diff --git a/.gitattributes b/.gitattributes
index 2b5701e382fdd0cbe34a029b0ce3421899a24189..7716cec0dc43631eac6bd756d20d168a4c2263da 100644
--- a/.gitattributes
+++ b/.gitattributes
@@ -104,3 +104,5 @@ wmd/llama_3b_incentivised_3.5k.jsonl filter=lfs diff=lfs merge=lfs -text
 wmd/llama_3b_incentivised_train.jsonl filter=lfs diff=lfs merge=lfs -text
 wmd/mistral_7b_off_policy_3.5k.jsonl filter=lfs diff=lfs merge=lfs -text
 wmd/mistral_7b_off_policy_train.jsonl filter=lfs diff=lfs merge=lfs -text
+wmd/mistral_7b_incentivised_3.5k.jsonl filter=lfs diff=lfs merge=lfs -text
+wmd/mistral_7b_incentivised_train.jsonl filter=lfs diff=lfs merge=lfs -text
diff --git a/multichoice/llama_3b/ministral_8b_off_policy_test_layer_0.pkl b/multichoice/llama_3b/ministral_8b_incentivised_test_layer_0.pkl
similarity index 100%
rename from multichoice/llama_3b/ministral_8b_off_policy_test_layer_0.pkl
rename to multichoice/llama_3b/ministral_8b_incentivised_test_layer_0.pkl
diff --git a/multichoice/llama_3b/ministral_8b_off_policy_test_layer_12.pkl b/multichoice/llama_3b/ministral_8b_incentivised_test_layer_12.pkl
similarity index 100%
rename from multichoice/llama_3b/ministral_8b_off_policy_test_layer_12.pkl
rename to multichoice/llama_3b/ministral_8b_incentivised_test_layer_12.pkl
diff --git a/multichoice/llama_3b/ministral_8b_off_policy_test_layer_15.pkl b/multichoice/llama_3b/ministral_8b_incentivised_test_layer_15.pkl
similarity index 100%
rename from multichoice/llama_3b/ministral_8b_off_policy_test_layer_15.pkl
rename to multichoice/llama_3b/ministral_8b_incentivised_test_layer_15.pkl
diff --git a/multichoice/llama_3b/ministral_8b_off_policy_test_layer_18.pkl b/multichoice/llama_3b/ministral_8b_incentivised_test_layer_18.pkl
similarity index 100%
rename from multichoice/llama_3b/ministral_8b_off_policy_test_layer_18.pkl
rename to multichoice/llama_3b/ministral_8b_incentivised_test_layer_18.pkl
diff --git a/multichoice/llama_3b/ministral_8b_off_policy_test_layer_21.pkl b/multichoice/llama_3b/ministral_8b_incentivised_test_layer_21.pkl
similarity index 100%
rename from multichoice/llama_3b/ministral_8b_off_policy_test_layer_21.pkl
rename to multichoice/llama_3b/ministral_8b_incentivised_test_layer_21.pkl
diff --git a/multichoice/llama_3b/ministral_8b_off_policy_test_layer_24.pkl b/multichoice/llama_3b/ministral_8b_incentivised_test_layer_24.pkl
similarity index 100%
rename from multichoice/llama_3b/ministral_8b_off_policy_test_layer_24.pkl
rename to multichoice/llama_3b/ministral_8b_incentivised_test_layer_24.pkl
diff --git a/multichoice/llama_3b/ministral_8b_off_policy_test_layer_27.pkl b/multichoice/llama_3b/ministral_8b_incentivised_test_layer_27.pkl
similarity index 100%
rename from multichoice/llama_3b/ministral_8b_off_policy_test_layer_27.pkl
rename to multichoice/llama_3b/ministral_8b_incentivised_test_layer_27.pkl
diff --git a/multichoice/llama_3b/ministral_8b_off_policy_test_layer_3.pkl b/multichoice/llama_3b/ministral_8b_incentivised_test_layer_3.pkl
similarity index 100%
rename from multichoice/llama_3b/ministral_8b_off_policy_test_layer_3.pkl
rename to multichoice/llama_3b/ministral_8b_incentivised_test_layer_3.pkl
