diff --git a/configs/methods.yaml b/configs/methods.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..ae8cb821899c5c61268d5e0a0054d6d54dab7336
--- /dev/null
+++ b/configs/methods.yaml
@@ -0,0 +1,188 @@
+markersize: &markersize 6
+linewidth: &linewidth 4
+
+no_adaptation:
+  label: "No Adaptation"
+  color: "black"
+  linestyle: "-"
+  marker: null
+  linewidth: *linewidth
+  markersize: *markersize
+
+temp_scaling:
+  label: "Temperature Scaling"
+  color: "tab:blue"
+  linestyle: "-"
+  marker: "o"
+  linewidth: *linewidth
+  markersize: *markersize
+
+dp_calibration:
+  label: "Direction Preserving"
+  color: "tab:orange"
+  linestyle: "-"
+  marker: "o"
+  linewidth: *linewidth
+  markersize: *markersize
+
+vector_scaling:
+  label: "Vector Scaling"
+  color: "tab:purple"
+  linestyle: "-"
+  marker: "o"
+  linewidth: *linewidth
+  markersize: *markersize
+
+bias_shift:
+  label: "Bias Shift"
+  color: "tab:brown"
+  linestyle: "-"
+  marker: "o"
+  linewidth: *linewidth
+  markersize: *markersize
+
+lora_0.7:
+  label: "LoRA (70% Train + 30% Val)\nwith Early Stopping"
+  color: "tab:red"
+  linestyle: "-"
+  marker: "o"
+  linewidth: *linewidth
+  markersize: *markersize
+
+lora_1.0:
+  label: "LoRA (100% Train)\nwith Early Stopping"
+  color: "tab:green"
+  linestyle: "-"
+  marker: "o"
+  linewidth: *linewidth
+  markersize: *markersize
+
+lora_1.0_no_es:
+  label: "LoRA (100% Train)\nwithout Early Stopping"
+  color: "tab:green"
+  linestyle: "--"
+  marker: "o"
+  linewidth: *linewidth
+  markersize: *markersize
+
+lora_0.7_no_es:
+  label: "LoRA (p=0.7, no ES)"
+  color: "green"
+  linestyle: "--"
+  marker: "o"
+  linewidth: *linewidth
+  markersize: *markersize
+
+lora_0.7_no_es_plus_dpcal:
+  label: "LoRA (p=0.7, No ES) + Direction Preserving"
+  color: "tab:orange"
+  linestyle: "-"
+  marker: "*"
+  linewidth: *linewidth
+  markersize: *markersize
+
+lora_0.7_plus_dpcal:
+  label: "LoRA (p=0.7) + Direction Preserving"
+  color: "tab:orange"
+  linestyle: "-"
+  marker: "*"
+  linewidth: *linewidth
+  markersize: *markersize
+
+lora_0.7_plus_tempscaling:
+  label: "LoRA (p=0.7) + Temperature Scaling"
+  color: "tab:cyan"
+  linestyle: "-"
+  marker: "*"
+  linewidth: *linewidth
+  markersize: *markersize
+
+lora_0.7_no_es_plus_tempscaling:
+  label: "LoRA (p=0.7, no ES) + Temperature Scaling"
+  color: "tab:cyan"
+  linestyle: "--"
+  marker: "x"
+  linewidth: *linewidth
+  markersize: *markersize
+
+lora_0.7_no_es_plus_dpcal_trainontest:
+  label: "LoRA (p=0.7, no ES) + Direction Preserving (Train on Test)"
+  color: "green"
+  linestyle: "--"
+  marker: "x"
+  linewidth: *linewidth
+  markersize: *markersize
+
+lora_0.7_no_es_plus_tempscaling_trainontest:
+  label: "LoRA (p=0.7, no ES) + Temperature Scaling (Train on Test)"
+  color: "tab:green"
+  linestyle: "--"
+  marker: "x"
+  linewidth: *linewidth
+  markersize: *markersize
+
+
+
+lora_1.0_plus_dpcal:
+  label: "LoRA (p=1.0) + Direction Preserving"
+  color: "tab:orange"
+  linestyle: "-"
+  marker: "*"
+  linewidth: *linewidth
+  markersize: *markersize
+
+lora_1.0_plus_dpcal_trainontest:
+  label: "LoRA (p=1.0) + Direction Preserving (Train on Test)"
+  color: "tab:orange"
+  linestyle: "-"
+  marker: "x"
+  linewidth: *linewidth
+  markersize: *markersize
+
+lora_1.0_plus_tempscaling_trainontest:
+  label: "LoRA (p=1.0) + Temperature Scaling (Train on Test)"
+  color: "tab:cyan"
+  linestyle: "-"
+  marker: "x"
+  linewidth: *linewidth
+  markersize: *markersize
+
+lora_1.0_no_es_plus_dpcal:
+  label: "LoRA (p=1.0, no ES) + Direction Preserving"
+  color: "brown"
+  linestyle: "--"
+  marker: "*"
+  linewidth: *linewidth
+  markersize: *markersize
+
+lora_1.0_plus_tempscaling:
+  label: "LoRA (p=1.0) + Temperature Scaling"
+  color: "tab:cyan"
+  linestyle: "-"
+  marker: "*"
+  linewidth: *linewidth
+  markersize: *markersize
+
+lora_1.0_no_es_plus_tempscaling:
+  label: "LoRA (p=1.0, no ES) + Temperature Scaling"
+  color: "tab:brown"
+  linestyle: "--"
+  marker: "*"
+  linewidth: *linewidth
+  markersize: *markersize
+
+lora_1.0_no_es_plus_dpcal_trainontest:
+  label: "LoRA (p=1.0, no ES) + Direction Preserving (Train on Test)"
+  color: "orange"
+  linestyle: "--"
+  marker: "x"
+  linewidth: *linewidth
+  markersize: *markersize
+
+lora_1.0_no_es_plus_tempscaling_trainontest:
+  label: "LoRA (p=1.0, no ES) + Temperature Scaling (Train on Test)"
+  color: "tab:orange"
+  linestyle: "--"
+  marker: "x"
+  linewidth: *linewidth
+  markersize: *markersize
diff --git a/lists/agnews/size=128/seed=0/0.0-0.3.txt b/lists/agnews/size=128/seed=0/0.0-0.3.txt
new file mode 100644
index 0000000000000000000000000000000000000000..cbc150ef4b58b22d377d993cb45cc73cc21b3866
--- /dev/null
+++ b/lists/agnews/size=128/seed=0/0.0-0.3.txt
@@ -0,0 +1,77 @@
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diff --git a/lists/agnews/size=128/seed=0/0.0-0.7.txt b/lists/agnews/size=128/seed=0/0.0-0.7.txt
new file mode 100644
index 0000000000000000000000000000000000000000..6be83ee72a0479ed7f5bb5c3ffdf315a878dff1f
--- /dev/null
+++ b/lists/agnews/size=128/seed=0/0.0-0.7.txt
@@ -0,0 +1,180 @@
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diff --git a/lists/agnews/size=128/seed=0/0.0-1.0.txt b/lists/agnews/size=128/seed=0/0.0-1.0.txt
new file mode 100644
index 0000000000000000000000000000000000000000..ce19550b02ef1c900a66b94dd4375bfbf51b4e58
--- /dev/null
+++ b/lists/agnews/size=128/seed=0/0.0-1.0.txt
@@ -0,0 +1,256 @@
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diff --git a/lists/agnews/size=128/seed=0/0.7-1.0.txt b/lists/agnews/size=128/seed=0/0.7-1.0.txt
new file mode 100644
index 0000000000000000000000000000000000000000..b5a843a18ec2c669de898ac4d89a8d427b3f3695
--- /dev/null
+++ b/lists/agnews/size=128/seed=0/0.7-1.0.txt
@@ -0,0 +1,76 @@
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diff --git a/lists/agnews/size=128/seed=1/0.0-0.3.txt b/lists/agnews/size=128/seed=1/0.0-0.3.txt
new file mode 100644
index 0000000000000000000000000000000000000000..413b5f11bf6ec31418092b8df20c786ecbec4cdc
--- /dev/null
+++ b/lists/agnews/size=128/seed=1/0.0-0.3.txt
@@ -0,0 +1,77 @@
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diff --git a/lists/agnews/size=128/seed=1/0.0-0.7.txt b/lists/agnews/size=128/seed=1/0.0-0.7.txt
new file mode 100644
