diff --git "a/tasks_splits_and_features.py" "b/tasks_splits_and_features.py"
--- "a/tasks_splits_and_features.py"
+++ "b/tasks_splits_and_features.py"
@@ -1,20 +1,48 @@
 from collections import defaultdict
 
+
 DATA_SPLITS_SIZES = {
     "adversarial_qa_dbert_answer_the_following_q": {"validation": 1000, "train": 10000},
     "adversarial_qa_dbert_based_on": {"validation": 1000, "train": 10000},
-    "adversarial_qa_dbert_generate_question": {"validation": 1000, "test": 1000, "train": 10000},
-    "adversarial_qa_dbert_question_context_answer": {"validation": 1000, "train": 10000},
+    "adversarial_qa_dbert_generate_question": {
+        "validation": 1000,
+        "test": 1000,
+        "train": 10000,
+    },
+    "adversarial_qa_dbert_question_context_answer": {
+        "validation": 1000,
+        "train": 10000,
+    },
     "adversarial_qa_dbert_tell_what_it_is": {"validation": 1000, "train": 10000},
-    "adversarial_qa_dbidaf_answer_the_following_q": {"validation": 1000, "train": 10000},
+    "adversarial_qa_dbidaf_answer_the_following_q": {
+        "validation": 1000,
+        "train": 10000,
+    },
     "adversarial_qa_dbidaf_based_on": {"validation": 1000, "train": 10000},
-    "adversarial_qa_dbidaf_generate_question": {"validation": 1000, "test": 1000, "train": 10000},
-    "adversarial_qa_dbidaf_question_context_answer": {"validation": 1000, "train": 10000},
+    "adversarial_qa_dbidaf_generate_question": {
+        "validation": 1000,
+        "test": 1000,
+        "train": 10000,
+    },
+    "adversarial_qa_dbidaf_question_context_answer": {
+        "validation": 1000,
+        "train": 10000,
+    },
     "adversarial_qa_dbidaf_tell_what_it_is": {"validation": 1000, "train": 10000},
-    "adversarial_qa_droberta_answer_the_following_q": {"validation": 1000, "train": 10000},
+    "adversarial_qa_droberta_answer_the_following_q": {
+        "validation": 1000,
+        "train": 10000,
+    },
     "adversarial_qa_droberta_based_on": {"validation": 1000, "train": 10000},
-    "adversarial_qa_droberta_generate_question": {"validation": 1000, "test": 1000, "train": 10000},
-    "adversarial_qa_droberta_question_context_answer": {"validation": 1000, "train": 10000},
+    "adversarial_qa_droberta_generate_question": {
+        "validation": 1000,
+        "test": 1000,
+        "train": 10000,
+    },
+    "adversarial_qa_droberta_question_context_answer": {
+        "validation": 1000,
+        "train": 10000,
+    },
     "adversarial_qa_droberta_tell_what_it_is": {"validation": 1000, "train": 10000},
     "ag_news_classify": {"test": 7600, "train": 120000},
     "ag_news_classify_question_first": {"test": 7600, "train": 120000},
@@ -23,139 +51,501 @@ DATA_SPLITS_SIZES = {
     "ag_news_recommend": {"test": 7600, "train": 120000},
     "ag_news_which_section": {"test": 7600, "train": 120000},
     "ag_news_which_section_choices": {"test": 7600, "train": 120000},
-    "ai2_arc_ARC_Challenge_heres_a_problem": {"validation": 299, "test": 1172, "train": 1119},
-    "ai2_arc_ARC_Challenge_i_am_hesitating": {"validation": 299, "test": 1172, "train": 1119},
-    "ai2_arc_ARC_Challenge_multiple_choice": {"validation": 299, "test": 1172, "train": 1119},
-    "ai2_arc_ARC_Challenge_pick_false_options": {"validation": 299, "test": 1172, "train": 1119},
-    "ai2_arc_ARC_Challenge_pick_the_most_correct_option": {"validation": 299, "test": 1172, "train": 1119},
-    "ai2_arc_ARC_Challenge_qa_options": {"validation": 299, "test": 1172, "train": 1119},
-    "ai2_arc_ARC_Easy_heres_a_problem": {"validation": 570, "test": 2376, "train": 2251},
-    "ai2_arc_ARC_Easy_i_am_hesitating": {"validation": 570, "test": 2376, "train": 2251},
-    "ai2_arc_ARC_Easy_multiple_choice": {"validation": 570, "test": 2376, "train": 2251},
-    "ai2_arc_ARC_Easy_pick_false_options": {"validation": 570, "test": 2376, "train": 2251},
-    "ai2_arc_ARC_Easy_pick_the_most_correct_option": {"validation": 570, "test": 2376, "train": 2251},
+    "ai2_arc_ARC_Challenge_heres_a_problem": {
+        "validation": 299,
+        "test": 1172,
+        "train": 1119,
+    },
+    "ai2_arc_ARC_Challenge_i_am_hesitating": {
+        "validation": 299,
+        "test": 1172,
+        "train": 1119,
+    },
+    "ai2_arc_ARC_Challenge_multiple_choice": {
+        "validation": 299,
+        "test": 1172,
+        "train": 1119,
+    },
+    "ai2_arc_ARC_Challenge_pick_false_options": {
+        "validation": 299,
+        "test": 1172,
+        "train": 1119,
+    },
+    "ai2_arc_ARC_Challenge_pick_the_most_correct_option": {
+        "validation": 299,
+        "test": 1172,
+        "train": 1119,
+    },
+    "ai2_arc_ARC_Challenge_qa_options": {
+        "validation": 299,
+        "test": 1172,
+        "train": 1119,
+    },
+    "ai2_arc_ARC_Easy_heres_a_problem": {
+        "validation": 570,
+        "test": 2376,
+        "train": 2251,
+    },
+    "ai2_arc_ARC_Easy_i_am_hesitating": {
+        "validation": 570,
+        "test": 2376,
+        "train": 2251,
+    },
+    "ai2_arc_ARC_Easy_multiple_choice": {
+        "validation": 570,
+        "test": 2376,
+        "train": 2251,
+    },
+    "ai2_arc_ARC_Easy_pick_false_options": {
+        "validation": 570,
+        "test": 2376,
+        "train": 2251,
+    },
+    "ai2_arc_ARC_Easy_pick_the_most_correct_option": {
+        "validation": 570,
+        "test": 2376,
+        "train": 2251,
+    },
     "ai2_arc_ARC_Easy_qa_options": {"validation": 570, "test": 2376, "train": 2251},
-    "amazon_polarity_Is_this_product_review_positive": {"test": 400000, "train": 3600000},
+    "amazon_polarity_Is_this_product_review_positive": {
+        "test": 400000,
+        "train": 3600000,
+    },
     "amazon_polarity_Is_this_review": {"test": 400000, "train": 3600000},
     "amazon_polarity_Is_this_review_negative": {"test": 400000, "train": 3600000},
     "amazon_polarity_User_recommend_this_product": {"test": 400000, "train": 3600000},
-    "amazon_polarity_convey_negative_or_positive_sentiment": {"test": 400000, "train": 3600000},
+    "amazon_polarity_convey_negative_or_positive_sentiment": {
+        "test": 400000,
+        "train": 3600000,
+    },
     "amazon_polarity_flattering_or_not": {"test": 400000, "train": 3600000},
     "amazon_polarity_negative_or_positive_tone": {"test": 400000, "train": 3600000},
     "amazon_polarity_user_satisfied": {"test": 400000, "train": 3600000},
     "amazon_polarity_would_you_buy": {"test": 400000, "train": 3600000},
     "anli_GPT_3_style_r1": {"validation": 1000, "test": 1000, "train": 16946},
-    "anli_GPT_3_style_r1_score_eval": {"validation": 3000, "test": 3000, "train": 50838},
+    "anli_GPT_3_style_r1_score_eval": {
+        "validation": 3000,
+        "test": 3000,
+        "train": 50838,
+    },
     "anli_GPT_3_style_r2": {"validation": 1000, "test": 1000, "train": 45460},
-    "anli_GPT_3_style_r2_score_eval": {"validation": 3000, "test": 3000, "train": 136380},
+    "anli_GPT_3_style_r2_score_eval": {
+        "validation": 3000,
+        "test": 3000,
+        "train": 136380,
+    },
     "anli_GPT_3_style_r3": {"validation": 1200, "test": 1200, "train": 100459},
-    "anli_GPT_3_style_r3_score_eval": {"validation": 3600, "test": 3600, "train": 301377},
+    "anli_GPT_3_style_r3_score_eval": {
+        "validation": 3600,
+        "test": 3600,
+        "train": 301377,
+    },
     "anli_MNLI_crowdsource_r1": {"validation": 1000, "test": 1000, "train": 16946},
-    "anli_MNLI_crowdsource_r1_score_eval": {"validation": 3000, "test": 3000, "train": 50838},
+    "anli_MNLI_crowdsource_r1_score_eval": {
+        "validation": 3000,
+        "test": 3000,
+        "train": 50838,
+    },
     "anli_MNLI_crowdsource_r2": {"validation": 1000, "test": 1000, "train": 45460},
-    "anli_MNLI_crowdsource_r2_score_eval": {"validation": 3000, "test": 3000, "train": 136380},
+    "anli_MNLI_crowdsource_r2_score_eval": {
+        "validation": 3000,
+        "test": 3000,
+        "train": 136380,
+    },
     "anli_MNLI_crowdsource_r3": {"validation": 1200, "test": 1200, "train": 100459},
-    "anli_MNLI_crowdsource_r3_score_eval": {"validation": 3600, "test": 3600, "train": 301377},
-    "anli_always_sometimes_never_r1": {"validation": 1000, "test": 1000, "train": 16946},
-    "anli_always_sometimes_never_r1_score_eval": {"validation": 3000, "test": 3000, "train": 50838},
-    "anli_always_sometimes_never_r2": {"validation": 1000, "test": 1000, "train": 45460},
-    "anli_always_sometimes_never_r2_score_eval": {"validation": 3000, "test": 3000, "train": 136380},
-    "anli_always_sometimes_never_r3": {"validation": 1200, "test": 1200, "train": 100459},
-    "anli_always_sometimes_never_r3_score_eval": {"validation": 3600, "test": 3600, "train": 301377},
-    "anli_based_on_the_previous_passage_r1": {"validation": 1000, "test": 1000, "train": 16946},
-    "anli_based_on_the_previous_passage_r1_score_eval": {"validation": 3000, "test": 3000, "train": 50838},
-    "anli_based_on_the_previous_passage_r2": {"validation": 1000, "test": 1000, "train": 45460},
-    "anli_based_on_the_previous_passage_r2_score_eval": {"validation": 3000, "test": 3000, "train": 136380},
-    "anli_based_on_the_previous_passage_r3": {"validation": 1200, "test": 1200, "train": 100459},
-    "anli_based_on_the_previous_passage_r3_score_eval": {"validation": 3600, "test": 3600, "train": 301377},
+    "anli_MNLI_crowdsource_r3_score_eval": {
+        "validation": 3600,
+        "test": 3600,
+        "train": 301377,
+    },
+    "anli_always_sometimes_never_r1": {
+        "validation": 1000,
+        "test": 1000,
+        "train": 16946,
+    },
+    "anli_always_sometimes_never_r1_score_eval": {
+        "validation": 3000,
+        "test": 3000,
+        "train": 50838,
+    },
+    "anli_always_sometimes_never_r2": {
+        "validation": 1000,
+        "test": 1000,
+        "train": 45460,
+    },
+    "anli_always_sometimes_never_r2_score_eval": {
+        "validation": 3000,
+        "test": 3000,
+        "train": 136380,
+    },
+    "anli_always_sometimes_never_r3": {
+        "validation": 1200,
+        "test": 1200,
+        "train": 100459,
+    },
+    "anli_always_sometimes_never_r3_score_eval": {
+        "validation": 3600,
+        "test": 3600,
+        "train": 301377,
+    },
+    "anli_based_on_the_previous_passage_r1": {
+        "validation": 1000,
+        "test": 1000,
+        "train": 16946,
+    },
+    "anli_based_on_the_previous_passage_r1_score_eval": {
+        "validation": 3000,
+        "test": 3000,
+        "train": 50838,
+    },
+    "anli_based_on_the_previous_passage_r2": {
+        "validation": 1000,
+        "test": 1000,
+        "train": 45460,
+    },
+    "anli_based_on_the_previous_passage_r2_score_eval": {
+        "validation": 3000,
+        "test": 3000,
+        "train": 136380,
+    },
+    "anli_based_on_the_previous_passage_r3": {
+        "validation": 1200,
+        "test": 1200,
+        "train": 100459,
+    },
+    "anli_based_on_the_previous_passage_r3_score_eval": {
+        "validation": 3600,
+        "test": 3600,
+        "train": 301377,
+    },
     "anli_can_we_infer_r1": {"validation": 1000, "test": 1000, "train": 16946},
-    "anli_can_we_infer_r1_score_eval": {"validation": 3000, "test": 3000, "train": 50838},
+    "anli_can_we_infer_r1_score_eval": {
+        "validation": 3000,
+        "test": 3000,
+        "train": 50838,
+    },
     "anli_can_we_infer_r2": {"validation": 1000, "test": 1000, "train": 45460},
-    "anli_can_we_infer_r2_score_eval": {"validation": 3000, "test": 3000, "train": 136380},