diff --git a/multichoice/llama_3b/ministral_8b_off_policy_test_layer_6.pkl b/multichoice/llama_3b/ministral_8b_incentivised_test_layer_6.pkl
similarity index 100%
rename from multichoice/llama_3b/ministral_8b_off_policy_test_layer_6.pkl
rename to multichoice/llama_3b/ministral_8b_incentivised_test_layer_6.pkl
diff --git a/multichoice/llama_3b/ministral_8b_off_policy_test_layer_9.pkl b/multichoice/llama_3b/ministral_8b_incentivised_test_layer_9.pkl
similarity index 100%
rename from multichoice/llama_3b/ministral_8b_off_policy_test_layer_9.pkl
rename to multichoice/llama_3b/ministral_8b_incentivised_test_layer_9.pkl
diff --git a/multichoice/llama_3b/ministral_8b_off_policy_train_layer_0.pkl b/multichoice/llama_3b/ministral_8b_incentivised_train_layer_0.pkl
similarity index 100%
rename from multichoice/llama_3b/ministral_8b_off_policy_train_layer_0.pkl
rename to multichoice/llama_3b/ministral_8b_incentivised_train_layer_0.pkl
diff --git a/multichoice/llama_3b/ministral_8b_off_policy_train_layer_12.pkl b/multichoice/llama_3b/ministral_8b_incentivised_train_layer_12.pkl
similarity index 100%
rename from multichoice/llama_3b/ministral_8b_off_policy_train_layer_12.pkl
rename to multichoice/llama_3b/ministral_8b_incentivised_train_layer_12.pkl
diff --git a/multichoice/llama_3b/ministral_8b_off_policy_train_layer_15.pkl b/multichoice/llama_3b/ministral_8b_incentivised_train_layer_15.pkl
similarity index 100%
rename from multichoice/llama_3b/ministral_8b_off_policy_train_layer_15.pkl
rename to multichoice/llama_3b/ministral_8b_incentivised_train_layer_15.pkl
diff --git a/multichoice/llama_3b/ministral_8b_off_policy_train_layer_18.pkl b/multichoice/llama_3b/ministral_8b_incentivised_train_layer_18.pkl
similarity index 100%
rename from multichoice/llama_3b/ministral_8b_off_policy_train_layer_18.pkl
rename to multichoice/llama_3b/ministral_8b_incentivised_train_layer_18.pkl
diff --git a/multichoice/llama_3b/ministral_8b_off_policy_train_layer_21.pkl b/multichoice/llama_3b/ministral_8b_incentivised_train_layer_21.pkl
similarity index 100%
rename from multichoice/llama_3b/ministral_8b_off_policy_train_layer_21.pkl
rename to multichoice/llama_3b/ministral_8b_incentivised_train_layer_21.pkl
diff --git a/multichoice/llama_3b/ministral_8b_off_policy_train_layer_24.pkl b/multichoice/llama_3b/ministral_8b_incentivised_train_layer_24.pkl
similarity index 100%
rename from multichoice/llama_3b/ministral_8b_off_policy_train_layer_24.pkl
rename to multichoice/llama_3b/ministral_8b_incentivised_train_layer_24.pkl
diff --git a/multichoice/llama_3b/ministral_8b_off_policy_train_layer_27.pkl b/multichoice/llama_3b/ministral_8b_incentivised_train_layer_27.pkl
similarity index 100%
rename from multichoice/llama_3b/ministral_8b_off_policy_train_layer_27.pkl
rename to multichoice/llama_3b/ministral_8b_incentivised_train_layer_27.pkl
diff --git a/multichoice/llama_3b/ministral_8b_off_policy_train_layer_3.pkl b/multichoice/llama_3b/ministral_8b_incentivised_train_layer_3.pkl
similarity index 100%
rename from multichoice/llama_3b/ministral_8b_off_policy_train_layer_3.pkl
rename to multichoice/llama_3b/ministral_8b_incentivised_train_layer_3.pkl
diff --git a/multichoice/llama_3b/ministral_8b_off_policy_train_layer_6.pkl b/multichoice/llama_3b/ministral_8b_incentivised_train_layer_6.pkl