index 0000000000000000000000000000000000000000..edab99015fbb340dcf3486b95aff5f64445fc50f
--- /dev/null
+++ b/lists/agnews/size=128/seed=1/0.0-0.7.txt
@@ -0,0 +1,180 @@
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diff --git a/lists/agnews/size=128/seed=1/0.0-1.0.txt b/lists/agnews/size=128/seed=1/0.0-1.0.txt
new file mode 100644
index 0000000000000000000000000000000000000000..eb3d92a560829c89836a8b647249a242bdf05b1c
--- /dev/null
+++ b/lists/agnews/size=128/seed=1/0.0-1.0.txt
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index 0000000000000000000000000000000000000000..5b5de4d41cd84d7768aac943dcb62b604a5300c1
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new file mode 100644
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new file mode 100644
index 0000000000000000000000000000000000000000..3ccc201ee9e91975b5479fbf169607872b497636
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new file mode 100644
index 0000000000000000000000000000000000000000..552b5dfa779e9394f55fa227201c73149ee6fd75
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new file mode 100644
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new file mode 100644
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new file mode 100644
index 0000000000000000000000000000000000000000..dd4a910e83d880e58cd8876c661ecc832d2c53fe
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index 0000000000000000000000000000000000000000..388310705f05dfed0d5c02143528c3660fd5fa9a
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new file mode 100644
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new file mode 100644
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index 0000000000000000000000000000000000000000..22706cf3b096998b9b527aa82b2e9d0fad5f55c3
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diff --git a/lists/agnews/test_400.txt b/lists/agnews/test_400.txt
new file mode 100644
index 0000000000000000000000000000000000000000..c40cf42f621d9a2ef0417fb714f36b3c37ee09cf
--- /dev/null
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diff --git a/lists/agnews/train.txt b/lists/agnews/train.txt
new file mode 100644
index 0000000000000000000000000000000000000000..0d5b908e5d7f56a49ecdd0ff55b4821c9c9cdc0c
--- /dev/null
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diff --git a/scripts/cal_vs_samples.sh b/scripts/cal_vs_samples.sh
new file mode 100644
index 0000000000000000000000000000000000000000..bd52aaac26bf3153430923d31f6480ae67f2ef44
--- /dev/null
+++ b/scripts/cal_vs_samples.sh
@@ -0,0 +1,116 @@
+#!/bin/bash -ex
+
+source ./scripts/env.sh
+
+run_no_adaptation() {
+    local model=$1
+    local dataset=$2
+    local precision="bf16-true"
+
+    # Predictions directories and lists
+    local model_dir="$CHECKPOINTS_DIR/${model2checkpoint[$model]}"
+    local data_path=outputs/prompts/$model/$dataset/all.jsonl
+    local test_list="test_${dataset2testsize[$dataset]}"
+    local output_dir="outputs/no_adaptation/$model/$dataset/size=all/seed=all/test=$dataset/list=$test_list"
+    if [ ! -f $output_dir/logits.csv ]; then
+        mkdir -p $output_dir
+        python -m llmcal.scripts.run_posteriors \
+            --base_checkpoint_dir $model_dir \
+            --checkpoint_dir $model_dir \
+            --data_path $data_path \
+            --output_dir $output_dir \
+            --prediction_lists lists/$dataset/$test_list.txt \
+            --precision $precision \
+            --devices 1 \
+            --num_nodes 1 \
+            --batch_size 1 \
+            --max_seq_length $max_seq_length
+    fi
+}
+
+run_affine_calibration() {
+    local model=$1
+    local dataset=$2
+    local size=$3
+    local num_seed=$4
+    local method=$5
+    local precision="bf16-true"
+    local seed=$((base_seed+num_seed))
+    local learning_rate=1e-3
+    local tolerance=1e-5
+    local max_ls=40
+    local model_dir="$CHECKPOINTS_DIR/${model2checkpoint[$model]}"
+    local data_path="outputs/prompts/$model/$dataset/all.jsonl"
+    local test_list="test_${dataset2testsize[$dataset]}"
+    local train_list="0.0-1.0"
+
+    # Predictions directories and lists
+    local prediction_dir="outputs/no_adaptation/$model/$dataset/size=$size/seed=$num_seed/test=$dataset/list=$train_list"
+    if [ ! -f $prediction_dir/logits.csv ]; then
+        mkdir -p $prediction_dir
+        python -m llmcal.scripts.run_posteriors \
+            --base_checkpoint_dir $model_dir \
+            --checkpoint_dir $model_dir \
+            --data_path $data_path \
+            --output_dir $prediction_dir \
+            --prediction_lists lists/$dataset/size=$size/seed=$num_seed/$train_list.txt \
+            --precision $precision \
+            --devices 1 \
+            --num_nodes 1 \
+            --batch_size 1 \
+            --max_seq_length $max_seq_length
+    fi
+
+    # Calibration directories
+    cal_dir="outputs/calibration/$model/$dataset/size=$size/seed=$num_seed/$method/$train_list/$train_list"
+    if [ ! -f "$cal_dir/test=$dataset/list=$test_list/logits.csv" ]; then
+        mkdir -p $cal_dir/test=$dataset/list=$test_list $cal_dir/logs
+        python -m llmcal.scripts.affine_calibration \
+            --output_dir $cal_dir/test=$dataset/list=$test_list \
+            --log_dir $cal_dir/logs \
+            --checkpoint_dir $cal_dir \
+            --train_logits $prediction_dir/logits.csv \
+            --train_labels $prediction_dir/labels.csv \
+            --predict_logits "outputs/no_adaptation/$model/$dataset/size=all/seed=all/test=$dataset/list=$test_list/logits.csv" \
+            --predict_labels "outputs/no_adaptation/$model/$dataset/size=all/seed=all/test=$dataset/list=$test_list/labels.csv" \
+            --method $method \
+            --learning_rate $learning_rate \
+            --tolerance $tolerance \
+            --max_ls $max_ls \
+            --seed $seed
+    fi
+}
+
+
+# 1: model
+# 2: sizes
+# 3: val_check_interval
+run_cal_vs_samples() {
+    local model=$1
+    for size in ${FACTORS[@]}; do
+        for dataset in "${DATASETS[@]}"; do
+            local test_list="test_${dataset2testsize[$dataset]}"
+            local num_seeds=${dataset2nseeds[$dataset]}
+            for num_seed in $(seq 0 $(($num_seeds - 1))); do
+
+                # Run baseline
+                run_no_adaptation $model $dataset
+
+                # Run DP Calibration
