \textbf{P@20}
+& \textbf{Hit_Rate@20} \\ 
+\midrule
+a &
+BM25 &
+\textbf{0.029}\hphantom{} &
+\textbf{0.010}\hphantom{} &
+\textbf{0.009}\hphantom{} &
+\textbf{0.070}\hphantom{} \\
+\bottomrule
+\end{tabular}
+}
+\label{tab:results}
+\end{table*}

bm25/reduced_evqa/val_metrics/qnonrels.json

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+}

bm25/reduced_infoseek/config.json

@@ -0,0 +1,20 @@
+{
+    "kb_kwargs": {
+        "/gluster/scratch/mboukheddimi/datasets/reduced_infoseek/passages": {
+            "load_dataset": true,
+            "index_kwargs": {
+                "BM25": {
+                    "column": "passage",
+                    "kind": 2,
+                    "save_path": "/gluster/scratch/mboukheddimi/GP-VQA/lucene_indexes/reduced_infoseek",
+                    "key": "input"
+                }
+            }
+        }
+    },
+    "reference_kb_path": "/gluster/scratch/mboukheddimi/datasets/reduced_infoseek/passages",
+    "map_kwargs": {
+        "batch_size": 256,
+        "desc": "searching"
+    }
+}

bm25/reduced_infoseek/l200/train_metrics/metrics.json

@@ -0,0 +1,22 @@
+{
+    "stat_test": "fisher",
+    "metrics": [
+        "mrr@100",
+        "precision@1",
+        "precision@20",
+        "hit_rate@20"
+    ],
+    "model_names": [
+        "BM25"
+    ],
+    "BM25": {
+        "scores": {
+            "mrr@100": 0.07447799125484328,
+            "precision@1": 0.05,
+            "precision@20": 0.0255,
+            "hit_rate@20": 0.15
+        },
+        "comparisons": {},
+        "win_tie_loss": {}
+    }
+}

bm25/reduced_infoseek/l200/train_metrics/metrics.tex

@@ -0,0 +1,36 @@
+========================
+% Add in preamble
+\usepackage{graphicx}
+\usepackage{booktabs}
+========================
+
+
+% To change the table size, act on the resizebox argument `0.8`.
+\begin{table*}[ht]
+\centering
+\caption{
+Overall effectiveness of the models.
+The best results are highlighted in boldface.
+Superscripts denote significant differences in Fisher's randomization test with $p \le 0.01$.
+}
+\resizebox{0.8\textwidth}{!}{
+\begin{tabular}{c|c|c|c|c|c}
+\toprule
+\textbf{\#}
+& \textbf{Model}
+& \textbf{MRR@100}
+& \textbf{P@1}
+& \textbf{P@20}
+& \textbf{Hit_Rate@20} \\ 
+\midrule
+a &
+BM25 &
+\textbf{0.074}\hphantom{} &
+\textbf{0.050}\hphantom{} &
+\textbf{0.025}\hphantom{} &
+\textbf{0.150}\hphantom{} \\
+\bottomrule
+\end{tabular}
+}
+\label{tab:results}
+\end{table*}

bm25/reduced_infoseek/l200/train_metrics/qnonrels.json

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+    "infoseek_train_00000090": {},
+    "infoseek_train_00000091": {},
+    "infoseek_train_00000092": {},
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+    "infoseek_train_00000095": {
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+}

bm25/reduced_infoseek/l200/val_metrics/metrics.json

@@ -0,0 +1,22 @@
+{
+    "stat_test": "fisher",
+    "metrics": [
+        "mrr@100",
+        "precision@1",
+        "precision@20",
+        "hit_rate@20"
+    ],
+    "model_names": [
+        "BM25"
+    ],
+    "BM25": {
+        "scores": {
+            "mrr@100": 0.10570813195204387,
+            "precision@1": 0.04,
+            "precision@20": 0.05,
+            "hit_rate@20": 0.29
+        },
+        "comparisons": {},
+        "win_tie_loss": {}
+    }
+}

bm25/reduced_infoseek/l200/val_metrics/metrics.tex

@@ -0,0 +1,36 @@
+========================
+% Add in preamble
+\usepackage{graphicx}
+\usepackage{booktabs}
+========================
+
+
+% To change the table size, act on the resizebox argument `0.8`.
+\begin{table*}[ht]
+\centering
+\caption{
+Overall effectiveness of the models.
+The best results are highlighted in boldface.
+Superscripts denote significant differences in Fisher's randomization test with $p \le 0.01$.
+}
+\resizebox{0.8\textwidth}{!}{
+\begin{tabular}{c|c|c|c|c|c}
+\toprule
+\textbf{\#}
+& \textbf{Model}
+& \textbf{MRR@100}
+& \textbf{P@1}
+& \textbf{P@20}
+& \textbf{Hit_Rate@20} \\ 
+\midrule
+a &
+BM25 &
+\textbf{0.106}\hphantom{} &
+\textbf{0.040}\hphantom{} &
+\textbf{0.050}\hphantom{} &
+\textbf{0.290}\hphantom{} \\
+\bottomrule
+\end{tabular}
+}
+\label{tab:results}
+\end{table*}

bm25/reduced_infoseek/l200/val_metrics/qnonrels.json

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bm25/reduced_infoseek/l300/train_metrics/metrics.json

