diff --git a/.gitattributes b/.gitattributes
index 647cc4b73f9d68abbb5fa7018f858570270e77a0..37536ed5c5d89a510a28c8341b3493f431cc5039 100644
--- a/.gitattributes
+++ b/.gitattributes
@@ -91,3 +91,13 @@ arguments/llama_3b_incentivised_train.jsonl filter=lfs diff=lfs merge=lfs -text
 arguments/llama_3b_on_policy_train.jsonl filter=lfs diff=lfs merge=lfs -text
 arguments/llama_3b_prompted_train.jsonl filter=lfs diff=lfs merge=lfs -text
 arguments/qwen_7b_on_policy_train.jsonl filter=lfs diff=lfs merge=lfs -text
+multichoice/llama_3b_outputs_30k.jsonl filter=lfs diff=lfs merge=lfs -text
+multichoice/llama_3b_outputs_8k.jsonl filter=lfs diff=lfs merge=lfs -text
+multichoice/llama_3b_prompted_outputs_11.5k.jsonl filter=lfs diff=lfs merge=lfs -text
+multichoice/llama_3b_prompted_outputs_8k.jsonl filter=lfs diff=lfs merge=lfs -text
+multichoice/ministral_8b_outputs_20k.jsonl filter=lfs diff=lfs merge=lfs -text
+multichoice/ministral_8b_outputs_5k.jsonl filter=lfs diff=lfs merge=lfs -text
+multichoice/prompts_11.5k.jsonl filter=lfs diff=lfs merge=lfs -text
+multichoice/prompts_20k.jsonl filter=lfs diff=lfs merge=lfs -text
+multichoice/prompts_30k.jsonl filter=lfs diff=lfs merge=lfs -text
+multichoice/prompts_8k.jsonl filter=lfs diff=lfs merge=lfs -text
diff --git a/multichoice/.gitattributes b/multichoice/.gitattributes
new file mode 100644
index 0000000000000000000000000000000000000000..647cc4b73f9d68abbb5fa7018f858570270e77a0
--- /dev/null
+++ b/multichoice/.gitattributes
@@ -0,0 +1,93 @@
+*.7z filter=lfs diff=lfs merge=lfs -text
+*.arrow filter=lfs diff=lfs merge=lfs -text
+*.bin filter=lfs diff=lfs merge=lfs -text
+*.bz2 filter=lfs diff=lfs merge=lfs -text
+*.ckpt filter=lfs diff=lfs merge=lfs -text
+*.ftz filter=lfs diff=lfs merge=lfs -text
+*.gz filter=lfs diff=lfs merge=lfs -text
+*.h5 filter=lfs diff=lfs merge=lfs -text
+*.joblib filter=lfs diff=lfs merge=lfs -text
+*.lfs.* filter=lfs diff=lfs merge=lfs -text
+*.lz4 filter=lfs diff=lfs merge=lfs -text
+*.mds filter=lfs diff=lfs merge=lfs -text
+*.mlmodel filter=lfs diff=lfs merge=lfs -text
+*.model filter=lfs diff=lfs merge=lfs -text
+*.msgpack filter=lfs diff=lfs merge=lfs -text
+*.npy filter=lfs diff=lfs merge=lfs -text
+*.npz filter=lfs diff=lfs merge=lfs -text
+*.onnx filter=lfs diff=lfs merge=lfs -text
+*.ot filter=lfs diff=lfs merge=lfs -text
+*.parquet filter=lfs diff=lfs merge=lfs -text
+*.pb filter=lfs diff=lfs merge=lfs -text
+*.pickle filter=lfs diff=lfs merge=lfs -text
+*.pkl filter=lfs diff=lfs merge=lfs -text
+*.pt filter=lfs diff=lfs merge=lfs -text
+*.pth filter=lfs diff=lfs merge=lfs -text
+*.rar filter=lfs diff=lfs merge=lfs -text
+*.safetensors filter=lfs diff=lfs merge=lfs -text
+saved_model/**/* filter=lfs diff=lfs merge=lfs -text
+*.tar.* filter=lfs diff=lfs merge=lfs -text
+*.tar filter=lfs diff=lfs merge=lfs -text
+*.tflite filter=lfs diff=lfs merge=lfs -text
+*.tgz filter=lfs diff=lfs merge=lfs -text
+*.wasm filter=lfs diff=lfs merge=lfs -text
+*.xz filter=lfs diff=lfs merge=lfs -text
+*.zip filter=lfs diff=lfs merge=lfs -text
+*.zst filter=lfs diff=lfs merge=lfs -text
+*tfevents* filter=lfs diff=lfs merge=lfs -text
+# Audio files - uncompressed
+*.pcm filter=lfs diff=lfs merge=lfs -text
+*.sam filter=lfs diff=lfs merge=lfs -text
+*.raw filter=lfs diff=lfs merge=lfs -text
+# Audio files - compressed
+*.aac filter=lfs diff=lfs merge=lfs -text
+*.flac filter=lfs diff=lfs merge=lfs -text
+*.mp3 filter=lfs diff=lfs merge=lfs -text
+*.ogg filter=lfs diff=lfs merge=lfs -text
+*.wav filter=lfs diff=lfs merge=lfs -text
+# Image files - uncompressed
+*.bmp filter=lfs diff=lfs merge=lfs -text
+*.gif filter=lfs diff=lfs merge=lfs -text