similarity index 100%
rename from multichoice/llama_3b/ministral_8b_off_policy_train_layer_6.pkl
rename to multichoice/llama_3b/ministral_8b_incentivised_train_layer_6.pkl
diff --git a/multichoice/llama_3b/ministral_8b_off_policy_train_layer_9.pkl b/multichoice/llama_3b/ministral_8b_incentivised_train_layer_9.pkl
similarity index 100%
rename from multichoice/llama_3b/ministral_8b_off_policy_train_layer_9.pkl
rename to multichoice/llama_3b/ministral_8b_incentivised_train_layer_9.pkl
diff --git a/multichoice/ministral_8b_off_policy_test.jsonl b/multichoice/ministral_8b_incentivised_test.jsonl
similarity index 100%
rename from multichoice/ministral_8b_off_policy_test.jsonl
rename to multichoice/ministral_8b_incentivised_test.jsonl
diff --git a/multichoice/ministral_8b_off_policy_train.jsonl b/multichoice/ministral_8b_incentivised_train.jsonl
similarity index 100%
rename from multichoice/ministral_8b_off_policy_train.jsonl
rename to multichoice/ministral_8b_incentivised_train.jsonl
diff --git a/wmd/llama_3b/mistral_7b_off_policy_3.5k_layer_0.pkl b/wmd/llama_3b/mistral_7b_incentivised_3.5k_layer_0.pkl
similarity index 100%
rename from wmd/llama_3b/mistral_7b_off_policy_3.5k_layer_0.pkl
rename to wmd/llama_3b/mistral_7b_incentivised_3.5k_layer_0.pkl
diff --git a/wmd/llama_3b/mistral_7b_off_policy_3.5k_layer_12.pkl b/wmd/llama_3b/mistral_7b_incentivised_3.5k_layer_12.pkl
similarity index 100%
rename from wmd/llama_3b/mistral_7b_off_policy_3.5k_layer_12.pkl
rename to wmd/llama_3b/mistral_7b_incentivised_3.5k_layer_12.pkl
diff --git a/wmd/llama_3b/mistral_7b_off_policy_3.5k_layer_15.pkl b/wmd/llama_3b/mistral_7b_incentivised_3.5k_layer_15.pkl
similarity index 100%
rename from wmd/llama_3b/mistral_7b_off_policy_3.5k_layer_15.pkl
rename to wmd/llama_3b/mistral_7b_incentivised_3.5k_layer_15.pkl
diff --git a/wmd/llama_3b/mistral_7b_off_policy_3.5k_layer_18.pkl b/wmd/llama_3b/mistral_7b_incentivised_3.5k_layer_18.pkl
similarity index 100%
rename from wmd/llama_3b/mistral_7b_off_policy_3.5k_layer_18.pkl
rename to wmd/llama_3b/mistral_7b_incentivised_3.5k_layer_18.pkl
diff --git a/wmd/llama_3b/mistral_7b_off_policy_3.5k_layer_24.pkl b/wmd/llama_3b/mistral_7b_incentivised_3.5k_layer_24.pkl
similarity index 100%
rename from wmd/llama_3b/mistral_7b_off_policy_3.5k_layer_24.pkl
rename to wmd/llama_3b/mistral_7b_incentivised_3.5k_layer_24.pkl
diff --git a/wmd/llama_3b/mistral_7b_off_policy_3.5k_layer_27.pkl b/wmd/llama_3b/mistral_7b_incentivised_3.5k_layer_27.pkl
similarity index 100%
rename from wmd/llama_3b/mistral_7b_off_policy_3.5k_layer_27.pkl
rename to wmd/llama_3b/mistral_7b_incentivised_3.5k_layer_27.pkl
diff --git a/wmd/llama_3b/mistral_7b_off_policy_3.5k_layer_3.pkl b/wmd/llama_3b/mistral_7b_incentivised_3.5k_layer_3.pkl
similarity index 100%
rename from wmd/llama_3b/mistral_7b_off_policy_3.5k_layer_3.pkl
rename to wmd/llama_3b/mistral_7b_incentivised_3.5k_layer_3.pkl
diff --git a/wmd/llama_3b/mistral_7b_off_policy_3.5k_layer_6.pkl b/wmd/llama_3b/mistral_7b_incentivised_3.5k_layer_6.pkl
similarity index 100%
rename from wmd/llama_3b/mistral_7b_off_policy_3.5k_layer_6.pkl
rename to wmd/llama_3b/mistral_7b_incentivised_3.5k_layer_6.pkl