+                run_affine_calibration $model $dataset $size $num_seed "dp_calibration"
+
+                # Run Temp Scaling
+                run_affine_calibration $model $dataset $size $num_seed "temp_scaling"
+
+                # Run Vector scaling
+                run_affine_calibration $model $dataset $size $num_seed "vector_scaling"
+
+                # Run Bias shift
+                run_affine_calibration $model $dataset $size $num_seed "bias_shift"
+            done
+        done
+    done
+}
+
+run_cal_vs_samples $model 16
+
diff --git a/scripts/env.sh b/scripts/env.sh
new file mode 100644
index 0000000000000000000000000000000000000000..247f0efd67ec577f42822fe9c47a16c4be49f269
--- /dev/null
+++ b/scripts/env.sh
@@ -0,0 +1,56 @@
+CHECKPOINTS_DIR=../llmcal2/outputs/checkpoints
+HF_TOKEN=$(cat hf_token.txt)
+model="llama3.2-1b-instruct"
+# model="qwen2.5-7b-instruct"
+
+# Reproducibility
+base_seed=2834
+declare -A dataset2nseeds=(
+    ["sst2"]=9
+    ["agnews"]=9
+    ["dbpedia"]=5
+    ["20newsgroups"]=5
+    ["banking77"]=5
+)
+# num_seeds=9
+
+# Supported models
+declare -A model2checkpoint=(
+    ["llama3.2-1b"]="meta-llama/Llama-3.2-1B"
+    ["llama3.2-1b-instruct"]="meta-llama/Llama-3.2-1B-Instruct"
+    ["qwen2.5-7b"]="Qwen/Qwen2.5-7B"
+    ["qwen2.5-7b-instruct"]="Qwen/Qwen2.5-7B-Instruct"
+)
+mkdir -p $CHECKPOINTS_DIR
+if [ ! -d $CHECKPOINTS_DIR/${model2checkpoint[$model]} ]; then
+    litgpt download ${model2checkpoint[$model]} --checkpoint_dir $CHECKPOINTS_DIR --access_token $HF_TOKEN
+    rm -rf $CHECKPOINTS_DIR/${model2checkpoint[$model]}/*.bin
+fi
+if [ ! -z ${model2checkpoint[${model}-instruct]} ]; then
+    if [ ! -d $CHECKPOINTS_DIR/${model2checkpoint[${model}-instruct]} ]; then
+        litgpt download ${model2checkpoint[${model}-instruct]} --checkpoint_dir $CHECKPOINTS_DIR --access_token $HF_TOKEN
+        rm -rf $CHECKPOINTS_DIR/${model2checkpoint[${model}-instruct]}/*.bin
+    fi
+fi
+
+# Datasets
+declare -a DATASETS=(20newsgroups dbpedia sst2 agnews banking77)
+# declare -a DATASETS=(sst2 agnews)
+
+# Train sizes
+# declare -a FACTORS=(8 16 32 64 128 256)
+declare -a FACTORS=(16 32 64 128 256)
+
+# Test sizes
+declare -A dataset2testsize=(
+    ["sst2"]=400
+    ["agnews"]=400
+    ["dbpedia"]=700
+    ["20newsgroups"]=800
+    ["banking77"]=1000
+)
+
+max_seq_length=2048
+inference_max_seq_len=20000
+
+export CUDA_VISIBLE_DEVICES=1
\ No newline at end of file
diff --git a/scripts/lora_plus_cal_vs_samples.sh b/scripts/lora_plus_cal_vs_samples.sh
new file mode 100644
index 0000000000000000000000000000000000000000..7720078971388c9211a611aaddfa8647e44f006d
--- /dev/null
+++ b/scripts/lora_plus_cal_vs_samples.sh
@@ -0,0 +1,303 @@
+#!/bin/bash -ex
+
+source ./scripts/env.sh
+
+# 1: model
+# 2: dataset
+# 3: size
+# 4: loss
+# 5: num_seed
+# 6: val_check_interval
+# 7: train_dir
+# 8: early_stopping
+# 9: train_list
+# 10: val_list
+# 11: pred_list
+run_lora() {
+    local model=$1
+    local dataset=$2
+    local size=$3
+    local loss=$4
+    local num_seed=$5
+    local seed=$((base_seed + num_seed))
+    local val_check_interval=$6
+    local train_dir=$7
+    local early_stopping=$8
+    local train_list=$9
+    local val_list=${10}
+    local pred_list=${11}
+    local lora_args="--lora_r=8 --lora_alpha=16 --lora_dropout=0.05 --lora_query --lora_key --lora_value --lora_projection --lora_mlp --lora_head"
+    local global_batch_size=8
+    local micro_batch_size=1
+    local learning_rate=0.0001
+    local optimizer="adamw"
+    local weight_decay=0.0
+    local patience=10
+    local precision="bf16-true"
+
+    if [ $early_stopping = true ] && [ $train_list = "0.0-1.0" ]; then
+        local max_steps=$(python -c "import torch; print(torch.load('$train_dir/../../0.0-0.7/0.7-1.0/best.ckpt', weights_only=False)['step_count'],end='')")
+    else
+        local max_steps=-1
+    fi
+
+    # TRAIN
+    local model_dir="$CHECKPOINTS_DIR/${model2checkpoint[$model]}"
+    local log_dir="$train_dir/logs"
+    local output_checkpoint_dir="$train_dir/checkpoint"
+    if [ ! -f $train_dir/train_args.yaml ]; then
+        mkdir -p $train_dir $log_dir $output_checkpoint_dir
+        for file in config.json generation_config.json model_config.yaml tokenizer.json tokenizer.model tokenizer_config.json; do
+            if [ -f $model_dir/$file ]; then
+                cp $model_dir/$file $output_checkpoint_dir
+            fi
+        done
+        ln -sf $(readlink -f $model_dir/lit_model.pth) $output_checkpoint_dir/lit_model.pth
+        python -m llmcal.scripts.train_lora \
+            --base_checkpoint_dir $model_dir \
+            --data_paths outputs/prompts/$model/$dataset/all.jsonl  \
+            --train_lists lists/$dataset/size=$size/seed=$num_seed/$train_list.txt \
+            --val_lists lists/$dataset/size=$size/seed=$num_seed/$val_list.txt \
+            --output_dir $train_dir \
+            --output_checkpoint_dir $output_checkpoint_dir \
+            --log_dir $log_dir \
+            --precision $precision \
+            --devices 1 \
+            --num_nodes 1 \
+            --global_batch_size $global_batch_size \
+            --micro_batch_size $micro_batch_size \
+            --val_check_interval $val_check_interval \
+            --learning_rate $learning_rate \
+            --optimizer $optimizer \
+            --weight_decay $weight_decay \
+            --loss $loss \
+            --patience $patience \
+            --max_steps $max_steps \
+            --seed $seed \
+            $lora_args
+    fi
+
+    # PREDICT
+    local output_dir="$train_dir/test=$dataset/list=$pred_list"
+    if [ ! -f $output_dir/logits.csv ]; then
+        mkdir -p $output_dir
+        python -m llmcal.scripts.run_posteriors \
+            --base_checkpoint_dir $model_dir \
+            --checkpoint_dir $output_checkpoint_dir \
+            --peft "lora" \
+            --data_path outputs/prompts/$model/$dataset/all.jsonl \
+            --output_dir $output_dir \
+            --prediction_lists lists/$dataset/size=$size/seed=$num_seed/$pred_list.txt \
+            --precision $precision \
+            --devices 1 \
+            --num_nodes 1 \
+            --batch_size 1 \
+            --max_seq_length $max_seq_length \
+            $lora_args
+    fi
+}
+
+
+train_and_run_calibration() {
+    local method=$1
+    local num_seed=$2