+    "anli_can_we_infer_r2_score_eval": {
+        "validation": 3000,
+        "test": 3000,
+        "train": 136380,
+    },
     "anli_can_we_infer_r3": {"validation": 1200, "test": 1200, "train": 100459},
-    "anli_can_we_infer_r3_score_eval": {"validation": 3600, "test": 3600, "train": 301377},
-    "anli_claim_true_false_inconclusive_r1": {"validation": 1000, "test": 1000, "train": 16946},
-    "anli_claim_true_false_inconclusive_r1_score_eval": {"validation": 3000, "test": 3000, "train": 50838},
-    "anli_claim_true_false_inconclusive_r2": {"validation": 1000, "test": 1000, "train": 45460},
-    "anli_claim_true_false_inconclusive_r2_score_eval": {"validation": 3000, "test": 3000, "train": 136380},
-    "anli_claim_true_false_inconclusive_r3": {"validation": 1200, "test": 1200, "train": 100459},
-    "anli_claim_true_false_inconclusive_r3_score_eval": {"validation": 3600, "test": 3600, "train": 301377},
-    "anli_consider_always_sometimes_never_r1": {"validation": 1000, "test": 1000, "train": 16946},
-    "anli_consider_always_sometimes_never_r1_score_eval": {"validation": 3000, "test": 3000, "train": 50838},
-    "anli_consider_always_sometimes_never_r2": {"validation": 1000, "test": 1000, "train": 45460},
-    "anli_consider_always_sometimes_never_r2_score_eval": {"validation": 3000, "test": 3000, "train": 136380},
-    "anli_consider_always_sometimes_never_r3": {"validation": 1200, "test": 1200, "train": 100459},
-    "anli_consider_always_sometimes_never_r3_score_eval": {"validation": 3600, "test": 3600, "train": 301377},
+    "anli_can_we_infer_r3_score_eval": {
+        "validation": 3600,
+        "test": 3600,
+        "train": 301377,
+    },
+    "anli_claim_true_false_inconclusive_r1": {
+        "validation": 1000,
+        "test": 1000,
+        "train": 16946,
+    },
+    "anli_claim_true_false_inconclusive_r1_score_eval": {
+        "validation": 3000,
+        "test": 3000,
+        "train": 50838,
+    },
+    "anli_claim_true_false_inconclusive_r2": {
+        "validation": 1000,
+        "test": 1000,
+        "train": 45460,
+    },
+    "anli_claim_true_false_inconclusive_r2_score_eval": {
+        "validation": 3000,
+        "test": 3000,
+        "train": 136380,
+    },
+    "anli_claim_true_false_inconclusive_r3": {
+        "validation": 1200,
+        "test": 1200,
+        "train": 100459,
+    },
+    "anli_claim_true_false_inconclusive_r3_score_eval": {
+        "validation": 3600,
+        "test": 3600,
+        "train": 301377,
+    },
+    "anli_consider_always_sometimes_never_r1": {
+        "validation": 1000,
+        "test": 1000,
+        "train": 16946,
+    },
+    "anli_consider_always_sometimes_never_r1_score_eval": {
+        "validation": 3000,
+        "test": 3000,
+        "train": 50838,
+    },
+    "anli_consider_always_sometimes_never_r2": {
+        "validation": 1000,
+        "test": 1000,
+        "train": 45460,
+    },
+    "anli_consider_always_sometimes_never_r2_score_eval": {
+        "validation": 3000,
+        "test": 3000,
+        "train": 136380,
+    },
+    "anli_consider_always_sometimes_never_r3": {
+        "validation": 1200,
+        "test": 1200,
+        "train": 100459,
+    },
+    "anli_consider_always_sometimes_never_r3_score_eval": {
+        "validation": 3600,
+        "test": 3600,
+        "train": 301377,
+    },
     "anli_does_it_follow_that_r1": {"validation": 1000, "test": 1000, "train": 16946},
-    "anli_does_it_follow_that_r1_score_eval": {"validation": 3000, "test": 3000, "train": 50838},
+    "anli_does_it_follow_that_r1_score_eval": {
+        "validation": 3000,
+        "test": 3000,
+        "train": 50838,
+    },
     "anli_does_it_follow_that_r2": {"validation": 1000, "test": 1000, "train": 45460},
-    "anli_does_it_follow_that_r2_score_eval": {"validation": 3000, "test": 3000, "train": 136380},
+    "anli_does_it_follow_that_r2_score_eval": {
+        "validation": 3000,
+        "test": 3000,
+        "train": 136380,
+    },
     "anli_does_it_follow_that_r3": {"validation": 1200, "test": 1200, "train": 100459},
-    "anli_does_it_follow_that_r3_score_eval": {"validation": 3600, "test": 3600, "train": 301377},
+    "anli_does_it_follow_that_r3_score_eval": {
+        "validation": 3600,
+        "test": 3600,
+        "train": 301377,
+    },
     "anli_does_this_imply_r1": {"validation": 1000, "test": 1000, "train": 16946},
-    "anli_does_this_imply_r1_score_eval": {"validation": 3000, "test": 3000, "train": 50838},
+    "anli_does_this_imply_r1_score_eval": {
+        "validation": 3000,
+        "test": 3000,
+        "train": 50838,
+    },
     "anli_does_this_imply_r2": {"validation": 1000, "test": 1000, "train": 45460},
-    "anli_does_this_imply_r2_score_eval": {"validation": 3000, "test": 3000, "train": 136380},
+    "anli_does_this_imply_r2_score_eval": {
+        "validation": 3000,
+        "test": 3000,
+        "train": 136380,
+    },
     "anli_does_this_imply_r3": {"validation": 1200, "test": 1200, "train": 100459},
-    "anli_does_this_imply_r3_score_eval": {"validation": 3600, "test": 3600, "train": 301377},
-    "anli_guaranteed_possible_impossible_r1": {"validation": 1000, "test": 1000, "train": 16946},
-    "anli_guaranteed_possible_impossible_r1_score_eval": {"validation": 3000, "test": 3000, "train": 50838},
-    "anli_guaranteed_possible_impossible_r2": {"validation": 1000, "test": 1000, "train": 45460},
-    "anli_guaranteed_possible_impossible_r2_score_eval": {"validation": 3000, "test": 3000, "train": 136380},
-    "anli_guaranteed_possible_impossible_r3": {"validation": 1200, "test": 1200, "train": 100459},
-    "anli_guaranteed_possible_impossible_r3_score_eval": {"validation": 3600, "test": 3600, "train": 301377},
+    "anli_does_this_imply_r3_score_eval": {
+        "validation": 3600,
+        "test": 3600,
+        "train": 301377,
+    },
+    "anli_guaranteed_possible_impossible_r1": {
+        "validation": 1000,
+        "test": 1000,
+        "train": 16946,
+    },
+    "anli_guaranteed_possible_impossible_r1_score_eval": {
+        "validation": 3000,
+        "test": 3000,
+        "train": 50838,
+    },
+    "anli_guaranteed_possible_impossible_r2": {
+        "validation": 1000,
+        "test": 1000,
+        "train": 45460,
+    },
+    "anli_guaranteed_possible_impossible_r2_score_eval": {
+        "validation": 3000,
+        "test": 3000,
+        "train": 136380,
+    },
+    "anli_guaranteed_possible_impossible_r3": {
+        "validation": 1200,
+        "test": 1200,
+        "train": 100459,
+    },
+    "anli_guaranteed_possible_impossible_r3_score_eval": {
+        "validation": 3600,
+        "test": 3600,
+        "train": 301377,
+    },
     "anli_guaranteed_true_r1": {"validation": 1000, "test": 1000, "train": 16946},
-    "anli_guaranteed_true_r1_score_eval": {"validation": 3000, "test": 3000, "train": 50838},
+    "anli_guaranteed_true_r1_score_eval": {
+        "validation": 3000,
+        "test": 3000,
+        "train": 50838,
+    },
     "anli_guaranteed_true_r2": {"validation": 1000, "test": 1000, "train": 45460},
-    "anli_guaranteed_true_r2_score_eval": {"validation": 3000, "test": 3000, "train": 136380},
+    "anli_guaranteed_true_r2_score_eval": {
+        "validation": 3000,
+        "test": 3000,
+        "train": 136380,
+    },
     "anli_guaranteed_true_r3": {"validation": 1200, "test": 1200, "train": 100459},
-    "anli_guaranteed_true_r3_score_eval": {"validation": 3600, "test": 3600, "train": 301377},
+    "anli_guaranteed_true_r3_score_eval": {
+        "validation": 3600,
+        "test": 3600,
+        "train": 301377,
+    },
     "anli_justified_in_saying_r1": {"validation": 1000, "test": 1000, "train": 16946},
-    "anli_justified_in_saying_r1_score_eval": {"validation": 3000, "test": 3000, "train": 50838},
+    "anli_justified_in_saying_r1_score_eval": {
+        "validation": 3000,
+        "test": 3000,
+        "train": 50838,
+    },
     "anli_justified_in_saying_r2": {"validation": 1000, "test": 1000, "train": 45460},
-    "anli_justified_in_saying_r2_score_eval": {"validation": 3000, "test": 3000, "train": 136380},
+    "anli_justified_in_saying_r2_score_eval": {
+        "validation": 3000,
+        "test": 3000,
+        "train": 136380,
+    },
     "anli_justified_in_saying_r3": {"validation": 1200, "test": 1200, "train": 100459},
-    "anli_justified_in_saying_r3_score_eval": {"validation": 3600, "test": 3600, "train": 301377},
+    "anli_justified_in_saying_r3_score_eval": {
+        "validation": 3600,
+        "test": 3600,
+        "train": 301377,
+    },
     "anli_must_be_true_r1": {"validation": 1000, "test": 1000, "train": 16946},
-    "anli_must_be_true_r1_score_eval": {"validation": 3000, "test": 3000, "train": 50838},
+    "anli_must_be_true_r1_score_eval": {
+        "validation": 3000,
+        "test": 3000,
+        "train": 50838,
+    },
     "anli_must_be_true_r2": {"validation": 1000, "test": 1000, "train": 45460},
-    "anli_must_be_true_r2_score_eval": {"validation": 3000, "test": 3000, "train": 136380},
+    "anli_must_be_true_r2_score_eval": {
+        "validation": 3000,
+        "test": 3000,
+        "train": 136380,
+    },
     "anli_must_be_true_r3": {"validation": 1200, "test": 1200, "train": 100459},
-    "anli_must_be_true_r3_score_eval": {"validation": 3600, "test": 3600, "train": 301377},
+    "anli_must_be_true_r3_score_eval": {
+        "validation": 3600,
+        "test": 3600,
+        "train": 301377,
+    },
     "anli_should_assume_r1": {"validation": 1000, "test": 1000, "train": 16946},
-    "anli_should_assume_r1_score_eval": {"validation": 3000, "test": 3000, "train": 50838},
+    "anli_should_assume_r1_score_eval": {
+        "validation": 3000,
+        "test": 3000,
+        "train": 50838,
+    },
     "anli_should_assume_r2": {"validation": 1000, "test": 1000, "train": 45460},
-    "anli_should_assume_r2_score_eval": {"validation": 3000, "test": 3000, "train": 136380},
+    "anli_should_assume_r2_score_eval": {
+        "validation": 3000,
+        "test": 3000,
+        "train": 136380,
+    },
     "anli_should_assume_r3": {"validation": 1200, "test": 1200, "train": 100459},
-    "anli_should_assume_r3_score_eval": {"validation": 3600, "test": 3600, "train": 301377},
-    "anli_take_the_following_as_truth_r1": {"validation": 1000, "test": 1000, "train": 16946},
-    "anli_take_the_following_as_truth_r1_score_eval": {"validation": 3000, "test": 3000, "train": 50838},
-    "anli_take_the_following_as_truth_r2": {"validation": 1000, "test": 1000, "train": 45460},
-    "anli_take_the_following_as_truth_r2_score_eval": {"validation": 3000, "test": 3000, "train": 136380},
-    "anli_take_the_following_as_truth_r3": {"validation": 1200, "test": 1200, "train": 100459},
-    "anli_take_the_following_as_truth_r3_score_eval": {"validation": 3600, "test": 3600, "train": 301377},
+    "anli_should_assume_r3_score_eval": {
+        "validation": 3600,
+        "test": 3600,
+        "train": 301377,
+    },
+    "anli_take_the_following_as_truth_r1": {
+        "validation": 1000,
+        "test": 1000,
+        "train": 16946,
+    },
+    "anli_take_the_following_as_truth_r1_score_eval": {
+        "validation": 3000,
+        "test": 3000,
+        "train": 50838,
+    },
+    "anli_take_the_following_as_truth_r2": {
+        "validation": 1000,
+        "test": 1000,
+        "train": 45460,
+    },
+    "anli_take_the_following_as_truth_r2_score_eval": {
+        "validation": 3000,
+        "test": 3000,
+        "train": 136380,
+    },
+    "anli_take_the_following_as_truth_r3": {