+*.png filter=lfs diff=lfs merge=lfs -text
+*.tiff filter=lfs diff=lfs merge=lfs -text
+# Image files - compressed
+*.jpg filter=lfs diff=lfs merge=lfs -text
+*.jpeg filter=lfs diff=lfs merge=lfs -text
+*.webp filter=lfs diff=lfs merge=lfs -text
+# Video files - compressed
+*.mp4 filter=lfs diff=lfs merge=lfs -text
+*.webm filter=lfs diff=lfs merge=lfs -text
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+arguments/llama_3b_prompted_train.jsonl filter=lfs diff=lfs merge=lfs -text
+arguments/qwen_7b_on_policy_train.jsonl filter=lfs diff=lfs merge=lfs -text
diff --git a/llama_3b_incentivised_test.jsonl b/multichoice/llama_3b_incentivised_test.jsonl
similarity index 100%
rename from llama_3b_incentivised_test.jsonl
rename to multichoice/llama_3b_incentivised_test.jsonl
diff --git a/llama_3b_incentivised_test_layer_12.pkl b/multichoice/llama_3b_incentivised_test_layer_12.pkl
similarity index 100%
rename from llama_3b_incentivised_test_layer_12.pkl
rename to multichoice/llama_3b_incentivised_test_layer_12.pkl
diff --git a/llama_3b_incentivised_train.jsonl b/multichoice/llama_3b_incentivised_train.jsonl
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rename from llama_3b_incentivised_train.jsonl
rename to multichoice/llama_3b_incentivised_train.jsonl
diff --git a/llama_3b_incentivised_train_layer_12.pkl b/multichoice/llama_3b_incentivised_train_layer_12.pkl
similarity index 100%
rename from llama_3b_incentivised_train_layer_12.pkl
rename to multichoice/llama_3b_incentivised_train_layer_12.pkl
diff --git a/llama_3b_on_policy_test.jsonl b/multichoice/llama_3b_on_policy_test.jsonl
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rename from llama_3b_on_policy_test.jsonl
rename to multichoice/llama_3b_on_policy_test.jsonl
diff --git a/llama_3b_on_policy_test_layer_0.pkl b/multichoice/llama_3b_on_policy_test_layer_0.pkl
similarity index 100%
rename from llama_3b_on_policy_test_layer_0.pkl
rename to multichoice/llama_3b_on_policy_test_layer_0.pkl
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rename from llama_3b_on_policy_test_layer_12.pkl
rename to multichoice/llama_3b_on_policy_test_layer_12.pkl
diff --git a/llama_3b_on_policy_test_layer_15.pkl b/multichoice/llama_3b_on_policy_test_layer_15.pkl
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rename to multichoice/llama_3b_on_policy_test_layer_15.pkl
diff --git a/llama_3b_on_policy_test_layer_18.pkl b/multichoice/llama_3b_on_policy_test_layer_18.pkl
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rename to multichoice/llama_3b_on_policy_test_layer_18.pkl
diff --git a/llama_3b_on_policy_test_layer_21.pkl b/multichoice/llama_3b_on_policy_test_layer_21.pkl
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rename to multichoice/llama_3b_on_policy_test_layer_21.pkl
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rename to multichoice/llama_3b_on_policy_test_layer_27.pkl
diff --git a/llama_3b_on_policy_test_layer_3.pkl b/multichoice/llama_3b_on_policy_test_layer_3.pkl
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diff --git a/llama_3b_on_policy_test_layer_6.pkl b/multichoice/llama_3b_on_policy_test_layer_6.pkl
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diff --git a/llama_3b_on_policy_test_layer_9.pkl b/multichoice/llama_3b_on_policy_test_layer_9.pkl
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rename to multichoice/llama_3b_on_policy_test_layer_9.pkl
diff --git a/llama_3b_on_policy_train.jsonl b/multichoice/llama_3b_on_policy_train.jsonl
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rename from llama_3b_on_policy_train.jsonl
rename to multichoice/llama_3b_on_policy_train.jsonl