+    local train_dir=$3
+    local pred_dir=$4
+    local output_dir=$5
+    
+    local seed=$((base_seed + num_seed))
+    if [ ! -f $output_dir/logits.csv ]; then
+        mkdir -p $output_dir
+        python -m llmcal.scripts.affine_calibration \
+            --output_dir $output_dir \
+            --log_dir "$output_dir/../../logs" \
+            --checkpoint_dir "$output_dir/../../" \
+            --train_logits "$train_dir/logits.csv" \
+            --train_labels "$train_dir/labels.csv" \
+            --predict_logits "$pred_dir/logits.csv" \
+            --predict_labels "$pred_dir/labels.csv" \
+            --method $method \
+            --learning_rate 1e-3 \
+            --tolerance 1e-5 \
+            --max_ls 40
+    fi
+}
+
+run_calibration() {
+    local method=$1
+    local checkpoint_path=$2
+    local predict_dir=$3
+    local output_dir=$4
+    if [ ! -f $output_dir/logits.csv ]; then
+        mkdir -p $output_dir
+        python -m llmcal.scripts.affine_prediction \
+            --checkpoint_path $checkpoint_path \
+            --method $method \
+            --predict_logits $predict_dir/logits.csv \
+            --predict_labels $predict_dir/labels.csv \
+            --output_dir $output_dir
+    fi
+}
+
+
+
+
+# 1: model
+# 2: sizes
+# 3: val_check_interval
+run_lora_vs_samples() {
+    local model=$1
+    local val_check_interval=$2
+    for size in ${FACTORS[@]}; do
+        for dataset in "${DATASETS[@]}"; do
+            local test_list="test_${dataset2testsize[$dataset]}"
+            local num_seeds=${dataset2nseeds[$dataset]}
+            for num_seed in $(seq 0 $(($num_seeds - 1))); do
+
+                # Train lora-ans without early stopping on 70% of the data and calibrate on 30% of the data
+                train_list="0.0-0.7"
+                val_list="0.0-0.3"
+                pred_list="0.7-1.0"
+                train_dir="outputs/finetune_lora/$model/$dataset/size=$size/seed=$num_seed/lora_ans_no_es/$train_list/$val_list"
+                run_lora $model $dataset $size ans $num_seed $val_check_interval $train_dir false $train_list $val_list $pred_list
+                train_and_run_calibration "dp_calibration" $num_seed \
+                    "outputs/finetune_lora/$model/$dataset/size=$size/seed=$num_seed/lora_ans_no_es/$train_list/$val_list/test=$dataset/list=$pred_list" \
+                    "outputs/finetune_lora/$model/$dataset/size=$size/seed=$num_seed/lora_ans_no_es/$train_list/$val_list/test=$dataset/list=$test_list" \
+                    "outputs/lora_plus_dpcal/$model/$dataset/size=$size/seed=$num_seed/lora_ans_no_es/$train_list/$val_list/$pred_list/test=$dataset/list=$test_list"
+                train_and_run_calibration "temp_scaling" $num_seed \
+                    "outputs/finetune_lora/$model/$dataset/size=$size/seed=$num_seed/lora_ans_no_es/$train_list/$val_list/test=$dataset/list=$pred_list" \
+                    "outputs/finetune_lora/$model/$dataset/size=$size/seed=$num_seed/lora_ans_no_es/$train_list/$val_list/test=$dataset/list=$test_list" \
+                    "outputs/lora_plus_tempscaling/$model/$dataset/size=$size/seed=$num_seed/lora_ans_no_es/$train_list/$val_list/$pred_list/test=$dataset/list=$test_list"
+                train_and_run_calibration "vector_scaling" $num_seed \
+                    "outputs/finetune_lora/$model/$dataset/size=$size/seed=$num_seed/lora_ans_no_es/$train_list/$val_list/test=$dataset/list=$pred_list" \
+                    "outputs/finetune_lora/$model/$dataset/size=$size/seed=$num_seed/lora_ans_no_es/$train_list/$val_list/test=$dataset/list=$test_list" \
+                    "outputs/lora_plus_vectorscaling/$model/$dataset/size=$size/seed=$num_seed/lora_ans_no_es/$train_list/$val_list/$pred_list/test=$dataset/list=$test_list"
+                train_and_run_calibration "bias_shift" $num_seed \
+                    "outputs/finetune_lora/$model/$dataset/size=$size/seed=$num_seed/lora_ans_no_es/$train_list/$val_list/test=$dataset/list=$pred_list" \
+                    "outputs/finetune_lora/$model/$dataset/size=$size/seed=$num_seed/lora_ans_no_es/$train_list/$val_list/test=$dataset/list=$test_list" \
+                    "outputs/lora_plus_biasshift/$model/$dataset/size=$size/seed=$num_seed/lora_ans_no_es/$train_list/$val_list/$pred_list/test=$dataset/list=$test_list"
+
+                # Train lora-ans without early stopping on 100% of the data and calibrate using the above calibrated model
+                train_list="0.0-1.0"
+                val_list="0.7-1.0"
+                pred_list="0.7-1.0"
+                train_dir="outputs/finetune_lora/$model/$dataset/size=$size/seed=$num_seed/lora_ans_no_es/$train_list/$val_list"
+                mkdir -p $train_dir
+                run_lora $model $dataset $size ans $num_seed $val_check_interval $train_dir false $train_list $val_list $test_list
+                run_calibration "dp_calibration" \
+                    "outputs/lora_plus_dpcal/$model/$dataset/size=$size/seed=$num_seed/lora_ans_no_es/0.0-0.7/0.0-0.3/$pred_list/state.ckpt" \
+                    "outputs/finetune_lora/$model/$dataset/size=$size/seed=$num_seed/lora_ans_no_es/$train_list/$val_list/test=$dataset/list=$test_list" \
+                    "outputs/lora_plus_dpcal/$model/$dataset/size=$size/seed=$num_seed/lora_ans_no_es/$train_list/$val_list/$pred_list/test=$dataset/list=$test_list"
+                run_calibration "temp_scaling" \
+                    "outputs/lora_plus_tempscaling/$model/$dataset/size=$size/seed=$num_seed/lora_ans_no_es/0.0-0.7/0.0-0.3/$pred_list/state.ckpt" \
+                    "outputs/finetune_lora/$model/$dataset/size=$size/seed=$num_seed/lora_ans_no_es/$train_list/$val_list/test=$dataset/list=$test_list" \
+                    "outputs/lora_plus_tempscaling/$model/$dataset/size=$size/seed=$num_seed/lora_ans_no_es/$train_list/$val_list/$pred_list/test=$dataset/list=$test_list"
+                run_calibration "vector_scaling" \
+                    "outputs/lora_plus_vectorscaling/$model/$dataset/size=$size/seed=$num_seed/lora_ans_no_es/0.0-0.7/0.0-0.3/$pred_list/state.ckpt" \
+                    "outputs/finetune_lora/$model/$dataset/size=$size/seed=$num_seed/lora_ans_no_es/$train_list/$val_list/test=$dataset/list=$test_list" \