+        "validation": 1200,
+        "test": 1200,
+        "train": 100459,
+    },
+    "anli_take_the_following_as_truth_r3_score_eval": {
+        "validation": 3600,
+        "test": 3600,
+        "train": 301377,
+    },
     "app_reviews_categorize_rating_using_review": {"train": 288065},
     "app_reviews_convert_to_rating": {"train": 288065},
     "app_reviews_convert_to_star_rating": {"train": 288065},
     "app_reviews_generate_review": {"train": 288065},
-    "cnn_dailymail_3.0.0_2_or_3_sentences": {"validation": 13368, "test": 11490, "train": 287113},
-    "cnn_dailymail_3.0.0_generate_story": {"validation": 13368, "test": 11490, "train": 287113},
-    "cnn_dailymail_3.0.0_news_card_view": {"validation": 13368, "test": 11490, "train": 287113},
-    "cnn_dailymail_3.0.0_news_stock": {"validation": 13368, "test": 11490, "train": 287113},
-    "cnn_dailymail_3.0.0_news_summary": {"validation": 13368, "test": 11490, "train": 287113},
-    "cnn_dailymail_3.0.0_spice_up_story": {"validation": 13368, "test": 11490, "train": 287113},
-    "cnn_dailymail_3.0.0_sum_in_brief": {"validation": 13368, "test": 11490, "train": 287113},
-    "cnn_dailymail_3.0.0_tldr_summary": {"validation": 13368, "test": 11490, "train": 287113},
-    "cnn_dailymail_3.0.0_write_an_outline": {"validation": 13368, "test": 11490, "train": 287113},
+    "cnn_dailymail_3.0.0_2_or_3_sentences": {
+        "validation": 13368,
+        "test": 11490,
+        "train": 287113,
+    },
+    "cnn_dailymail_3.0.0_generate_story": {
+        "validation": 13368,
+        "test": 11490,
+        "train": 287113,
+    },
+    "cnn_dailymail_3.0.0_news_card_view": {
+        "validation": 13368,
+        "test": 11490,
+        "train": 287113,
+    },
+    "cnn_dailymail_3.0.0_news_stock": {
+        "validation": 13368,
+        "test": 11490,
+        "train": 287113,
+    },
+    "cnn_dailymail_3.0.0_news_summary": {
+        "validation": 13368,
+        "test": 11490,
+        "train": 287113,
+    },
+    "cnn_dailymail_3.0.0_spice_up_story": {
+        "validation": 13368,
+        "test": 11490,
+        "train": 287113,
+    },
+    "cnn_dailymail_3.0.0_sum_in_brief": {
+        "validation": 13368,
+        "test": 11490,
+        "train": 287113,
+    },
+    "cnn_dailymail_3.0.0_tldr_summary": {
+        "validation": 13368,
+        "test": 11490,
+        "train": 287113,
+    },
+    "cnn_dailymail_3.0.0_write_an_outline": {
+        "validation": 13368,
+        "test": 11490,
+        "train": 287113,
+    },
     "common_gen_Example_prompt": {"validation": 4018, "test": 1497, "train": 67389},
-    "common_gen_Given_concepts_type_1": {"validation": 4018, "test": 1497, "train": 67389},
-    "common_gen_Given_concepts_type_2": {"validation": 4018, "test": 1497, "train": 67389},
+    "common_gen_Given_concepts_type_1": {
+        "validation": 4018,
+        "test": 1497,
+        "train": 67389,
+    },
+    "common_gen_Given_concepts_type_2": {
+        "validation": 4018,
+        "test": 1497,
+        "train": 67389,
+    },
     "common_gen_Put_together": {"validation": 4018, "test": 1497, "train": 67389},
-    "common_gen_choice_in_concept_centric_sentence_generation": {"validation": 4018, "test": 1497, "train": 67389},
-    "common_gen_random_task_template_prompt": {"validation": 4018, "test": 1497, "train": 67389},
-    "common_gen_sentence_to_concepts": {"validation": 4018, "test": 1497, "train": 67389},
+    "common_gen_choice_in_concept_centric_sentence_generation": {
+        "validation": 4018,
+        "test": 1497,
+        "train": 67389,
+    },
+    "common_gen_random_task_template_prompt": {
+        "validation": 4018,
+        "test": 1497,
+        "train": 67389,
+    },
+    "common_gen_sentence_to_concepts": {
+        "validation": 4018,
+        "test": 1497,
+        "train": 67389,
+    },
     "common_gen_topic_to_sentence": {"validation": 4018, "test": 1497, "train": 67389},
-    "common_gen_topics_from_the_sentence": {"validation": 4018, "test": 1497, "train": 67389},
+    "common_gen_topics_from_the_sentence": {
+        "validation": 4018,
+        "test": 1497,
+        "train": 67389,
+    },
     "cos_e_v1.11_aligned_with_common_sense": {"validation": 1221, "train": 9741},
     "cos_e_v1.11_description_question_option_id": {"validation": 1221, "train": 9741},
     "cos_e_v1.11_description_question_option_text": {"validation": 1221, "train": 9741},
@@ -167,55 +557,192 @@ DATA_SPLITS_SIZES = {
     "cos_e_v1.11_question_option_description_id": {"validation": 1221, "train": 9741},
     "cos_e_v1.11_question_option_description_text": {"validation": 1221, "train": 9741},
     "cos_e_v1.11_rationale": {"validation": 1221, "train": 9741},
-    "cosmos_qa_context_answer_to_question": {"validation": 2985, "test": 6963, "train": 25262},
-    "cosmos_qa_context_description_question_answer_id": {"validation": 2985, "test": 6963, "train": 25262},
-    "cosmos_qa_context_description_question_answer_text": {"validation": 2985, "test": 6963, "train": 25262},
-    "cosmos_qa_context_description_question_text": {"validation": 2985, "test": 6963, "train": 25262},
-    "cosmos_qa_context_question_description_answer_id": {"validation": 2985, "test": 6963, "train": 25262},
-    "cosmos_qa_context_question_description_answer_text": {"validation": 2985, "test": 6963, "train": 25262},
-    "cosmos_qa_context_question_description_text": {"validation": 2985, "test": 6963, "train": 25262},
-    "cosmos_qa_description_context_question_answer_id": {"validation": 2985, "test": 6963, "train": 25262},
-    "cosmos_qa_description_context_question_answer_text": {"validation": 2985, "test": 6963, "train": 25262},
-    "cosmos_qa_description_context_question_text": {"validation": 2985, "test": 6963, "train": 25262},
+    "cosmos_qa_context_answer_to_question": {
+        "validation": 2985,
+        "test": 6963,
+        "train": 25262,
+    },
+    "cosmos_qa_context_description_question_answer_id": {
+        "validation": 2985,
+        "test": 6963,
+        "train": 25262,
+    },
+    "cosmos_qa_context_description_question_answer_text": {
+        "validation": 2985,
+        "test": 6963,
+        "train": 25262,
+    },
+    "cosmos_qa_context_description_question_text": {
+        "validation": 2985,
+        "test": 6963,
+        "train": 25262,
+    },
+    "cosmos_qa_context_question_description_answer_id": {
+        "validation": 2985,
+        "test": 6963,
+        "train": 25262,
+    },
+    "cosmos_qa_context_question_description_answer_text": {
+        "validation": 2985,
+        "test": 6963,
+        "train": 25262,
+    },
+    "cosmos_qa_context_question_description_text": {
+        "validation": 2985,
+        "test": 6963,
+        "train": 25262,
+    },
+    "cosmos_qa_description_context_question_answer_id": {
+        "validation": 2985,
+        "test": 6963,
+        "train": 25262,
+    },
+    "cosmos_qa_description_context_question_answer_text": {
+        "validation": 2985,
+        "test": 6963,
+        "train": 25262,
+    },
+    "cosmos_qa_description_context_question_text": {
+        "validation": 2985,
+        "test": 6963,
+        "train": 25262,
+    },
     "cosmos_qa_no_prompt_id": {"validation": 2985, "test": 6963, "train": 25262},
     "cosmos_qa_no_prompt_text": {"validation": 2985, "test": 6963, "train": 25262},
-    "cosmos_qa_only_question_answer": {"validation": 2985, "test": 6963, "train": 25262},
+    "cosmos_qa_only_question_answer": {
+        "validation": 2985,
+        "test": 6963,
+        "train": 25262,
+    },
     "dbpedia_14_given_a_choice_of_categories_": {"test": 70000, "train": 560000},
-    "dbpedia_14_given_a_list_of_category_what_does_the_title_belong_to": {"test": 70000, "train": 560000},
-    "dbpedia_14_given_list_what_category_does_the_paragraph_belong_to": {"test": 70000, "train": 560000},
-    "dbpedia_14_pick_one_category_for_the_following_text": {"test": 70000, "train": 560000},
+    "dbpedia_14_given_a_list_of_category_what_does_the_title_belong_to": {
+        "test": 70000,
+        "train": 560000,
+    },
+    "dbpedia_14_given_list_what_category_does_the_paragraph_belong_to": {
+        "test": 70000,
+        "train": 560000,
+    },
+    "dbpedia_14_pick_one_category_for_the_following_text": {
+        "test": 70000,
+        "train": 560000,
+    },
     "dream_answer_to_dialogue": {"validation": 2040, "test": 2041, "train": 6116},
     "dream_baseline": {"validation": 2040, "test": 2041, "train": 6116},
     "dream_generate_first_utterance": {"validation": 2040, "test": 2041, "train": 6116},
     "dream_generate_last_utterance": {"validation": 2040, "test": 2041, "train": 6116},
-    "dream_read_the_following_conversation_and_answer_the_question": {"validation": 2040, "test": 2041, "train": 6116},
-    "duorc_ParaphraseRC_answer_question": {"validation": 15591, "test": 15857, "train": 69524},
-    "duorc_ParaphraseRC_build_story_around_qa": {"validation": 13111, "test": 13449, "train": 58752},
-    "duorc_ParaphraseRC_decide_worth_it": {"validation": 15591, "test": 15857, "train": 69524},
-    "duorc_ParaphraseRC_extract_answer": {"validation": 15591, "test": 15857, "train": 69524},
-    "duorc_ParaphraseRC_generate_question": {"validation": 15591, "test": 15857, "train": 69524},
-    "duorc_ParaphraseRC_generate_question_by_answer": {"validation": 13111, "test": 13449, "train": 58752},
-    "duorc_ParaphraseRC_movie_director": {"validation": 15591, "test": 15857, "train": 69524},
-    "duorc_ParaphraseRC_question_answering": {"validation": 15591, "test": 15857, "train": 69524},
-    "duorc_ParaphraseRC_title_generation": {"validation": 15591, "test": 15857, "train": 69524},
-    "duorc_SelfRC_answer_question": {"validation": 12961, "test": 12559, "train": 60721},
-    "duorc_SelfRC_build_story_around_qa": {"validation": 12845, "test": 12415, "train": 60094},
-    "duorc_SelfRC_decide_worth_it": {"validation": 12961, "test": 12559, "train": 60721},
+    "dream_read_the_following_conversation_and_answer_the_question": {
+        "validation": 2040,
+        "test": 2041,
+        "train": 6116,
+    },
+    "duorc_ParaphraseRC_answer_question": {
+        "validation": 15591,
+        "test": 15857,
+        "train": 69524,
+    },
+    "duorc_ParaphraseRC_build_story_around_qa": {
+        "validation": 13111,
+        "test": 13449,
+        "train": 58752,
+    },
+    "duorc_ParaphraseRC_decide_worth_it": {
+        "validation": 15591,
+        "test": 15857,
+        "train": 69524,
+    },
+    "duorc_ParaphraseRC_extract_answer": {
+        "validation": 15591,
+        "test": 15857,
+        "train": 69524,
+    },
+    "duorc_ParaphraseRC_generate_question": {
+        "validation": 15591,
+        "test": 15857,
+        "train": 69524,
+    },
+    "duorc_ParaphraseRC_generate_question_by_answer": {
+        "validation": 13111,
+        "test": 13449,
+        "train": 58752,
+    },
+    "duorc_ParaphraseRC_movie_director": {
+        "validation": 15591,
+        "test": 15857,
+        "train": 69524,
+    },
+    "duorc_ParaphraseRC_question_answering": {
+        "validation": 15591,
+        "test": 15857,
+        "train": 69524,
+    },
+    "duorc_ParaphraseRC_title_generation": {
+        "validation": 15591,
+        "test": 15857,
+        "train": 69524,
+    },
+    "duorc_SelfRC_answer_question": {
+        "validation": 12961,
+        "test": 12559,
+        "train": 60721,
+    },
+    "duorc_SelfRC_build_story_around_qa": {
+        "validation": 12845,
+        "test": 12415,
+        "train": 60094,
+    },