diff --git a/llama_3b_on_policy_train_layer_0.pkl b/multichoice/llama_3b_on_policy_train_layer_0.pkl
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rename from llama_3b_on_policy_train_layer_0.pkl
rename to multichoice/llama_3b_on_policy_train_layer_0.pkl
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rename to multichoice/llama_3b_on_policy_train_layer_12.pkl
diff --git a/llama_3b_on_policy_train_layer_15.pkl b/multichoice/llama_3b_on_policy_train_layer_15.pkl
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rename to multichoice/llama_3b_on_policy_train_layer_9.pkl
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diff --git a/llama_3b_prompted_train_layer_9.pkl b/multichoice/llama_3b_prompted_train_layer_9.pkl
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diff --git a/ministral_8b_on_policy_test.jsonl b/multichoice/ministral_8b_on_policy_test.jsonl
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diff --git a/ministral_8b_on_policy_test_layer_0.pkl b/multichoice/ministral_8b_on_policy_test_layer_0.pkl
similarity index 100%
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similarity index 100%
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similarity index 100%
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similarity index 100%
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similarity index 100%
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similarity index 100%
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similarity index 100%
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diff --git a/ministral_8b_on_policy_test_layer_3.pkl b/multichoice/ministral_8b_on_policy_test_layer_3.pkl
similarity index 100%
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diff --git a/ministral_8b_on_policy_test_layer_6.pkl b/multichoice/ministral_8b_on_policy_test_layer_6.pkl
similarity index 100%
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rename to multichoice/ministral_8b_on_policy_test_layer_6.pkl
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similarity index 100%
rename from ministral_8b_on_policy_test_layer_9.pkl
rename to multichoice/ministral_8b_on_policy_test_layer_9.pkl
diff --git a/ministral_8b_on_policy_train.jsonl b/multichoice/ministral_8b_on_policy_train.jsonl
similarity index 100%
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rename to multichoice/ministral_8b_on_policy_train.jsonl
diff --git a/ministral_8b_on_policy_train_layer_0.pkl b/multichoice/ministral_8b_on_policy_train_layer_0.pkl
similarity index 100%
rename from ministral_8b_on_policy_train_layer_0.pkl
rename to multichoice/ministral_8b_on_policy_train_layer_0.pkl
diff --git a/ministral_8b_on_policy_train_layer_12.pkl b/multichoice/ministral_8b_on_policy_train_layer_12.pkl
similarity index 100%
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similarity index 100%
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similarity index 100%
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similarity index 100%
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similarity index 100%
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diff --git a/ministral_8b_on_policy_train_layer_3.pkl b/multichoice/ministral_8b_on_policy_train_layer_3.pkl
similarity index 100%
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rename to multichoice/ministral_8b_on_policy_train_layer_3.pkl
diff --git a/ministral_8b_on_policy_train_layer_6.pkl b/multichoice/ministral_8b_on_policy_train_layer_6.pkl
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diff --git a/ministral_8b_outputs_20k.jsonl b/multichoice/ministral_8b_outputs_20k.jsonl
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