+                    "outputs/lora_plus_vectorscaling/$model/$dataset/size=$size/seed=$num_seed/lora_ans_no_es/$train_list/$val_list/$pred_list/test=$dataset/list=$test_list"
+                run_calibration "bias_shift" \
+                    "outputs/lora_plus_biasshift/$model/$dataset/size=$size/seed=$num_seed/lora_ans_no_es/0.0-0.7/0.0-0.3/$pred_list/state.ckpt" \
+                    "outputs/finetune_lora/$model/$dataset/size=$size/seed=$num_seed/lora_ans_no_es/$train_list/$val_list/test=$dataset/list=$test_list" \
+                    "outputs/lora_plus_biasshift/$model/$dataset/size=$size/seed=$num_seed/lora_ans_no_es/$train_list/$val_list/$pred_list/test=$dataset/list=$test_list"
+
+                # Train lora-ans without early stopping on 100% of the data + naive calibration
+                train_list="0.0-1.0"
+                val_list="0.7-1.0"
+                pred_list="0.0-1.0"
+                train_dir="outputs/finetune_lora/$model/$dataset/size=$size/seed=$num_seed/lora_ans_no_es/$train_list/$val_list"
+                mkdir -p $train_dir
+                run_lora $model $dataset $size ans $num_seed $val_check_interval $train_dir false $train_list $val_list $pred_list
+                train_and_run_calibration "dp_calibration" $num_seed \
+                    "outputs/finetune_lora/$model/$dataset/size=$size/seed=$num_seed/lora_ans_no_es/$train_list/$val_list/test=$dataset/list=$pred_list" \
+                    "outputs/finetune_lora/$model/$dataset/size=$size/seed=$num_seed/lora_ans_no_es/$train_list/$val_list/test=$dataset/list=$test_list" \
+                    "outputs/lora_plus_dpcal_naive/$model/$dataset/size=$size/seed=$num_seed/lora_ans_no_es/$train_list/$val_list/$pred_list/test=$dataset/list=$test_list"
+                train_and_run_calibration "temp_scaling" $num_seed \
+                    "outputs/finetune_lora/$model/$dataset/size=$size/seed=$num_seed/lora_ans_no_es/$train_list/$val_list/test=$dataset/list=$pred_list" \
+                    "outputs/finetune_lora/$model/$dataset/size=$size/seed=$num_seed/lora_ans_no_es/$train_list/$val_list/test=$dataset/list=$test_list" \
+                    "outputs/lora_plus_tempscaling_naive/$model/$dataset/size=$size/seed=$num_seed/lora_ans_no_es/$train_list/$val_list/$pred_list/test=$dataset/list=$test_list"
+
+                # Train lora-ans without early stopping on 100% of the data + calibration train on test
+                train_list="0.0-1.0"
+                val_list="0.7-1.0"
+                pred_list="0.7-1.0"
+                train_dir="outputs/finetune_lora/$model/$dataset/size=$size/seed=$num_seed/lora_ans_no_es/$train_list/$val_list"
+                mkdir -p $train_dir
+                run_lora $model $dataset $size ans $num_seed $val_check_interval $train_dir false $train_list $val_list $test_list
+                train_and_run_calibration "dp_calibration" $num_seed \
+                    "outputs/finetune_lora/$model/$dataset/size=$size/seed=$num_seed/lora_ans_no_es/$train_list/$val_list/test=$dataset/list=$test_list" \
+                    "outputs/finetune_lora/$model/$dataset/size=$size/seed=$num_seed/lora_ans_no_es/$train_list/$val_list/test=$dataset/list=$test_list" \
+                    "outputs/lora_plus_dpcal_trainontest/$model/$dataset/size=$size/seed=$num_seed/lora_ans_no_es/$train_list/$val_list/$test_list/test=$dataset/list=$test_list"
+                train_and_run_calibration "temp_scaling" $num_seed \
+                    "outputs/finetune_lora/$model/$dataset/size=$size/seed=$num_seed/lora_ans_no_es/$train_list/$val_list/test=$dataset/list=$test_list" \
+                    "outputs/finetune_lora/$model/$dataset/size=$size/seed=$num_seed/lora_ans_no_es/$train_list/$val_list/test=$dataset/list=$test_list" \
+                    "outputs/lora_plus_tempscaling_trainontest/$model/$dataset/size=$size/seed=$num_seed/lora_ans_no_es/$train_list/$val_list/$test_list/test=$dataset/list=$test_list"
+
+                # Train lora-ans with early stopping on 70% of the data and calibrate on 30% of the data
+                train_list="0.0-0.7"
+                val_list="0.7-1.0"
+                pred_list="0.7-1.0"
+                train_dir="outputs/finetune_lora/$model/$dataset/size=$size/seed=$num_seed/lora_ans/$train_list/$val_list"
+                mkdir -p $train_dir
+                run_lora $model $dataset $size ans $num_seed $val_check_interval $train_dir true $train_list $val_list $pred_list
+                train_and_run_calibration "dp_calibration" $num_seed \
+                    "outputs/finetune_lora/$model/$dataset/size=$size/seed=$num_seed/lora_ans/$train_list/$val_list/test=$dataset/list=$pred_list" \
+                    "outputs/finetune_lora/$model/$dataset/size=$size/seed=$num_seed/lora_ans/$train_list/$val_list/test=$dataset/list=$test_list" \
+                    "outputs/lora_plus_dpcal/$model/$dataset/size=$size/seed=$num_seed/lora_ans/$train_list/$val_list/$pred_list/test=$dataset/list=$test_list"
+                train_and_run_calibration "temp_scaling" $num_seed \
+                    "outputs/finetune_lora/$model/$dataset/size=$size/seed=$num_seed/lora_ans/$train_list/$val_list/test=$dataset/list=$pred_list" \
+                    "outputs/finetune_lora/$model/$dataset/size=$size/seed=$num_seed/lora_ans/$train_list/$val_list/test=$dataset/list=$test_list" \
+                    "outputs/lora_plus_tempscaling/$model/$dataset/size=$size/seed=$num_seed/lora_ans/$train_list/$val_list/$pred_list/test=$dataset/list=$test_list"
+                # train_and_run_calibration "vector_scaling" $num_seed \
+                #     "outputs/finetune_lora/$model/$dataset/size=$size/seed=$num_seed/lora_ans/$train_list/$val_list/test=$dataset/list=$pred_list" \
+                #     "outputs/finetune_lora/$model/$dataset/size=$size/seed=$num_seed/lora_ans/$train_list/$val_list/test=$dataset/list=$test_list" \
+                #     "outputs/lora_plus_vectorscaling/$model/$dataset/size=$size/seed=$num_seed/lora_ans/$train_list/$val_list/$pred_list/test=$dataset/list=$test_list"
+                # train_and_run_calibration "bias_shift" $num_seed \
+                #     "outputs/finetune_lora/$model/$dataset/size=$size/seed=$num_seed/lora_ans/$train_list/$val_list/test=$dataset/list=$pred_list" \
+                #     "outputs/finetune_lora/$model/$dataset/size=$size/seed=$num_seed/lora_ans/$train_list/$val_list/test=$dataset/list=$test_list" \