+    "duorc_SelfRC_decide_worth_it": {
+        "validation": 12961,
+        "test": 12559,
+        "train": 60721,
+    },
     "duorc_SelfRC_extract_answer": {"validation": 12961, "test": 12559, "train": 60721},
-    "duorc_SelfRC_generate_question": {"validation": 12961, "test": 12559, "train": 60721},
-    "duorc_SelfRC_generate_question_by_answer": {"validation": 12845, "test": 12415, "train": 60094},
+    "duorc_SelfRC_generate_question": {
+        "validation": 12961,
+        "test": 12559,
+        "train": 60721,
+    },
+    "duorc_SelfRC_generate_question_by_answer": {
+        "validation": 12845,
+        "test": 12415,
+        "train": 60094,
+    },
     "duorc_SelfRC_movie_director": {"validation": 12961, "test": 12559, "train": 60721},
-    "duorc_SelfRC_question_answering": {"validation": 12961, "test": 12559, "train": 60721},
-    "duorc_SelfRC_title_generation": {"validation": 12961, "test": 12559, "train": 60721},
+    "duorc_SelfRC_question_answering": {
+        "validation": 12961,
+        "test": 12559,
+        "train": 60721,
+    },
+    "duorc_SelfRC_title_generation": {
+        "validation": 12961,
+        "test": 12559,
+        "train": 60721,
+    },
     "gigaword_TLDR": {"validation": 189651, "test": 1951, "train": 3803957},
-    "gigaword_first_sentence_title": {"validation": 189651, "test": 1951, "train": 3803957},
-    "gigaword_generate_summary_for_this": {"validation": 189651, "test": 1951, "train": 3803957},
+    "gigaword_first_sentence_title": {
+        "validation": 189651,
+        "test": 1951,
+        "train": 3803957,
+    },
+    "gigaword_generate_summary_for_this": {
+        "validation": 189651,
+        "test": 1951,
+        "train": 3803957,
+    },
     "gigaword_in_a_nutshell": {"validation": 189651, "test": 1951, "train": 3803957},
     "gigaword_make_a_title": {"validation": 189651, "test": 1951, "train": 3803957},
     "gigaword_reverse_writing": {"validation": 189651, "test": 1951, "train": 3803957},
-    "gigaword_write_a_title_for_this_sentence": {"validation": 189651, "test": 1951, "train": 3803957},
+    "gigaword_write_a_title_for_this_sentence": {
+        "validation": 189651,
+        "test": 1951,
+        "train": 3803957,
+    },
     "gigaword_write_an_article": {"validation": 189651, "test": 1951, "train": 3803957},
-    "gigaword_write_its_sentence": {"validation": 189651, "test": 1951, "train": 3803957},
+    "gigaword_write_its_sentence": {
+        "validation": 189651,
+        "test": 1951,
+        "train": 3803957,
+    },
     "glue_mrpc_equivalent": {"validation": 408, "test": 1725, "train": 3668},
     "glue_mrpc_generate_paraphrase": {"validation": 279, "test": 1147, "train": 2474},
     "glue_mrpc_generate_sentence": {"validation": 279, "test": 1147, "train": 2474},
@@ -229,73 +756,261 @@ DATA_SPLITS_SIZES = {
     "glue_qqp_meaning": {"validation": 40430, "test": 390965, "train": 363846},
     "glue_qqp_quora": {"validation": 40430, "test": 390965, "train": 363846},
     "glue_qqp_same_thing": {"validation": 40430, "test": 390965, "train": 363846},
-    "hellaswag_Appropriate_continuation_Yes_or_No": {"validation": 10042, "test": 10003, "train": 39905},
-    "hellaswag_Open_ended_completion": {"validation": 10042, "test": 10003, "train": 39905},
+    "hellaswag_Appropriate_continuation_Yes_or_No": {
+        "validation": 10042,
+        "test": 10003,
+        "train": 39905,
+    },
+    "hellaswag_Open_ended_completion": {
+        "validation": 10042,
+        "test": 10003,
+        "train": 39905,
+    },
     "hellaswag_Open_ended_start": {"validation": 10042, "test": 10003, "train": 39905},
-    "hellaswag_Predict_ending_with_hint": {"validation": 10042, "test": 10003, "train": 39905},
-    "hellaswag_Predict_ending_with_hint_score_eval": {"validation": 40168, "test": 40012, "train": 159620},
-    "hellaswag_Randomized_prompts_template": {"validation": 10042, "test": 10003, "train": 39905},
-    "hellaswag_Randomized_prompts_template_score_eval": {"validation": 40168, "test": 40012, "train": 159620},
-    "hellaswag_Reversed_appropriate_continuation_Yes_or_No": {"validation": 10042, "test": 10003, "train": 39905},
-    "hellaswag_Topic_of_the_context": {"validation": 10042, "test": 10003, "train": 39905},
-    "hellaswag_Topic_without_the_ending_answer": {"validation": 10042, "test": 10003, "train": 39905},
-    "hellaswag_complete_first_then": {"validation": 10042, "test": 10003, "train": 39905},
-    "hellaswag_complete_first_then_score_eval": {"validation": 40168, "test": 40012, "train": 159620},
+    "hellaswag_Predict_ending_with_hint": {
+        "validation": 10042,
+        "test": 10003,
+        "train": 39905,
+    },
+    "hellaswag_Predict_ending_with_hint_score_eval": {
+        "validation": 40168,
+        "test": 40012,
+        "train": 159620,
+    },
+    "hellaswag_Randomized_prompts_template": {
+        "validation": 10042,
+        "test": 10003,
+        "train": 39905,
+    },
+    "hellaswag_Randomized_prompts_template_score_eval": {
+        "validation": 40168,
+        "test": 40012,
+        "train": 159620,
+    },
+    "hellaswag_Reversed_appropriate_continuation_Yes_or_No": {
+        "validation": 10042,
+        "test": 10003,
+        "train": 39905,
+    },
+    "hellaswag_Topic_of_the_context": {
+        "validation": 10042,
+        "test": 10003,
+        "train": 39905,
+    },
+    "hellaswag_Topic_without_the_ending_answer": {
+        "validation": 10042,
+        "test": 10003,
+        "train": 39905,
+    },
+    "hellaswag_complete_first_then": {
+        "validation": 10042,
+        "test": 10003,
+        "train": 39905,
+    },
+    "hellaswag_complete_first_then_score_eval": {
+        "validation": 40168,
+        "test": 40012,
+        "train": 159620,
+    },
     "hellaswag_how_ends": {"validation": 10042, "test": 10003, "train": 39905},
-    "hellaswag_if_begins_how_continues": {"validation": 10042, "test": 10003, "train": 39905},
-    "hellaswag_if_begins_how_continues_score_eval": {"validation": 40168, "test": 40012, "train": 159620},
-    "imdb_Movie_Expressed_Sentiment": {"test": 25000, "unsupervised": 50000, "train": 25000},
-    "imdb_Movie_Expressed_Sentiment_2": {"test": 25000, "unsupervised": 50000, "train": 25000},
-    "imdb_Negation_template_for_positive_and_negative": {"test": 25000, "unsupervised": 50000, "train": 25000},
+    "hellaswag_if_begins_how_continues": {
+        "validation": 10042,
+        "test": 10003,
+        "train": 39905,
+    },
+    "hellaswag_if_begins_how_continues_score_eval": {
+        "validation": 40168,
+        "test": 40012,
+        "train": 159620,
+    },
+    "imdb_Movie_Expressed_Sentiment": {
+        "test": 25000,
+        "unsupervised": 50000,
+        "train": 25000,
+    },
+    "imdb_Movie_Expressed_Sentiment_2": {
+        "test": 25000,
+        "unsupervised": 50000,
+        "train": 25000,
+    },
+    "imdb_Negation_template_for_positive_and_negative": {
+        "test": 25000,
+        "unsupervised": 50000,
+        "train": 25000,
+    },
     "imdb_Reviewer_Enjoyment": {"test": 25000, "unsupervised": 50000, "train": 25000},
-    "imdb_Reviewer_Enjoyment_Yes_No": {"test": 25000, "unsupervised": 50000, "train": 25000},
-    "imdb_Reviewer_Expressed_Sentiment": {"test": 25000, "unsupervised": 50000, "train": 25000},
-    "imdb_Reviewer_Opinion_bad_good_choices": {"test": 25000, "unsupervised": 50000, "train": 25000},
-    "imdb_Reviewer_Sentiment_Feeling": {"test": 25000, "unsupervised": 50000, "train": 25000},
-    "imdb_Sentiment_with_choices_": {"test": 25000, "unsupervised": 50000, "train": 25000},
-    "imdb_Text_Expressed_Sentiment": {"test": 25000, "unsupervised": 50000, "train": 25000},
-    "imdb_Writer_Expressed_Sentiment": {"test": 25000, "unsupervised": 50000, "train": 25000},
+    "imdb_Reviewer_Enjoyment_Yes_No": {
+        "test": 25000,
+        "unsupervised": 50000,
+        "train": 25000,
+    },
+    "imdb_Reviewer_Expressed_Sentiment": {
+        "test": 25000,
+        "unsupervised": 50000,
+        "train": 25000,
+    },
+    "imdb_Reviewer_Opinion_bad_good_choices": {
+        "test": 25000,
+        "unsupervised": 50000,
+        "train": 25000,
+    },
+    "imdb_Reviewer_Sentiment_Feeling": {
+        "test": 25000,
+        "unsupervised": 50000,
+        "train": 25000,
+    },
+    "imdb_Sentiment_with_choices_": {
+        "test": 25000,
+        "unsupervised": 50000,
+        "train": 25000,
+    },
+    "imdb_Text_Expressed_Sentiment": {
+        "test": 25000,
+        "unsupervised": 50000,
+        "train": 25000,
+    },
+    "imdb_Writer_Expressed_Sentiment": {
+        "test": 25000,
+        "unsupervised": 50000,
+        "train": 25000,
+    },
     "kilt_tasks_hotpotqa_combining_facts": {"validation": 5600, "train": 88869},
     "kilt_tasks_hotpotqa_complex_question": {"validation": 5600, "train": 88869},
     "kilt_tasks_hotpotqa_final_exam": {"validation": 5600, "train": 88869},
     "kilt_tasks_hotpotqa_formulate": {"validation": 5600, "train": 88869},
     "kilt_tasks_hotpotqa_straighforward_qa": {"validation": 5600, "train": 88869},
     "multi_news_distill": {"validation": 5622, "test": 5622, "train": 44972},
-    "multi_news_expand_reverse_task_": {"validation": 5622, "test": 5622, "train": 44972},
+    "multi_news_expand_reverse_task_": {
+        "validation": 5622,
+        "test": 5622,
+        "train": 44972,
+    },
     "multi_news_summarize": {"validation": 5622, "test": 5622, "train": 44972},
     "multi_news_summary_scenario": {"validation": 5622, "test": 5622, "train": 44972},
     "multi_news_synthesize": {"validation": 5622, "test": 5622, "train": 44972},
-    "multi_news_what_are_the_key_points": {"validation": 5622, "test": 5622, "train": 44972},
+    "multi_news_what_are_the_key_points": {
+        "validation": 5622,
+        "test": 5622,
+        "train": 44972,
+    },
     "openbookqa_main_choices": {"validation": 500, "test": 500, "train": 4957},
-    "openbookqa_main_choose_an_answer_with_options": {"validation": 500, "test": 500, "train": 4957},
+    "openbookqa_main_choose_an_answer_with_options": {
+        "validation": 500,
+        "test": 500,
+        "train": 4957,
+    },
     "openbookqa_main_only_options": {"validation": 500, "test": 500, "train": 4957},
-    "openbookqa_main_pick_answer_with_options": {"validation": 500, "test": 500, "train": 4957},
+    "openbookqa_main_pick_answer_with_options": {
+        "validation": 500,
+        "test": 500,
+        "train": 4957,
+    },
     "openbookqa_main_pick_using_id": {"validation": 500, "test": 500, "train": 4957},
     "openbookqa_main_which_correct": {"validation": 500, "test": 500, "train": 4957},
-    "openbookqa_main_which_correct_inverse": {"validation": 500, "test": 500, "train": 4957},
-    "paws_labeled_final_Concatenation": {"validation": 8000, "test": 8000, "train": 49401},
-    "paws_labeled_final_Concatenation_no_label": {"validation": 8000, "test": 8000, "train": 49401},
+    "openbookqa_main_which_correct_inverse": {
+        "validation": 500,
+        "test": 500,
+        "train": 4957,
+    },
+    "paws_labeled_final_Concatenation": {
+        "validation": 8000,
+        "test": 8000,
+        "train": 49401,
+    },
+    "paws_labeled_final_Concatenation_no_label": {
+        "validation": 8000,
+        "test": 8000,
+        "train": 49401,
+    },
     "paws_labeled_final_Meaning": {"validation": 8000, "test": 8000, "train": 49401},
-    "paws_labeled_final_Meaning_no_label": {"validation": 8000, "test": 8000, "train": 49401},