diff --git a/wmd/llama_3b/mistral_7b_off_policy_3.5k_layer_9.pkl b/wmd/llama_3b/mistral_7b_incentivised_3.5k_layer_9.pkl
similarity index 100%
rename from wmd/llama_3b/mistral_7b_off_policy_3.5k_layer_9.pkl
rename to wmd/llama_3b/mistral_7b_incentivised_3.5k_layer_9.pkl
diff --git a/wmd/llama_3b/mistral_7b_off_policy_test_layer_0.pkl b/wmd/llama_3b/mistral_7b_incentivised_test_layer_0.pkl
similarity index 100%
rename from wmd/llama_3b/mistral_7b_off_policy_test_layer_0.pkl
rename to wmd/llama_3b/mistral_7b_incentivised_test_layer_0.pkl
diff --git a/wmd/llama_3b/mistral_7b_off_policy_test_layer_12.pkl b/wmd/llama_3b/mistral_7b_incentivised_test_layer_12.pkl
similarity index 100%
rename from wmd/llama_3b/mistral_7b_off_policy_test_layer_12.pkl
rename to wmd/llama_3b/mistral_7b_incentivised_test_layer_12.pkl
diff --git a/wmd/llama_3b/mistral_7b_off_policy_test_layer_15.pkl b/wmd/llama_3b/mistral_7b_incentivised_test_layer_15.pkl
similarity index 100%
rename from wmd/llama_3b/mistral_7b_off_policy_test_layer_15.pkl
rename to wmd/llama_3b/mistral_7b_incentivised_test_layer_15.pkl
diff --git a/wmd/llama_3b/mistral_7b_off_policy_test_layer_18.pkl b/wmd/llama_3b/mistral_7b_incentivised_test_layer_18.pkl
similarity index 100%
rename from wmd/llama_3b/mistral_7b_off_policy_test_layer_18.pkl
rename to wmd/llama_3b/mistral_7b_incentivised_test_layer_18.pkl
diff --git a/wmd/llama_3b/mistral_7b_off_policy_test_layer_21.pkl b/wmd/llama_3b/mistral_7b_incentivised_test_layer_21.pkl
similarity index 100%
rename from wmd/llama_3b/mistral_7b_off_policy_test_layer_21.pkl
rename to wmd/llama_3b/mistral_7b_incentivised_test_layer_21.pkl
diff --git a/wmd/llama_3b/mistral_7b_off_policy_test_layer_24.pkl b/wmd/llama_3b/mistral_7b_incentivised_test_layer_24.pkl
similarity index 100%
rename from wmd/llama_3b/mistral_7b_off_policy_test_layer_24.pkl
rename to wmd/llama_3b/mistral_7b_incentivised_test_layer_24.pkl
diff --git a/wmd/llama_3b/mistral_7b_off_policy_test_layer_27.pkl b/wmd/llama_3b/mistral_7b_incentivised_test_layer_27.pkl
similarity index 100%
rename from wmd/llama_3b/mistral_7b_off_policy_test_layer_27.pkl
rename to wmd/llama_3b/mistral_7b_incentivised_test_layer_27.pkl
diff --git a/wmd/llama_3b/mistral_7b_off_policy_test_layer_3.pkl b/wmd/llama_3b/mistral_7b_incentivised_test_layer_3.pkl
similarity index 100%
rename from wmd/llama_3b/mistral_7b_off_policy_test_layer_3.pkl
rename to wmd/llama_3b/mistral_7b_incentivised_test_layer_3.pkl
diff --git a/wmd/llama_3b/mistral_7b_off_policy_test_layer_6.pkl b/wmd/llama_3b/mistral_7b_incentivised_test_layer_6.pkl
similarity index 100%
rename from wmd/llama_3b/mistral_7b_off_policy_test_layer_6.pkl
rename to wmd/llama_3b/mistral_7b_incentivised_test_layer_6.pkl
diff --git a/wmd/llama_3b/mistral_7b_off_policy_test_layer_9.pkl b/wmd/llama_3b/mistral_7b_incentivised_test_layer_9.pkl
similarity index 100%
rename from wmd/llama_3b/mistral_7b_off_policy_test_layer_9.pkl
rename to wmd/llama_3b/mistral_7b_incentivised_test_layer_9.pkl
diff --git a/wmd/llama_3b/mistral_7b_off_policy_train_layer_0.pkl b/wmd/llama_3b/mistral_7b_incentivised_train_layer_0.pkl
similarity index 100%
rename from wmd/llama_3b/mistral_7b_off_policy_train_layer_0.pkl