+                #     "outputs/lora_plus_biasshift/$model/$dataset/size=$size/seed=$num_seed/lora_ans/$train_list/$val_list/$pred_list/test=$dataset/list=$test_list"
+
+                # Train lora-ans with early stopping on 100% of the data and calibrate using the above calibrated model
+                train_list="0.0-1.0"
+                val_list="0.7-1.0"
+                pred_list="0.7-1.0"
+                train_dir="outputs/finetune_lora/$model/$dataset/size=$size/seed=$num_seed/lora_ans/$train_list/$val_list"
+                mkdir -p $train_dir
+                run_lora $model $dataset $size ans $num_seed $val_check_interval $train_dir true $train_list $val_list $test_list
+                run_calibration "dp_calibration" \
+                    "outputs/lora_plus_dpcal/$model/$dataset/size=$size/seed=$num_seed/lora_ans/0.0-0.7/0.7-1.0/$pred_list/state.ckpt" \
+                    "outputs/finetune_lora/$model/$dataset/size=$size/seed=$num_seed/lora_ans/$train_list/$val_list/test=$dataset/list=$test_list" \
+                    "outputs/lora_plus_dpcal/$model/$dataset/size=$size/seed=$num_seed/lora_ans/$train_list/$val_list/$pred_list/test=$dataset/list=$test_list"
+                run_calibration "temp_scaling" \
+                    "outputs/lora_plus_tempscaling/$model/$dataset/size=$size/seed=$num_seed/lora_ans/0.0-0.7/0.7-1.0/$pred_list/state.ckpt" \
+                    "outputs/finetune_lora/$model/$dataset/size=$size/seed=$num_seed/lora_ans/$train_list/$val_list/test=$dataset/list=$test_list" \
+                    "outputs/lora_plus_tempscaling/$model/$dataset/size=$size/seed=$num_seed/lora_ans/$train_list/$val_list/$pred_list/test=$dataset/list=$test_list"
+                # run_calibration "vector_scaling" \
+                #     "outputs/lora_plus_vectorscaling/$model/$dataset/size=$size/seed=$num_seed/lora_ans/0.0-0.7/0.7-1.0/$pred_list/state.ckpt" \
+                #     "outputs/finetune_lora/$model/$dataset/size=$size/seed=$num_seed/lora_ans/$train_list/$val_list/test=$dataset/list=$test_list" \
+                #     "outputs/lora_plus_vectorscaling/$model/$dataset/size=$size/seed=$num_seed/lora_ans/$train_list/$val_list/$pred_list/test=$dataset/list=$test_list"
+                # run_calibration "bias_shift" \
+                #     "outputs/lora_plus_biasshift/$model/$dataset/size=$size/seed=$num_seed/lora_ans/0.0-0.7/0.7-1.0/$pred_list/state.ckpt" \
+                #     "outputs/finetune_lora/$model/$dataset/size=$size/seed=$num_seed/lora_ans/$train_list/$val_list/test=$dataset/list=$test_list" \
+                #     "outputs/lora_plus_biasshift/$model/$dataset/size=$size/seed=$num_seed/lora_ans/$train_list/$val_list/$pred_list/test=$dataset/list=$test_list"
+
+                # Train lora-ans with early stopping on 100% of the data + calibration on test set
+                train_list="0.0-1.0"
+                val_list="0.7-1.0"
+                train_dir="outputs/finetune_lora/$model/$dataset/size=$size/seed=$num_seed/lora_ans/$train_list/$val_list"
+                mkdir -p $train_dir
+                run_lora $model $dataset $size ans $num_seed $val_check_interval $train_dir true $train_list $val_list $test_list
+                train_and_run_calibration "dp_calibration" $num_seed \
+                    "outputs/finetune_lora/$model/$dataset/size=$size/seed=$num_seed/lora_ans/$train_list/$val_list/test=$dataset/list=$test_list" \
+                    "outputs/finetune_lora/$model/$dataset/size=$size/seed=$num_seed/lora_ans/$train_list/$val_list/test=$dataset/list=$test_list" \
+                    "outputs/lora_plus_dpcal_trainontest/$model/$dataset/size=$size/seed=$num_seed/lora_ans/$train_list/$val_list/$test_list/test=$dataset/list=$test_list"
+                train_and_run_calibration "temp_scaling" $num_seed \
+                    "outputs/finetune_lora/$model/$dataset/size=$size/seed=$num_seed/lora_ans/$train_list/$val_list/test=$dataset/list=$test_list" \
+                    "outputs/finetune_lora/$model/$dataset/size=$size/seed=$num_seed/lora_ans/$train_list/$val_list/test=$dataset/list=$test_list" \
+                    "outputs/lora_plus_tempscaling_trainontest/$model/$dataset/size=$size/seed=$num_seed/lora_ans/$train_list/$val_list/$test_list/test=$dataset/list=$test_list"
+            done
+        done
+    done
+}
+
+run_lora_vs_samples $model 16
diff --git a/scripts/lora_vs_samples.sh b/scripts/lora_vs_samples.sh
new file mode 100644
index 0000000000000000000000000000000000000000..14bcc236498824e3e167504eb26dec0558468d65
--- /dev/null
+++ b/scripts/lora_vs_samples.sh
@@ -0,0 +1,146 @@
+#!/bin/bash -ex
+
+source ./scripts/env.sh
+
+# 1: model
+# 2: dataset
+# 3: size
+# 4: loss
+# 5: num_seed
+# 6: val_check_interval
+# 7: train_dir
+# 8: early_stopping
+# 9: train_list
+# 10: val_list
+# 11: test_list
+run_lora() {
+    local model=$1
+    local dataset=$2
+    local size=$3
+    local loss=$4
+    local num_seed=$5
+    local seed=$((base_seed + num_seed))
+    local val_check_interval=$6
+    local train_dir=$7
+    local early_stopping=$8
+    local train_list=$9
+    local val_list=${10}
+    local test_list=${11}
+    local lora_args="--lora_r=8 --lora_alpha=16 --lora_dropout=0.05 --lora_query --lora_key --lora_value --lora_projection --lora_mlp --lora_head"
+    local global_batch_size=8
+    local micro_batch_size=1
+    local learning_rate=0.0001
+    local optimizer="adamw"
+    local weight_decay=0.0
+    local patience=10
+    local precision="bf16-true"
+
+    if [ $early_stopping = true ] && [ $train_list = "0.0-1.0" ]; then
+        local max_steps=$(python -c "import torch; print(torch.load('$train_dir/../../0.0-0.7/0.7-1.0/best.ckpt', weights_only=False)['step_count'],end='')")
+    else
+        local max_steps=-1
+    fi
+
+    # TRAIN
+    local model_dir="$CHECKPOINTS_DIR/${model2checkpoint[$model]}"
+    local log_dir="$train_dir/logs"
+    local output_checkpoint_dir="$train_dir/checkpoint"
+    if [ ! -f $train_dir/train_args.yaml ]; then
+        mkdir -p $train_dir $log_dir $output_checkpoint_dir
+        for file in config.json generation_config.json model_config.yaml tokenizer.json tokenizer.model tokenizer_config.json; do
+            if [ -f $model_dir/$file ]; then
+                cp $model_dir/$file $output_checkpoint_dir