-    "paws_labeled_final_PAWS_ANLI_GPT3": {"validation": 8000, "test": 8000, "train": 49401},
-    "paws_labeled_final_PAWS_ANLI_GPT3_no_label": {"validation": 8000, "test": 8000, "train": 49401},
+    "paws_labeled_final_Meaning_no_label": {
+        "validation": 8000,
+        "test": 8000,
+        "train": 49401,
+    },
+    "paws_labeled_final_PAWS_ANLI_GPT3": {
+        "validation": 8000,
+        "test": 8000,
+        "train": 49401,
+    },
+    "paws_labeled_final_PAWS_ANLI_GPT3_no_label": {
+        "validation": 8000,
+        "test": 8000,
+        "train": 49401,
+    },
     "paws_labeled_final_Rewrite": {"validation": 8000, "test": 8000, "train": 49401},
-    "paws_labeled_final_Rewrite_no_label": {"validation": 8000, "test": 8000, "train": 49401},
-    "paws_labeled_final_context_question": {"validation": 8000, "test": 8000, "train": 49401},
-    "paws_labeled_final_context_question_no_label": {"validation": 8000, "test": 8000, "train": 49401},
-    "paws_labeled_final_paraphrase_task": {"validation": 3539, "test": 3536, "train": 21829},
-    "paws_labeled_final_task_description_no_label": {"validation": 8000, "test": 8000, "train": 49401},
+    "paws_labeled_final_Rewrite_no_label": {
+        "validation": 8000,
+        "test": 8000,
+        "train": 49401,
+    },
+    "paws_labeled_final_context_question": {
+        "validation": 8000,
+        "test": 8000,
+        "train": 49401,
+    },
+    "paws_labeled_final_context_question_no_label": {
+        "validation": 8000,
+        "test": 8000,
+        "train": 49401,
+    },
+    "paws_labeled_final_paraphrase_task": {
+        "validation": 3539,
+        "test": 3536,
+        "train": 21829,
+    },
+    "paws_labeled_final_task_description_no_label": {
+        "validation": 8000,
+        "test": 8000,
+        "train": 49401,
+    },
     "piqa_Correct_the_solution": {"validation": 1838, "test": 3084, "train": 16113},
-    "piqa_Correct_the_solution_if_false_from_sol_1": {"validation": 1838, "test": 3084, "train": 16113},
-    "piqa_Correct_the_solution_if_false_from_sol_2": {"validation": 1838, "test": 3084, "train": 16113},
-    "piqa_Does_this_solution_make_sense_sol1": {"validation": 1838, "test": 3084, "train": 16113},
-    "piqa_Does_this_solution_make_sense_sol2": {"validation": 1838, "test": 3084, "train": 16113},
-    "piqa_choose_the_most_appropriate_solution": {"validation": 1838, "test": 3084, "train": 16113},
-    "piqa_finish_sentence_with_correct_choice": {"validation": 1838, "test": 3084, "train": 16113},
+    "piqa_Correct_the_solution_if_false_from_sol_1": {
+        "validation": 1838,
+        "test": 3084,
+        "train": 16113,
+    },
+    "piqa_Correct_the_solution_if_false_from_sol_2": {
+        "validation": 1838,
+        "test": 3084,
+        "train": 16113,
+    },
+    "piqa_Does_this_solution_make_sense_sol1": {
+        "validation": 1838,
+        "test": 3084,
+        "train": 16113,
+    },
+    "piqa_Does_this_solution_make_sense_sol2": {
+        "validation": 1838,
+        "test": 3084,
+        "train": 16113,
+    },
+    "piqa_choose_the_most_appropriate_solution": {
+        "validation": 1838,
+        "test": 3084,
+        "train": 16113,
+    },
+    "piqa_finish_sentence_with_correct_choice": {
+        "validation": 1838,
+        "test": 3084,
+        "train": 16113,
+    },
     "piqa_no_prompt_needed": {"validation": 1838, "test": 3084, "train": 16113},
-    "piqa_pick_correct_choice_index": {"validation": 1838, "test": 3084, "train": 16113},
-    "piqa_pick_correct_choice_with_choice_given_before_goal": {"validation": 1838, "test": 3084, "train": 16113},
-    "piqa_what_is_the_correct_ending": {"validation": 1838, "test": 3084, "train": 16113},
+    "piqa_pick_correct_choice_index": {
+        "validation": 1838,
+        "test": 3084,
+        "train": 16113,
+    },
+    "piqa_pick_correct_choice_with_choice_given_before_goal": {
+        "validation": 1838,
+        "test": 3084,
+        "train": 16113,
+    },
+    "piqa_what_is_the_correct_ending": {
+        "validation": 1838,
+        "test": 3084,
+        "train": 16113,
+    },
     "qasc_is_correct_1": {"validation": 926, "test": 920, "train": 8134},
     "qasc_is_correct_2": {"validation": 926, "test": 920, "train": 8134},
     "qasc_qa_with_combined_facts_1": {"validation": 926, "test": 920, "train": 8134},
@@ -304,17 +1019,61 @@ DATA_SPLITS_SIZES = {
     "qasc_qa_with_separated_facts_3": {"validation": 926, "test": 920, "train": 8134},
     "qasc_qa_with_separated_facts_4": {"validation": 926, "test": 920, "train": 8134},
     "qasc_qa_with_separated_facts_5": {"validation": 926, "test": 920, "train": 8134},
-    "quail_context_description_question_answer_id": {"challenge": 556, "validation": 2164, "train": 10246},
-    "quail_context_description_question_answer_text": {"challenge": 556, "validation": 2164, "train": 10246},
-    "quail_context_description_question_text": {"challenge": 556, "validation": 2164, "train": 10246},
-    "quail_context_question_answer_description_id": {"challenge": 556, "validation": 2164, "train": 10246},
-    "quail_context_question_answer_description_text": {"challenge": 556, "validation": 2164, "train": 10246},
-    "quail_context_question_description_answer_id": {"challenge": 556, "validation": 2164, "train": 10246},
-    "quail_context_question_description_answer_text": {"challenge": 556, "validation": 2164, "train": 10246},
-    "quail_context_question_description_text": {"challenge": 556, "validation": 2164, "train": 10246},
-    "quail_description_context_question_answer_id": {"challenge": 556, "validation": 2164, "train": 10246},
-    "quail_description_context_question_answer_text": {"challenge": 556, "validation": 2164, "train": 10246},
-    "quail_description_context_question_text": {"challenge": 556, "validation": 2164, "train": 10246},
+    "quail_context_description_question_answer_id": {
+        "challenge": 556,
+        "validation": 2164,
+        "train": 10246,
+    },
+    "quail_context_description_question_answer_text": {
+        "challenge": 556,
+        "validation": 2164,
+        "train": 10246,
+    },
+    "quail_context_description_question_text": {
+        "challenge": 556,
+        "validation": 2164,
+        "train": 10246,
+    },
+    "quail_context_question_answer_description_id": {
+        "challenge": 556,
+        "validation": 2164,
+        "train": 10246,
+    },
+    "quail_context_question_answer_description_text": {
+        "challenge": 556,
+        "validation": 2164,
+        "train": 10246,
+    },
+    "quail_context_question_description_answer_id": {
+        "challenge": 556,
+        "validation": 2164,
+        "train": 10246,
+    },
+    "quail_context_question_description_answer_text": {
+        "challenge": 556,
+        "validation": 2164,
+        "train": 10246,
+    },
+    "quail_context_question_description_text": {
+        "challenge": 556,
+        "validation": 2164,
+        "train": 10246,
+    },
+    "quail_description_context_question_answer_id": {
+        "challenge": 556,
+        "validation": 2164,
+        "train": 10246,
+    },
+    "quail_description_context_question_answer_text": {
+        "challenge": 556,
+        "validation": 2164,
+        "train": 10246,
+    },
+    "quail_description_context_question_text": {
+        "challenge": 556,
+        "validation": 2164,
+        "train": 10246,
+    },
     "quail_no_prompt_id": {"challenge": 556, "validation": 2164, "train": 10246},
     "quail_no_prompt_text": {"challenge": 556, "validation": 2164, "train": 10246},
     "quarel_choose_between": {"validation": 278, "test": 552, "train": 1941},
@@ -324,12 +1083,28 @@ DATA_SPLITS_SIZES = {
     "quarel_testing_students": {"validation": 278, "test": 552, "train": 1941},
     "quartz_answer_question_based_on": {"validation": 384, "test": 784, "train": 2696},
     "quartz_answer_question_below": {"validation": 384, "test": 784, "train": 2696},
-    "quartz_given_the_fact_answer_the_q": {"validation": 384, "test": 784, "train": 2696},
+    "quartz_given_the_fact_answer_the_q": {
+        "validation": 384,
+        "test": 784,
+        "train": 2696,
+    },
     "quartz_having_read_above_passage": {"validation": 384, "test": 784, "train": 2696},
-    "quartz_paragraph_question_plain_concat": {"validation": 384, "test": 784, "train": 2696},
+    "quartz_paragraph_question_plain_concat": {
+        "validation": 384,
+        "test": 784,
+        "train": 2696,
+    },
     "quartz_read_passage_below_choose": {"validation": 384, "test": 784, "train": 2696},
-    "quartz_use_info_from_paragraph_question": {"validation": 384, "test": 784, "train": 2696},
-    "quartz_use_info_from_question_paragraph": {"validation": 384, "test": 784, "train": 2696},
+    "quartz_use_info_from_paragraph_question": {
+        "validation": 384,
+        "test": 784,
+        "train": 2696,
+    },
+    "quartz_use_info_from_question_paragraph": {
+        "validation": 384,
+        "test": 784,
+        "train": 2696,
+    },
     "quoref_Answer_Friend_Question": {"validation": 2418, "train": 19399},
     "quoref_Answer_Question_Given_Context": {"validation": 2418, "train": 19399},
     "quoref_Answer_Test": {"validation": 2418, "train": 19399},
@@ -341,22 +1116,78 @@ DATA_SPLITS_SIZES = {
     "quoref_Guess_Title_For_Context": {"validation": 2418, "train": 19399},
     "quoref_Read_And_Extract_": {"validation": 2418, "train": 19399},
     "quoref_What_Is_The_Answer": {"validation": 2418, "train": 19399},
-    "race_high_Is_this_the_right_answer": {"validation": 3451, "test": 3498, "train": 62445},
-    "race_high_Read_the_article_and_answer_the_question_no_option_": {"validation": 3451, "test": 3498, "train": 62445},
-    "race_high_Select_the_best_answer": {"validation": 3451, "test": 3498, "train": 62445},
-    "race_high_Select_the_best_answer_generate_span_": {"validation": 3451, "test": 3498, "train": 62445},
-    "race_high_Select_the_best_answer_no_instructions_": {"validation": 3451, "test": 3498, "train": 62445},
+    "race_high_Is_this_the_right_answer": {
+        "validation": 3451,
+        "test": 3498,
+        "train": 62445,
+    },
+    "race_high_Read_the_article_and_answer_the_question_no_option_": {
+        "validation": 3451,
+        "test": 3498,
+        "train": 62445,
+    },
+    "race_high_Select_the_best_answer": {
+        "validation": 3451,
+        "test": 3498,
+        "train": 62445,
+    },
+    "race_high_Select_the_best_answer_generate_span_": {
+        "validation": 3451,
+        "test": 3498,
+        "train": 62445,
+    },
+    "race_high_Select_the_best_answer_no_instructions_": {
+        "validation": 3451,
+        "test": 3498,
+        "train": 62445,
+    },
     "race_high_Taking_a_test": {"validation": 3451, "test": 3498, "train": 62445},
-    "race_high_Write_a_multi_choice_question_for_the_following_article": {"validation": 3451, "test": 3498, "train": 62445},
-    "race_high_Write_a_multi_choice_question_options_given_": {"validation": 3451, "test": 3498, "train": 62445},
-    "race_middle_Is_this_the_right_answer": {"validation": 1436, "test": 1436, "train": 25421},
-    "race_middle_Read_the_article_and_answer_the_question_no_option_": {"validation": 1436, "test": 1436, "train": 25421},
-    "race_middle_Select_the_best_answer": {"validation": 1436, "test": 1436, "train": 25421},
-    "race_middle_Select_the_best_answer_generate_span_": {"validation": 1436, "test": 1436, "train": 25421},
-    "race_middle_Select_the_best_answer_no_instructions_": {"validation": 1436, "test": 1436, "train": 25421},