rename to wmd/llama_3b/mistral_7b_incentivised_train_layer_0.pkl
diff --git a/wmd/llama_3b/mistral_7b_off_policy_train_layer_12.pkl b/wmd/llama_3b/mistral_7b_incentivised_train_layer_12.pkl
similarity index 100%
rename from wmd/llama_3b/mistral_7b_off_policy_train_layer_12.pkl
rename to wmd/llama_3b/mistral_7b_incentivised_train_layer_12.pkl
diff --git a/wmd/llama_3b/mistral_7b_off_policy_train_layer_15.pkl b/wmd/llama_3b/mistral_7b_incentivised_train_layer_15.pkl
similarity index 100%
rename from wmd/llama_3b/mistral_7b_off_policy_train_layer_15.pkl
rename to wmd/llama_3b/mistral_7b_incentivised_train_layer_15.pkl
diff --git a/wmd/llama_3b/mistral_7b_off_policy_train_layer_18.pkl b/wmd/llama_3b/mistral_7b_incentivised_train_layer_18.pkl
similarity index 100%
rename from wmd/llama_3b/mistral_7b_off_policy_train_layer_18.pkl
rename to wmd/llama_3b/mistral_7b_incentivised_train_layer_18.pkl
diff --git a/wmd/llama_3b/mistral_7b_off_policy_train_layer_21.pkl b/wmd/llama_3b/mistral_7b_incentivised_train_layer_21.pkl
similarity index 100%
rename from wmd/llama_3b/mistral_7b_off_policy_train_layer_21.pkl
rename to wmd/llama_3b/mistral_7b_incentivised_train_layer_21.pkl
diff --git a/wmd/llama_3b/mistral_7b_off_policy_train_layer_24.pkl b/wmd/llama_3b/mistral_7b_incentivised_train_layer_24.pkl
similarity index 100%
rename from wmd/llama_3b/mistral_7b_off_policy_train_layer_24.pkl
rename to wmd/llama_3b/mistral_7b_incentivised_train_layer_24.pkl
diff --git a/wmd/llama_3b/mistral_7b_off_policy_train_layer_27.pkl b/wmd/llama_3b/mistral_7b_incentivised_train_layer_27.pkl
similarity index 100%
rename from wmd/llama_3b/mistral_7b_off_policy_train_layer_27.pkl
rename to wmd/llama_3b/mistral_7b_incentivised_train_layer_27.pkl
diff --git a/wmd/llama_3b/mistral_7b_off_policy_train_layer_3.pkl b/wmd/llama_3b/mistral_7b_incentivised_train_layer_3.pkl
similarity index 100%
rename from wmd/llama_3b/mistral_7b_off_policy_train_layer_3.pkl
rename to wmd/llama_3b/mistral_7b_incentivised_train_layer_3.pkl
diff --git a/wmd/llama_3b/mistral_7b_off_policy_train_layer_6.pkl b/wmd/llama_3b/mistral_7b_incentivised_train_layer_6.pkl
similarity index 100%
rename from wmd/llama_3b/mistral_7b_off_policy_train_layer_6.pkl
rename to wmd/llama_3b/mistral_7b_incentivised_train_layer_6.pkl
diff --git a/wmd/llama_3b/mistral_7b_off_policy_train_layer_9.pkl b/wmd/llama_3b/mistral_7b_incentivised_train_layer_9.pkl
similarity index 100%
rename from wmd/llama_3b/mistral_7b_off_policy_train_layer_9.pkl
rename to wmd/llama_3b/mistral_7b_incentivised_train_layer_9.pkl
diff --git a/wmd/mistral_7b_off_policy_3.5k.jsonl b/wmd/mistral_7b_incentivised_3.5k.jsonl
similarity index 100%
rename from wmd/mistral_7b_off_policy_3.5k.jsonl
rename to wmd/mistral_7b_incentivised_3.5k.jsonl
diff --git a/wmd/mistral_7b_off_policy_test.jsonl b/wmd/mistral_7b_incentivised_test.jsonl
similarity index 100%
rename from wmd/mistral_7b_off_policy_test.jsonl
rename to wmd/mistral_7b_incentivised_test.jsonl
diff --git a/wmd/mistral_7b_off_policy_train.jsonl b/wmd/mistral_7b_incentivised_train.jsonl
similarity index 100%
rename from wmd/mistral_7b_off_policy_train.jsonl
rename to wmd/mistral_7b_incentivised_train.jsonl