+            fi
+        done
+        ln -sf $(readlink -f $model_dir/lit_model.pth) $output_checkpoint_dir/lit_model.pth
+        python -m llmcal.scripts.train_lora \
+            --base_checkpoint_dir $model_dir \
+            --data_paths outputs/prompts/$model/$dataset/all.jsonl  \
+            --train_lists lists/$dataset/size=$size/seed=$num_seed/$train_list.txt \
+            --val_lists lists/$dataset/size=$size/seed=$num_seed/$val_list.txt \
+            --output_dir $train_dir \
+            --output_checkpoint_dir $output_checkpoint_dir \
+            --log_dir $log_dir \
+            --precision $precision \
+            --devices 1 \
+            --num_nodes 1 \
+            --global_batch_size $global_batch_size \
+            --micro_batch_size $micro_batch_size \
+            --val_check_interval $val_check_interval \
+            --learning_rate $learning_rate \
+            --optimizer $optimizer \
+            --weight_decay $weight_decay \
+            --loss $loss \
+            --patience $patience \
+            --max_steps $max_steps \
+            --seed $seed \
+            $lora_args
+    fi
+
+    # PREDICT ON TEST
+    local output_dir="$train_dir/test=$dataset/list=$test_list"
+    if [ ! -f $output_dir/logits.csv ]; then
+        mkdir -p $output_dir
+        python -m llmcal.scripts.run_posteriors \
+            --base_checkpoint_dir $model_dir \
+            --checkpoint_dir $output_checkpoint_dir \
+            --peft "lora" \
+            --data_path outputs/prompts/$model/$dataset/all.jsonl \
+            --output_dir $output_dir \
+            --prediction_lists lists/$dataset/$test_list.txt \
+            --precision $precision \
+            --devices 1 \
+            --num_nodes 1 \
+            --batch_size 1 \
+            --max_seq_length $max_seq_length \
+            $lora_args
+    fi
+}
+
+
+# 1: model
+# 2: sizes
+# 3: val_check_interval
+run_lora_vs_samples() {
+    local model=$1
+    local val_check_interval=$2
+    for size in ${FACTORS[@]}; do
+        for dataset in "${DATASETS[@]}"; do
+            local test_list="test_${dataset2testsize[$dataset]}"
+            local num_seeds=${dataset2nseeds[$dataset]}
+            for num_seed in $(seq 0 $(($num_seeds - 1))); do
+
+                # Train lora-ans without early stopping on 70% of the data
+                train_list="0.0-0.7"
+                val_list="0.0-0.3"
+                train_dir="outputs/finetune_lora/$model/$dataset/size=$size/seed=$num_seed/lora_ans_no_es/$train_list/$val_list"
+                mkdir -p $train_dir
+                run_lora $model $dataset $size ans $num_seed $val_check_interval $train_dir false $train_list $val_list $test_list
+
+                # Train lora-ans without early stopping on 100% of the data
+                train_list="0.0-1.0"
+                val_list="0.7-1.0"
+                train_dir="outputs/finetune_lora/$model/$dataset/size=$size/seed=$num_seed/lora_ans_no_es/$train_list/$val_list"
+                mkdir -p $train_dir
+                run_lora $model $dataset $size ans $num_seed $val_check_interval $train_dir false $train_list $val_list $test_list
+                
+                # Train lora-ans with early stopping on 70% of the data
+                train_list="0.0-0.7"
+                val_list="0.7-1.0"
+                train_dir="outputs/finetune_lora/$model/$dataset/size=$size/seed=$num_seed/lora_ans/$train_list/$val_list"
+                mkdir -p $train_dir
+                run_lora $model $dataset $size ans $num_seed $val_check_interval $train_dir true $train_list $val_list $test_list
+
+                # Train lora-ans with early stopping on 100% of the data
+                train_list="0.0-1.0"
+                val_list="0.7-1.0"
+                train_dir="outputs/finetune_lora/$model/$dataset/size=$size/seed=$num_seed/lora_ans/$train_list/$val_list"
+                mkdir -p $train_dir
+                run_lora $model $dataset $size ans $num_seed $val_check_interval $train_dir true $train_list $val_list $test_list
+            done
+        done
+    done
+}
+
+run_lora_vs_samples $model 16
+
diff --git a/scripts/prepare_data.sh b/scripts/prepare_data.sh
new file mode 100644
index 0000000000000000000000000000000000000000..926062475467f7218299c8091ef7a38921a2b224
--- /dev/null
+++ b/scripts/prepare_data.sh
@@ -0,0 +1,36 @@
+#!/bin/bash -ex
+
+source ./scripts/env.sh
+
+max_characters=600
+
+for dataset in ${DATASETS[@]}; do
+    output_path=outputs/prompts/$model/$dataset/all.jsonl
+    if [ ! -f $output_path ] ; then
+        mkdir -p $(dirname $output_path)
+        python -m llmcal.scripts.prepare_data \
+            --dataset_path data/$dataset/all.csv \
+            --prompt_template prompts/basic_$dataset.yaml  \
+            --model $model \
+            --output_path $output_path  \
+            --max_characters $max_characters
+    fi
+
+    for n_shots in ${N_SHOTS[@]}; do
+        num_seeds=${dataset2nseeds[$dataset]}
+        for num_seed in $(seq 0 $((num_seeds-1))); do
+            shots_list=${n_shots}shots_${num_seed}
+            output_path=outputs/prompts/$model/$dataset/$shots_list.jsonl
+            if [ ! -f $output_path ] ; then
+                mkdir -p $(dirname $output_path)
+                python -m llmcal.scripts.prepare_data \
+                    --dataset_path data/$dataset/all.csv \
+                    --prompt_template prompts/basic_$dataset.yaml  \
+                    --model $model \
+                    --output_path $output_path  \
+                    --shots_list lists/$dataset/$shots_list.txt \
+                    --max_characters $max_characters
+            fi
+        done
+    done
+done
\ No newline at end of file
diff --git a/scripts/results_matched.sh b/scripts/results_matched.sh
new file mode 100644
index 0000000000000000000000000000000000000000..445127eac3d336be779f121a9bf8dab1ec928d40
--- /dev/null
+++ b/scripts/results_matched.sh
@@ -0,0 +1,44 @@
+#!/bin/bash -ex
+
+source ./scripts/env.sh
+# model="llama3.2-1b-instruct"
+metrics=(nce ner)
+overwrite=true
+
+for metric in "${metrics[@]}"; do
+
+    # Compute results:
+    results_path=outputs/results/$model/$metric.jsonl
+    if [ -f $results_path ] && [ $overwrite = false ]; then
+        echo "Results already computed. Skipping."