+    "race_high_Write_a_multi_choice_question_for_the_following_article": {
+        "validation": 3451,
+        "test": 3498,
+        "train": 62445,
+    },
+    "race_high_Write_a_multi_choice_question_options_given_": {
+        "validation": 3451,
+        "test": 3498,
+        "train": 62445,
+    },
+    "race_middle_Is_this_the_right_answer": {
+        "validation": 1436,
+        "test": 1436,
+        "train": 25421,
+    },
+    "race_middle_Read_the_article_and_answer_the_question_no_option_": {
+        "validation": 1436,
+        "test": 1436,
+        "train": 25421,
+    },
+    "race_middle_Select_the_best_answer": {
+        "validation": 1436,
+        "test": 1436,
+        "train": 25421,
+    },
+    "race_middle_Select_the_best_answer_generate_span_": {
+        "validation": 1436,
+        "test": 1436,
+        "train": 25421,
+    },
+    "race_middle_Select_the_best_answer_no_instructions_": {
+        "validation": 1436,
+        "test": 1436,
+        "train": 25421,
+    },
     "race_middle_Taking_a_test": {"validation": 1436, "test": 1436, "train": 25421},
-    "race_middle_Write_a_multi_choice_question_for_the_following_article": {"validation": 1436, "test": 1436, "train": 25421},
-    "race_middle_Write_a_multi_choice_question_options_given_": {"validation": 1436, "test": 1436, "train": 25421},
+    "race_middle_Write_a_multi_choice_question_for_the_following_article": {
+        "validation": 1436,
+        "test": 1436,
+        "train": 25421,
+    },
+    "race_middle_Write_a_multi_choice_question_options_given_": {
+        "validation": 1436,
+        "test": 1436,
+        "train": 25421,
+    },
     "ropes_background_new_situation_answer": {"validation": 1688, "train": 10924},
     "ropes_background_situation_middle": {"validation": 1688, "train": 10924},
     "ropes_given_background_situation": {"validation": 1688, "train": 10924},
@@ -369,200 +1200,747 @@ DATA_SPLITS_SIZES = {
     "ropes_prompt_bottom_no_hint": {"validation": 1688, "train": 10924},
     "ropes_prompt_mix": {"validation": 1688, "train": 10924},
     "ropes_read_background_situation": {"validation": 1688, "train": 10924},
-    "rotten_tomatoes_Movie_Expressed_Sentiment": {"validation": 1066, "test": 1066, "train": 8530},
-    "rotten_tomatoes_Movie_Expressed_Sentiment_2": {"validation": 1066, "test": 1066, "train": 8530},
-    "rotten_tomatoes_Reviewer_Enjoyment": {"validation": 1066, "test": 1066, "train": 8530},
-    "rotten_tomatoes_Reviewer_Enjoyment_Yes_No": {"validation": 1066, "test": 1066, "train": 8530},
-    "rotten_tomatoes_Reviewer_Expressed_Sentiment": {"validation": 1066, "test": 1066, "train": 8530},
-    "rotten_tomatoes_Reviewer_Opinion_bad_good_choices": {"validation": 1066, "test": 1066, "train": 8530},
-    "rotten_tomatoes_Reviewer_Sentiment_Feeling": {"validation": 1066, "test": 1066, "train": 8530},
-    "rotten_tomatoes_Sentiment_with_choices_": {"validation": 1066, "test": 1066, "train": 8530},
-    "rotten_tomatoes_Text_Expressed_Sentiment": {"validation": 1066, "test": 1066, "train": 8530},
-    "rotten_tomatoes_Writer_Expressed_Sentiment": {"validation": 1066, "test": 1066, "train": 8530},
-    "samsum_Generate_a_summary_for_this_dialogue": {"validation": 818, "test": 819, "train": 14732},
-    "samsum_Given_the_above_dialogue_write_a_summary": {"validation": 818, "test": 819, "train": 14732},
-    "samsum_Sum_up_the_following_dialogue": {"validation": 818, "test": 819, "train": 14732},
+    "rotten_tomatoes_Movie_Expressed_Sentiment": {
+        "validation": 1066,
+        "test": 1066,
+        "train": 8530,
+    },
+    "rotten_tomatoes_Movie_Expressed_Sentiment_2": {
+        "validation": 1066,
+        "test": 1066,
+        "train": 8530,
+    },
+    "rotten_tomatoes_Reviewer_Enjoyment": {
+        "validation": 1066,
+        "test": 1066,
+        "train": 8530,
+    },
+    "rotten_tomatoes_Reviewer_Enjoyment_Yes_No": {
+        "validation": 1066,
+        "test": 1066,
+        "train": 8530,
+    },
+    "rotten_tomatoes_Reviewer_Expressed_Sentiment": {
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+        "test": 10000,
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     "super_glue_record_exercise": {"validation": 10000, "test": 10000, "train": 100730},
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-    "super_glue_record_trying_to_decide": {"validation": 10000, "test": 10000, "train": 100730},
+    "super_glue_record_pick_one_option": {
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+        "test": 10000,
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+        "validation": 554,
+        "test": 6000,
+        "train": 4980,
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-    "super_glue_rte_based_on_the_previous_passage_score_eval": {"validation": 554, "test": 6000, "train": 4980},
+    "super_glue_rte_MNLI_crowdsource_score_eval": {
+        "validation": 554,
+        "test": 6000,
+        "train": 4980,
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+    "super_glue_rte_based_on_the_previous_passage": {
+        "validation": 277,
+        "test": 3000,
+        "train": 2490,
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+    "super_glue_rte_based_on_the_previous_passage_score_eval": {
+        "validation": 554,
+        "test": 6000,
+        "train": 4980,
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     "super_glue_rte_can_we_infer": {"validation": 277, "test": 3000, "train": 2490},
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-    "super_glue_rte_does_it_follow_that_score_eval": {"validation": 554, "test": 6000, "train": 4980},
+    "super_glue_rte_can_we_infer_score_eval": {
+        "validation": 554,
+        "test": 6000,
+        "train": 4980,
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+    "super_glue_rte_does_it_follow_that": {
+        "validation": 277,
+        "test": 3000,
+        "train": 2490,
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+    "super_glue_rte_does_it_follow_that_score_eval": {
+        "validation": 554,
+        "test": 6000,
+        "train": 4980,
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     "super_glue_rte_does_this_imply": {"validation": 277, "test": 3000, "train": 2490},
-    "super_glue_rte_does_this_imply_score_eval": {"validation": 554, "test": 6000, "train": 4980},
+    "super_glue_rte_does_this_imply_score_eval": {
+        "validation": 554,
+        "test": 6000,
+        "train": 4980,
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     "super_glue_rte_guaranteed_true": {"validation": 277, "test": 3000, "train": 2490},
-    "super_glue_rte_guaranteed_true_score_eval": {"validation": 554, "test": 6000, "train": 4980},
-    "super_glue_rte_justified_in_saying": {"validation": 277, "test": 3000, "train": 2490},
-    "super_glue_rte_justified_in_saying_score_eval": {"validation": 554, "test": 6000, "train": 4980},
+    "super_glue_rte_guaranteed_true_score_eval": {
+        "validation": 554,
+        "test": 6000,
+        "train": 4980,
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+    "super_glue_rte_justified_in_saying": {
+        "validation": 277,
+        "test": 3000,
+        "train": 2490,
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+    "super_glue_rte_justified_in_saying_score_eval": {
+        "validation": 554,
+        "test": 6000,
+        "train": 4980,
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     "super_glue_rte_must_be_true": {"validation": 277, "test": 3000, "train": 2490},
-    "super_glue_rte_must_be_true_score_eval": {"validation": 554, "test": 6000, "train": 4980},
+    "super_glue_rte_must_be_true_score_eval": {
+        "validation": 554,
+        "test": 6000,
+        "train": 4980,
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     "super_glue_rte_should_assume": {"validation": 277, "test": 3000, "train": 2490},
-    "super_glue_rte_should_assume_score_eval": {"validation": 554, "test": 6000, "train": 4980},
+    "super_glue_rte_should_assume_score_eval": {
+        "validation": 554,
+        "test": 6000,
+        "train": 4980,
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     "super_glue_wic_GPT_3_prompt": {"validation": 638, "test": 1400, "train": 5428},
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-    "super_glue_wic_affirmation_true_or_false_score_eval": {"validation": 1276, "test": 2800, "train": 10856},
+    "super_glue_wic_GPT_3_prompt_score_eval": {
+        "validation": 1276,
+        "test": 2800,
+        "train": 10856,
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+        "validation": 638,
+        "test": 1400,
+        "train": 5428,
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+    "super_glue_wic_GPT_3_prompt_with_label_score_eval": {
+        "validation": 1276,
+        "test": 2800,
+        "train": 10856,
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+    "super_glue_wic_affirmation_true_or_false": {
+        "validation": 638,
+        "test": 1400,
+        "train": 5428,
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+    "super_glue_wic_affirmation_true_or_false_score_eval": {
+        "validation": 1276,
+        "test": 2800,
+        "train": 10856,
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     "super_glue_wic_grammar_homework": {"validation": 638, "test": 1400, "train": 5428},
-    "super_glue_wic_grammar_homework_score_eval": {"validation": 1276, "test": 2800, "train": 10856},
+    "super_glue_wic_grammar_homework_score_eval": {
+        "validation": 1276,
+        "test": 2800,
+        "train": 10856,
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     "super_glue_wic_polysemous": {"validation": 638, "test": 1400, "train": 5428},
-    "super_glue_wic_polysemous_score_eval": {"validation": 1276, "test": 2800, "train": 10856},
+    "super_glue_wic_polysemous_score_eval": {
+        "validation": 1276,
+        "test": 2800,
+        "train": 10856,
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     "super_glue_wic_question_context": {"validation": 638, "test": 1400, "train": 5428},
-    "super_glue_wic_question_context_meaning": {"validation": 638, "test": 1400, "train": 5428},
-    "super_glue_wic_question_context_meaning_score_eval": {"validation": 1276, "test": 2800, "train": 10856},
-    "super_glue_wic_question_context_meaning_with_label": {"validation": 638, "test": 1400, "train": 5428},
-    "super_glue_wic_question_context_meaning_with_label_score_eval": {"validation": 1276, "test": 2800, "train": 10856},
-    "super_glue_wic_question_context_score_eval": {"validation": 1276, "test": 2800, "train": 10856},
+    "super_glue_wic_question_context_meaning": {
+        "validation": 638,
+        "test": 1400,
+        "train": 5428,
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+    "super_glue_wic_question_context_meaning_score_eval": {
+        "validation": 1276,
+        "test": 2800,
+        "train": 10856,
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+    "super_glue_wic_question_context_meaning_with_label": {
+        "validation": 638,
+        "test": 1400,
+        "train": 5428,
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+    "super_glue_wic_question_context_meaning_with_label_score_eval": {
+        "validation": 1276,
+        "test": 2800,
+        "train": 10856,
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+    "super_glue_wic_question_context_score_eval": {
+        "validation": 1276,
+        "test": 2800,
+        "train": 10856,