@@ -0,0 +1,22 @@
+{
+    "stat_test": "fisher",
+    "metrics": [
+        "mrr@100",
+        "precision@1",
+        "precision@20",
+        "hit_rate@20"
+    ],
+    "model_names": [
+        "BM25"
+    ],
+    "BM25": {
+        "scores": {
+            "mrr@100": 0.07509236942134932,
+            "precision@1": 0.04,
+            "precision@20": 0.028499999999999998,
+            "hit_rate@20": 0.18
+        },
+        "comparisons": {},
+        "win_tie_loss": {}
+    }
+}

bm25/reduced_infoseek/l300/train_metrics/metrics.tex

@@ -0,0 +1,36 @@
+========================
+% Add in preamble
+\usepackage{graphicx}
+\usepackage{booktabs}
+========================
+
+
+% To change the table size, act on the resizebox argument `0.8`.
+\begin{table*}[ht]
+\centering
+\caption{
+Overall effectiveness of the models.
+The best results are highlighted in boldface.
+Superscripts denote significant differences in Fisher's randomization test with $p \le 0.01$.
+}
+\resizebox{0.8\textwidth}{!}{
+\begin{tabular}{c|c|c|c|c|c}
+\toprule
+\textbf{\#}
+& \textbf{Model}
+& \textbf{MRR@100}
+& \textbf{P@1}
+& \textbf{P@20}
+& \textbf{Hit_Rate@20} \\ 
+\midrule
+a &
+BM25 &
+\textbf{0.075}\hphantom{} &
+\textbf{0.040}\hphantom{} &
+\textbf{0.028}\hphantom{} &
+\textbf{0.180}\hphantom{} \\
+\bottomrule
+\end{tabular}
+}
+\label{tab:results}
+\end{table*}

bm25/reduced_infoseek/l300/train_metrics/qnonrels.json

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bm25/reduced_infoseek/l300/train_metrics/qrels.json

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bm25/reduced_infoseek/l300/val_metrics/metrics.json

@@ -0,0 +1,22 @@
+{
+    "stat_test": "fisher",
+    "metrics": [
+        "mrr@100",
+        "precision@1",
+        "precision@20",
+        "hit_rate@20"
+    ],
+    "model_names": [
+        "BM25"
+    ],
+    "BM25": {
+        "scores": {
+            "mrr@100": 0.14354773550460928,
+            "precision@1": 0.1,
+            "precision@20": 0.06,
+            "hit_rate@20": 0.29
+        },
+        "comparisons": {},
+        "win_tie_loss": {}
+    }
+}

bm25/reduced_infoseek/l300/val_metrics/metrics.tex

@@ -0,0 +1,36 @@
+========================
+% Add in preamble
+\usepackage{graphicx}
+\usepackage{booktabs}
+========================
+
+
+% To change the table size, act on the resizebox argument `0.8`.
+\begin{table*}[ht]
+\centering
+\caption{
+Overall effectiveness of the models.
+The best results are highlighted in boldface.
+Superscripts denote significant differences in Fisher's randomization test with $p \le 0.01$.
+}
+\resizebox{0.8\textwidth}{!}{
+\begin{tabular}{c|c|c|c|c|c}
+\toprule
+\textbf{\#}
+& \textbf{Model}
+& \textbf{MRR@100}
+& \textbf{P@1}
+& \textbf{P@20}
+& \textbf{Hit_Rate@20} \\ 
+\midrule
+a &
+BM25 &
+\textbf{0.144}\hphantom{} &
+\textbf{0.100}\hphantom{} &
+\textbf{0.060}\hphantom{} &
+\textbf{0.290}\hphantom{} \\
+\bottomrule
+\end{tabular}
+}
+\label{tab:results}
+\end{table*}

bm25/reduced_infoseek/l300/val_metrics/qnonrels.json

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+}

bm25/reduced_infoseek/train_metrics/metrics.json

@@ -0,0 +1,22 @@
+{
+    "stat_test": "fisher",
+    "metrics": [
+        "mrr@100",
+        "precision@1",
+        "precision@20",
+        "hit_rate@20"
+    ],
+    "model_names": [
+        "BM25"
+    ],
+    "BM25": {
+        "scores": {
+            "mrr@100": 0.07509236942134932,
+            "precision@1": 0.04,
+            "precision@20": 0.028499999999999998,
+            "hit_rate@20": 0.18
+        },
+        "comparisons": {},
+        "win_tie_loss": {}
+    }
+}

bm25/reduced_infoseek/train_metrics/metrics.tex

@@ -0,0 +1,36 @@
+========================
+% Add in preamble
+\usepackage{graphicx}
+\usepackage{booktabs}
+========================
+
+
+% To change the table size, act on the resizebox argument `0.8`.
+\begin{table*}[ht]
+\centering
+\caption{
+Overall effectiveness of the models.
+The best results are highlighted in boldface.
+Superscripts denote significant differences in Fisher's randomization test with $p \le 0.01$.
+}
+\resizebox{0.8\textwidth}{!}{
+\begin{tabular}{c|c|c|c|c|c}
+\toprule
+\textbf{\#}
+& \textbf{Model}
+& \textbf{MRR@100}
+& \textbf{P@1}
+& \textbf{P@20}
+& \textbf{Hit_Rate@20} \\ 
+\midrule
+a &
+BM25 &
+\textbf{0.075}\hphantom{} &
+\textbf{0.040}\hphantom{} &
+\textbf{0.028}\hphantom{} &
+\textbf{0.180}\hphantom{} \\
+\bottomrule
+\end{tabular}
+}
+\label{tab:results}
+\end{table*}

bm25/reduced_infoseek/train_metrics/qnonrels.json

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