+    else
+        mkdir -p $(dirname $results_path)
+        python -m llmcal.scripts.compute_matched_results \
+            --metric $metric \
+            --finetuning_root_results_dirs outputs/finetune_lora/$model/ \
+            --output_path $results_path \
+            --reduced \
+            # --lora_plus_cal_root_results_dirs "outputs/lora_plus_dpcal/$model,outputs/lora_plus_tempscaling/$model" \
+            # --cal_root_results_dirs outputs/calibration/$model \
+            # --trainontest_root_results_dirs outputs/lora_plus_dpcal_trainontest/$model,outputs/lora_plus_tempscaling_trainontest/$model \
+
+    fi
+done
+
+
+# Training samples:
+samples_plots_dir=outputs/results/$model/metric_vs_samples
+mkdir -p $samples_plots_dir
+python -m llmcal.scripts.results_vs_samples \
+    --datasets "${DATASETS[*]}" \
+    --metric "goodness" \
+    --sizes "${FACTORS[*]}" \
+    --methods_config "./configs/methods.yaml" \
+    --methods "lora_0.7 lora_0.7_no_es lora_1.0 lora_1.0_no_es lora_1.0_no_es_plus_tempscaling temp_scaling dp_calibration" \
+    --results_dir outputs/results/$model \
+    --output_dir $samples_plots_dir \
+    # --intervals 
+
+# --methods "lora_0.7 lora_1.0 temp_scaling dp_calibration" \
+# --methods "lora_1.0 lora_1.0_no_es lora_1.0_plus_dpcal lora_1.0_plus_tempscaling lora_1.0_plus_dpcal_trainontest lora_1.0_plus_tempscaling_trainontest" \
+# --methods "no_adaptation dp_calibration temp_scaling lora_0.7 lora_0.7_no_es lora_0.7_plus_tempscaling lora_0.7_plus_dpcal lora_0.7_no_es_plus_tempscaling lora_0.7_no_es_plus_dpcal lora_1.0 lora_1.0_no_es lora_1.0_plus_tempscaling lora_1.0_plus_dpcal lora_1.0_no_es_plus_tempscaling lora_1.0_no_es_plus_dpcal" \
\ No newline at end of file
diff --git a/scripts/results_paper.sh b/scripts/results_paper.sh
new file mode 100644
index 0000000000000000000000000000000000000000..895da0e845a57bb8a45198f7d9ab5ee17842ffb5
--- /dev/null
+++ b/scripts/results_paper.sh
@@ -0,0 +1,97 @@
+#!/bin/bash -ex
+
+source ./scripts/env.sh
+declare -a models=(llama3.2-1b-instruct qwen2.5-7b-instruct)
+declare -a DATASETS=(sst2 agnews dbpedia 20newsgroups banking77)
+metrics=(nce ner)
+overwrite=true
+
+for model in "${models[@]}"; do
+
+    # for metric in "${metrics[@]}"; do
+
+    #     # Compute results:
+    #     results_path=outputs/results_paper/$model/$metric.jsonl
+    #     if [ -f $results_path ] && [ $overwrite = false ]; then
+    #         echo "Results already computed. Skipping."
+    #     else
+    #         mkdir -p $(dirname $results_path)
+    #         python -m llmcal.scripts.compute_matched_results \
+    #             --metric $metric \
+    #             --finetuning_root_results_dirs outputs/finetune_lora/$model/ \
+    #             --output_path $results_path \
+    #             --reduced \
+    #             --no_adaptation_root_results_dirs outputs/no_adaptation/$model \
+    #             --lora_plus_cal_root_results_dirs "outputs/lora_plus_dpcal/$model,outputs/lora_plus_tempscaling/$model,outputs/lora_plus_biasshift/$model,outputs/lora_plus_vectorscaling/$model" \
+    #             --lora_plus_cal_naive_root_results_dirs "outputs/lora_plus_dpcal_naive/$model,outputs/lora_plus_tempscaling_naive/$model" \
+    #             --trainontest_root_results_dirs outputs/lora_plus_dpcal_trainontest/$model,outputs/lora_plus_tempscaling_trainontest/$model \
+    #             --cal_root_results_dirs outputs/calibration/$model
+    #     fi
+    # done
+
+    # samples_plots_path="outputs/results_paper/$model/metric_vs_samples/combined_performance_$model.png"
+    # mkdir -p $(dirname $samples_plots_path)
+    # python -m llmcal.scripts.results_vs_samples \
+    #     --datasets "${DATASETS[*]}" \
+    #     --metrics "${metrics[*]}" \
+    #     --sizes "${FACTORS[*]}" \
+    #     --methods_config "./configs/methods_final.yaml" \
+    #     --results_dir outputs/results_paper/$model \
+    #     --output_path $samples_plots_path \
+    #     --intervals \
+    #     --methods "no_adaptation lora_0.7 lora_1.0 lora_1.0_no_es lora_1.0_no_es_plus_tempscaling lora_1.0_no_es_plus_dpcal" \
+
+
+    # # Training samples:
+    # samples_plots_path="outputs/results_paper/$model/metric_vs_samples/adaptation_performance_$model.png"
+    # mkdir -p $(dirname $samples_plots_path)
+    # python -m llmcal.scripts.results_vs_samples \
+    #     --datasets "${DATASETS[*]}" \
+    #     --metrics "${metrics[*]}" \
+    #     --sizes "${FACTORS[*]}" \
+    #     --methods_config "./configs/methods_final.yaml" \
+    #     --results_dir outputs/results_paper/$model \
+    #     --output_path $samples_plots_path \
+    #     --intervals \
+    #     --methods "no_adaptation lora_1.0 lora_1.0_no_es dp_calibration lora_1.0_no_es_plus_tempscaling"
+
+
+    samples_table_path="outputs/results_paper/$model/results_table/$model.tex"
+    mkdir -p $(dirname $samples_table_path)
+    python -m llmcal.scripts.results_table \
+        --datasets "${DATASETS[*]}" \
+        --metrics "${metrics[*]}" \
+        --sizes "${FACTORS[*]}" \
+        --methods_config "./configs/methods_final.yaml" \
+        --results_dir outputs/results_paper/$model \
+        --output_path $samples_table_path \
+        --methods "no_adaptation temp_scaling vector_scaling bias_shift dp_calibration lora_0.7 lora_1.0 lora_1.0_no_es lora_1.0_no_es_plus_tempscaling lora_1.0_no_es_plus_dpcal lora_1.0_no_es_plus_biasshift lora_1.0_no_es_plus_vectorscaling"
+
+    # samples_bars_path="outputs/results_paper/$model/results_bars/$model.pdf"
+    # mkdir -p $(dirname $samples_bars_path)
+    # python -m llmcal.scripts.results_bars \
+    #     --datasets "${DATASETS[*]}" \
+    #     --metrics "${metrics[*]}" \
+    #     --sizes "${FACTORS[*]}" \
+    #     --methods_config "./configs/methods_final.yaml" \
+    #     --results_dir outputs/results_paper/$model \
+    #     --output_path $samples_bars_path \
+    #     --methods "dp_calibration bias_shift temp_scaling lora_0.7 lora_1.0 lora_1.0_no_es lora_1.0_no_es_plus_dpcal lora_1.0_no_es_plus_biasshift lora_1.0_no_es_plus_tempscaling no_adaptation"
+done
+
+samples_plots_path="outputs/results_paper/all_models/comparison.png"
+results_dirs=$(for model in "${models[@]}"; do echo "outputs/results_paper/$model"; done | tr '\n' ' ')
+results_dirs=${results_dirs::-1}
+
+mkdir -p $(dirname $samples_plots_path)
+python -m llmcal.scripts.compare_models \
+    --datasets "${DATASETS[*]}" \
+    --metrics "${metrics[*]}" \
+    --sizes "${FACTORS[*]}" \
+    --methods_config "./configs/methods_final.yaml" \
+    --output_path $samples_plots_path \
+    --models "${models[*]}" \
+    --results_dirs "$results_dirs" \
+    --intervals \
+    --methods "no_adaptation dp_calibration lora_1.0_no_es lora_1.0_no_es_plus_tempscaling"
+