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     "super_glue_wic_same_sense": {"validation": 638, "test": 1400, "train": 5428},
-    "super_glue_wic_same_sense_score_eval": {"validation": 1276, "test": 2800, "train": 10856},
+    "super_glue_wic_same_sense_score_eval": {
+        "validation": 1276,
+        "test": 2800,
+        "train": 10856,
+    },
     "super_glue_wic_similar_sense": {"validation": 638, "test": 1400, "train": 5428},
-    "super_glue_wic_similar_sense_score_eval": {"validation": 1276, "test": 2800, "train": 10856},
+    "super_glue_wic_similar_sense_score_eval": {
+        "validation": 1276,
+        "test": 2800,
+        "train": 10856,
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     "super_glue_wsc.fixed_GPT_3_Style": {"validation": 104, "test": 146, "train": 554},
-    "super_glue_wsc.fixed_GPT_3_Style_score_eval": {"validation": 208, "test": 292, "train": 1108},
-    "super_glue_wsc.fixed_I_think_they_mean": {"validation": 104, "test": 146, "train": 554},
-    "super_glue_wsc.fixed_I_think_they_mean_score_eval": {"validation": 208, "test": 292, "train": 1108},
-    "super_glue_wsc.fixed_Who_or_what_is_are": {"validation": 104, "test": 146, "train": 554},
-    "super_glue_wsc.fixed_Who_or_what_is_are_score_eval": {"validation": 208, "test": 292, "train": 1108},
-    "super_glue_wsc.fixed_by_p_they_mean": {"validation": 104, "test": 146, "train": 554},
-    "super_glue_wsc.fixed_by_p_they_mean_score_eval": {"validation": 208, "test": 292, "train": 1108},
-    "super_glue_wsc.fixed_does_p_stand_for": {"validation": 104, "test": 146, "train": 554},
-    "super_glue_wsc.fixed_does_p_stand_for_score_eval": {"validation": 208, "test": 292, "train": 1108},
-    "super_glue_wsc.fixed_does_the_pronoun_refer_to": {"validation": 104, "test": 146, "train": 554},
-    "super_glue_wsc.fixed_does_the_pronoun_refer_to_score_eval": {"validation": 208, "test": 292, "train": 1108},
-    "super_glue_wsc.fixed_in_other_words": {"validation": 104, "test": 146, "train": 554},
-    "super_glue_wsc.fixed_in_other_words_score_eval": {"validation": 208, "test": 292, "train": 1108},
+    "super_glue_wsc.fixed_GPT_3_Style_score_eval": {
+        "validation": 208,
+        "test": 292,
+        "train": 1108,
+    },
+    "super_glue_wsc.fixed_I_think_they_mean": {
+        "validation": 104,
+        "test": 146,
+        "train": 554,
+    },
+    "super_glue_wsc.fixed_I_think_they_mean_score_eval": {
+        "validation": 208,
+        "test": 292,
+        "train": 1108,
+    },
+    "super_glue_wsc.fixed_Who_or_what_is_are": {
+        "validation": 104,
+        "test": 146,
+        "train": 554,
+    },
+    "super_glue_wsc.fixed_Who_or_what_is_are_score_eval": {
+        "validation": 208,
+        "test": 292,
+        "train": 1108,
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+    "super_glue_wsc.fixed_by_p_they_mean": {
+        "validation": 104,
+        "test": 146,
+        "train": 554,
+    },
+    "super_glue_wsc.fixed_by_p_they_mean_score_eval": {
+        "validation": 208,
+        "test": 292,
+        "train": 1108,
+    },
+    "super_glue_wsc.fixed_does_p_stand_for": {
+        "validation": 104,
+        "test": 146,
+        "train": 554,
+    },
+    "super_glue_wsc.fixed_does_p_stand_for_score_eval": {
+        "validation": 208,
+        "test": 292,
+        "train": 1108,
+    },
+    "super_glue_wsc.fixed_does_the_pronoun_refer_to": {
+        "validation": 104,
+        "test": 146,
+        "train": 554,
+    },
+    "super_glue_wsc.fixed_does_the_pronoun_refer_to_score_eval": {
+        "validation": 208,
+        "test": 292,
+        "train": 1108,
+    },
+    "super_glue_wsc.fixed_in_other_words": {
+        "validation": 104,
+        "test": 146,
+        "train": 554,
+    },
+    "super_glue_wsc.fixed_in_other_words_score_eval": {
+        "validation": 208,
+        "test": 292,
+        "train": 1108,
+    },
     "super_glue_wsc.fixed_p_is_are_r": {"validation": 104, "test": 146, "train": 554},
-    "super_glue_wsc.fixed_p_is_are_r_score_eval": {"validation": 208, "test": 292, "train": 1108},
-    "super_glue_wsc.fixed_replaced_with": {"validation": 104, "test": 146, "train": 554},
-    "super_glue_wsc.fixed_replaced_with_score_eval": {"validation": 208, "test": 292, "train": 1108},
-    "super_glue_wsc.fixed_the_pronoun_refers_to": {"validation": 104, "test": 146, "train": 554},
-    "super_glue_wsc.fixed_the_pronoun_refers_to_score_eval": {"validation": 208, "test": 292, "train": 1108},
+    "super_glue_wsc.fixed_p_is_are_r_score_eval": {
+        "validation": 208,
+        "test": 292,
+        "train": 1108,
+    },
+    "super_glue_wsc.fixed_replaced_with": {
+        "validation": 104,
+        "test": 146,
+        "train": 554,
+    },
+    "super_glue_wsc.fixed_replaced_with_score_eval": {
+        "validation": 208,
+        "test": 292,
+        "train": 1108,
+    },
+    "super_glue_wsc.fixed_the_pronoun_refers_to": {
+        "validation": 104,
+        "test": 146,
+        "train": 554,
+    },
+    "super_glue_wsc.fixed_the_pronoun_refers_to_score_eval": {
+        "validation": 208,
+        "test": 292,
+        "train": 1108,
+    },
     "trec_fine_grained_ABBR": {"test": 9, "train": 86},
     "trec_fine_grained_ABBR_context_first": {"test": 9, "train": 86},
     "trec_fine_grained_DESC": {"test": 138, "train": 1162},
@@ -581,11 +1959,27 @@ DATA_SPLITS_SIZES = {
     "trec_trec2": {"test": 500, "train": 5452},
     "trec_what_category_best_describe": {"test": 500, "train": 5452},
     "trec_which_category_best_describes": {"test": 500, "train": 5452},
-    "trivia_qa_unfiltered_first_person_context": {"validation": 11313, "test": 10832, "train": 87622},
-    "trivia_qa_unfiltered_formal_description": {"validation": 11313, "test": 10832, "train": 87622},
+    "trivia_qa_unfiltered_first_person_context": {
+        "validation": 11313,
+        "test": 10832,
+        "train": 87622,
+    },
+    "trivia_qa_unfiltered_formal_description": {
+        "validation": 11313,
+        "test": 10832,
+        "train": 87622,
+    },
     "trivia_qa_unfiltered_guess_question": {"validation": 11313, "train": 87622},
-    "trivia_qa_unfiltered_question_answer": {"validation": 11313, "test": 10832, "train": 87622},
-    "trivia_qa_unfiltered_question_with_instruction": {"validation": 11313, "test": 10832, "train": 87622},
+    "trivia_qa_unfiltered_question_answer": {
+        "validation": 11313,
+        "test": 10832,
+        "train": 87622,
+    },
+    "trivia_qa_unfiltered_question_with_instruction": {
+        "validation": 11313,
+        "test": 10832,
+        "train": 87622,
+    },
     "web_questions_get_the_answer": {"test": 2032, "train": 3778},
     "web_questions_potential_correct_answer": {"test": 2032, "train": 3778},
     "web_questions_question_answer": {"test": 2032, "train": 3778},
@@ -596,64 +1990,238 @@ DATA_SPLITS_SIZES = {
     "wiki_bio_key_content": {"val": 72831, "test": 72829, "train": 582639},
     "wiki_bio_what_content": {"val": 72831, "test": 72829, "train": 582639},
     "wiki_bio_who": {"val": 72831, "test": 72829, "train": 582639},
-    "wiki_hop_original_choose_best_object_affirmative_1": {"validation": 5129, "train": 43738},
-    "wiki_hop_original_choose_best_object_affirmative_2": {"validation": 5129, "train": 43738},
-    "wiki_hop_original_choose_best_object_affirmative_3": {"validation": 5129, "train": 43738},
-    "wiki_hop_original_choose_best_object_interrogative_1": {"validation": 5129, "train": 43738},
-    "wiki_hop_original_choose_best_object_interrogative_2": {"validation": 5129, "train": 43738},
+    "wiki_hop_original_choose_best_object_affirmative_1": {
+        "validation": 5129,
+        "train": 43738,
+    },
+    "wiki_hop_original_choose_best_object_affirmative_2": {
+        "validation": 5129,
+        "train": 43738,
+    },
+    "wiki_hop_original_choose_best_object_affirmative_3": {
+        "validation": 5129,
+        "train": 43738,
+    },
+    "wiki_hop_original_choose_best_object_interrogative_1": {
+        "validation": 5129,
+        "train": 43738,
+    },
+    "wiki_hop_original_choose_best_object_interrogative_2": {
+        "validation": 5129,
+        "train": 43738,
+    },
     "wiki_hop_original_explain_relation": {"validation": 5129, "train": 43738},
     "wiki_hop_original_generate_object": {"validation": 5129, "train": 43738},
     "wiki_hop_original_generate_subject": {"validation": 5129, "train": 43738},
-    "wiki_hop_original_generate_subject_and_object": {"validation": 5129, "train": 43738},
+    "wiki_hop_original_generate_subject_and_object": {
+        "validation": 5129,
+        "train": 43738,
+    },
     "wiki_qa_Decide_good_answer": {"validation": 2733, "test": 6165, "train": 20360},
-    "wiki_qa_Direct_Answer_to_Question": {"validation": 140, "test": 293, "train": 1040},
-    "wiki_qa_Generate_Question_from_Topic": {"validation": 140, "test": 293, "train": 1040},
+    "wiki_qa_Direct_Answer_to_Question": {
+        "validation": 140,
+        "test": 293,
+        "train": 1040,
+    },
+    "wiki_qa_Generate_Question_from_Topic": {
+        "validation": 140,
+        "test": 293,
+        "train": 1040,
+    },
     "wiki_qa_Is_This_True_": {"validation": 2733, "test": 6165, "train": 20360},
     "wiki_qa_Jeopardy_style": {"validation": 140, "test": 293, "train": 1040},
-    "wiki_qa_Topic_Prediction_Answer_Only": {"validation": 140, "test": 293, "train": 1040},
-    "wiki_qa_Topic_Prediction_Question_Only": {"validation": 140, "test": 293, "train": 1040},
-    "wiki_qa_Topic_Prediction_Question_and_Answer_Pair": {"validation": 140, "test": 293, "train": 1040},
+    "wiki_qa_Topic_Prediction_Answer_Only": {
+        "validation": 140,
+        "test": 293,
+        "train": 1040,
+    },
+    "wiki_qa_Topic_Prediction_Question_Only": {
+        "validation": 140,
+        "test": 293,
+        "train": 1040,
+    },
+    "wiki_qa_Topic_Prediction_Question_and_Answer_Pair": {
+        "validation": 140,
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     "wiqa_effect_with_label_answer": {"validation": 6894, "test": 3003, "train": 29808},
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-    "xsum_DOC_how_would_you_rephrase_few_words": {"validation": 11332, "test": 11334, "train": 204045},
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+    "wiqa_which_of_the_following_is_the_supposed_perturbation": {
+        "validation": 6894,
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+    "xsum_DOC_boils_down_to_simple_idea_that": {
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+    "xsum_DOC_how_would_you_rephrase_few_words": {
+        "validation": 11332,
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+        "train": 204045,
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     "xsum_DOC_tldr": {"validation": 11332, "test": 11334, "train": 204045},
-    "xsum_DOC_write_summary_of_above": {"validation": 11332, "test": 11334, "train": 204045},
+    "xsum_DOC_write_summary_of_above": {
+        "validation": 11332,
+        "test": 11334,
+        "train": 204045,
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     "xsum_article_DOC_summary": {"validation": 11332, "test": 11334, "train": 204045},
-    "xsum_college_roommate_asked_DOC_so_I_recap": {"validation": 11332, "test": 11334, "train": 204045},
-    "xsum_read_below_DOC_write_abstract": {"validation": 11332, "test": 11334, "train": 204045},
+    "xsum_college_roommate_asked_DOC_so_I_recap": {
+        "validation": 11332,
+        "test": 11334,
+        "train": 204045,
+    },
+    "xsum_read_below_DOC_write_abstract": {
+        "validation": 11332,
+        "test": 11334,
+        "train": 204045,
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     "xsum_summarize_DOC": {"validation": 11332, "test": 11334, "train": 204045},
-    "xsum_summarize_this_DOC_summary": {"validation": 11332, "test": 11334, "train": 204045},
+    "xsum_summarize_this_DOC_summary": {
+        "validation": 11332,
+        "test": 11334,
+        "train": 204045,
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     "yelp_review_full_based_on_that": {"test": 50000, "train": 650000},
     "yelp_review_full_format_rating": {"test": 50000, "train": 650000},
     "yelp_review_full_format_score": {"test": 50000, "train": 650000},
@@ -664,465 +2232,7317 @@ DATA_SPLITS_SIZES = {
 }
 
 split_infos = {
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-    "adversarial_qa_dbert_based_on": {"features": {"inputs": {"dtype": "int32", "shape": [None]}, "inputs_pretokenized": {"dtype": "string", "shape": []}, "targets": {"dtype": "int32", "shape": [None]}, "targets_pretokenized": {"dtype": "string", "shape": []}}, "num_shards": 1, "seqio_version": "0.0.6"},
-    "adversarial_qa_dbert_generate_question": {"features": {"inputs": {"dtype": "int32", "shape": [None]}, "inputs_pretokenized": {"dtype": "string", "shape": []}, "targets": {"dtype": "int32", "shape": [None]}, "targets_pretokenized": {"dtype": "string", "shape": []}}, "num_shards": 1, "seqio_version": "0.0.6"},
-    "adversarial_qa_dbert_question_context_answer": {"features": {"inputs": {"dtype": "int32", "shape": [None]}, "inputs_pretokenized": {"dtype": "string", "shape": []}, "targets": {"dtype": "int32", "shape": [None]}, "targets_pretokenized": {"dtype": "string", "shape": []}}, "num_shards": 1, "seqio_version": "0.0.6"},
-    "adversarial_qa_dbert_tell_what_it_is": {"features": {"inputs": {"dtype": "int32", "shape": [None]}, "inputs_pretokenized": {"dtype": "string", "shape": []}, "targets": {"dtype": "int32", "shape": [None]}, "targets_pretokenized": {"dtype": "string", "shape": []}}, "num_shards": 1, "seqio_version": "0.0.6"},
-    "adversarial_qa_dbidaf_answer_the_following_q": {"features": {"inputs": {"dtype": "int32", "shape": [None]}, "inputs_pretokenized": {"dtype": "string", "shape": []}, "targets": {"dtype": "int32", "shape": [None]}, "targets_pretokenized": {"dtype": "string", "shape": []}}, "num_shards": 1, "seqio_version": "0.0.6"},
-    "adversarial_qa_dbidaf_based_on": {"features": {"inputs": {"dtype": "int32", "shape": [None]}, "inputs_pretokenized": {"dtype": "string", "shape": []}, "targets": {"dtype": "int32", "shape": [None]}, "targets_pretokenized": {"dtype": "string", "shape": []}}, "num_shards": 1, "seqio_version": "0.0.6"},
-    "adversarial_qa_dbidaf_generate_question": {"features": {"inputs": {"dtype": "int32", "shape": [None]}, "inputs_pretokenized": {"dtype": "string", "shape": []}, "targets": {"dtype": "int32", "shape": [None]}, "targets_pretokenized": {"dtype": "string", "shape": []}}, "num_shards": 1, "seqio_version": "0.0.6"},
-    "adversarial_qa_dbidaf_question_context_answer": {"features": {"inputs": {"dtype": "int32", "shape": [None]}, "inputs_pretokenized": {"dtype": "string", "shape": []}, "targets": {"dtype": "int32", "shape": [None]}, "targets_pretokenized": {"dtype": "string", "shape": []}}, "num_shards": 1, "seqio_version": "0.0.6"},
-    "adversarial_qa_dbidaf_tell_what_it_is": {"features": {"inputs": {"dtype": "int32", "shape": [None]}, "inputs_pretokenized": {"dtype": "string", "shape": []}, "targets": {"dtype": "int32", "shape": [None]}, "targets_pretokenized": {"dtype": "string", "shape": []}}, "num_shards": 1, "seqio_version": "0.0.6"},
-    "adversarial_qa_droberta_answer_the_following_q": {"features": {"inputs": {"dtype": "int32", "shape": [None]}, "inputs_pretokenized": {"dtype": "string", "shape": []}, "targets": {"dtype": "int32", "shape": [None]}, "targets_pretokenized": {"dtype": "string", "shape": []}}, "num_shards": 1, "seqio_version": "0.0.6"},
-    "adversarial_qa_droberta_based_on": {"features": {"inputs": {"dtype": "int32", "shape": [None]}, "inputs_pretokenized": {"dtype": "string", "shape": []}, "targets": {"dtype": "int32", "shape": [None]}, "targets_pretokenized": {"dtype": "string", "shape": []}}, "num_shards": 1, "seqio_version": "0.0.6"},
-    "adversarial_qa_droberta_generate_question": {"features": {"inputs": {"dtype": "int32", "shape": [None]}, "inputs_pretokenized": {"dtype": "string", "shape": []}, "targets": {"dtype": "int32", "shape": [None]}, "targets_pretokenized": {"dtype": "string", "shape": []}}, "num_shards": 1, "seqio_version": "0.0.6"},
-    "adversarial_qa_droberta_question_context_answer": {"features": {"inputs": {"dtype": "int32", "shape": [None]}, "inputs_pretokenized": {"dtype": "string", "shape": []}, "targets": {"dtype": "int32", "shape": [None]}, "targets_pretokenized": {"dtype": "string", "shape": []}}, "num_shards": 1, "seqio_version": "0.0.6"},
-    "adversarial_qa_droberta_tell_what_it_is": {"features": {"inputs": {"dtype": "int32", "shape": [None]}, "inputs_pretokenized": {"dtype": "string", "shape": []}, "targets": {"dtype": "int32", "shape": [None]}, "targets_pretokenized": {"dtype": "string", "shape": []}}, "num_shards": 1, "seqio_version": "0.0.6"},
-    "ag_news_classify": {"features": {"answer_choices": {"dtype": "string", "shape": [None]}, "inputs": {"dtype": "int32", "shape": [None]}, "inputs_pretokenized": {"dtype": "string", "shape": []}, "targets": {"dtype": "int32", "shape": [None]}, "targets_pretokenized": {"dtype": "string", "shape": []}}, "num_shards": 1, "seqio_version": "0.0.6"},
-    "ag_news_classify_question_first": {"features": {"answer_choices": {"dtype": "string", "shape": [None]}, "inputs": {"dtype": "int32", "shape": [None]}, "inputs_pretokenized": {"dtype": "string", "shape": []}, "targets": {"dtype": "int32", "shape": [None]}, "targets_pretokenized": {"dtype": "string", "shape": []}}, "num_shards": 1, "seqio_version": "0.0.6"},
-    "ag_news_classify_with_choices": {"features": {"answer_choices": {"dtype": "string", "shape": [None]}, "inputs": {"dtype": "int32", "shape": [None]}, "inputs_pretokenized": {"dtype": "string", "shape": []}, "targets": {"dtype": "int32", "shape": [None]}, "targets_pretokenized": {"dtype": "string", "shape": []}}, "num_shards": 1, "seqio_version": "0.0.6"},
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+            "targets": {"dtype": "int32", "shape": [None]},
+            "targets_pretokenized": {"dtype": "string", "shape": []},
+        },
+        "num_shards": 1,
+        "seqio_version": "0.0.6",
+    },
+    "xsum_read_below_DOC_write_abstract": {
+        "features": {
+            "inputs": {"dtype": "int32", "shape": [None]},
+            "inputs_pretokenized": {"dtype": "string", "shape": []},
+            "targets": {"dtype": "int32", "shape": [None]},
+            "targets_pretokenized": {"dtype": "string", "shape": []},
+        },
+        "num_shards": 1,
+        "seqio_version": "0.0.6",
+    },
+    "xsum_summarize_DOC": {
+        "features": {
+            "inputs": {"dtype": "int32", "shape": [None]},
+            "inputs_pretokenized": {"dtype": "string", "shape": []},
+            "targets": {"dtype": "int32", "shape": [None]},
+            "targets_pretokenized": {"dtype": "string", "shape": []},
+        },
+        "num_shards": 1,
+        "seqio_version": "0.0.6",
+    },
+    "xsum_summarize_this_DOC_summary": {
+        "features": {
+            "inputs": {"dtype": "int32", "shape": [None]},
+            "inputs_pretokenized": {"dtype": "string", "shape": []},
+            "targets": {"dtype": "int32", "shape": [None]},
+            "targets_pretokenized": {"dtype": "string", "shape": []},
+        },
+        "num_shards": 1,
+        "seqio_version": "0.0.6",
+    },
+    "yelp_review_full_based_on_that": {
+        "features": {
+            "answer_choices": {"dtype": "string", "shape": [None]},
+            "inputs": {"dtype": "int32", "shape": [None]},
+            "inputs_pretokenized": {"dtype": "string", "shape": []},
+            "targets": {"dtype": "int32", "shape": [None]},
+            "targets_pretokenized": {"dtype": "string", "shape": []},
+        },
+        "num_shards": 1,
+        "seqio_version": "0.0.6",
+    },
+    "yelp_review_full_format_rating": {
+        "features": {
+            "answer_choices": {"dtype": "string", "shape": [None]},
+            "inputs": {"dtype": "int32", "shape": [None]},
+            "inputs_pretokenized": {"dtype": "string", "shape": []},
+            "targets": {"dtype": "int32", "shape": [None]},
+            "targets_pretokenized": {"dtype": "string", "shape": []},
+        },
+        "num_shards": 1,
+        "seqio_version": "0.0.6",
+    },
+    "yelp_review_full_format_score": {
+        "features": {
+            "answer_choices": {"dtype": "string", "shape": [None]},
+            "inputs": {"dtype": "int32", "shape": [None]},
+            "inputs_pretokenized": {"dtype": "string", "shape": []},
+            "targets": {"dtype": "int32", "shape": [None]},
+            "targets_pretokenized": {"dtype": "string", "shape": []},
+        },
+        "num_shards": 1,
+        "seqio_version": "0.0.6",
+    },
+    "yelp_review_full_format_star": {
+        "features": {
+            "answer_choices": {"dtype": "string", "shape": [None]},
+            "inputs": {"dtype": "int32", "shape": [None]},
+            "inputs_pretokenized": {"dtype": "string", "shape": []},
+            "targets": {"dtype": "int32", "shape": [None]},
+            "targets_pretokenized": {"dtype": "string", "shape": []},
+        },
+        "num_shards": 1,
+        "seqio_version": "0.0.6",
+    },
+    "yelp_review_full_on_a_scale": {
+        "features": {
+            "answer_choices": {"dtype": "string", "shape": [None]},
+            "inputs": {"dtype": "int32", "shape": [None]},
+            "inputs_pretokenized": {"dtype": "string", "shape": []},
+            "targets": {"dtype": "int32", "shape": [None]},
+            "targets_pretokenized": {"dtype": "string", "shape": []},
+        },
+        "num_shards": 1,
+        "seqio_version": "0.0.6",
+    },
+    "yelp_review_full_so_i_would": {
+        "features": {
+            "answer_choices": {"dtype": "string", "shape": [None]},
+            "inputs": {"dtype": "int32", "shape": [None]},
+            "inputs_pretokenized": {"dtype": "string", "shape": []},
+            "targets": {"dtype": "int32", "shape": [None]},
+            "targets_pretokenized": {"dtype": "string", "shape": []},
+        },
+        "num_shards": 1,
+        "seqio_version": "0.0.6",
+    },
+    "yelp_review_full_this_place": {
+        "features": {
+            "answer_choices": {"dtype": "string", "shape": [None]},
+            "inputs": {"dtype": "int32", "shape": [None]},
+            "inputs_pretokenized": {"dtype": "string", "shape": []},
+            "targets": {"dtype": "int32", "shape": [None]},
+            "targets_pretokenized": {"dtype": "string", "shape": []},
+        },
+        "num_shards": 1,
+        "seqio_version": "0.0.6",
+    },
 }
 
 
-
 def find_task_splits_and_features_dict():
     """Get the task available (list was pre-computed by `print_data_split_sizes.py`), and get the features for each task."""
     task_splits_and_features = defaultdict(dict)
@@ -1132,7 +9552,7 @@ def find_task_splits_and_features_dict():
         for split_name in split_sizes.keys():
             split_info = split_infos[task_name]
             features_dict = split_info["features"]
-            assert split_info["num_shards"] == 1 # TODO -> handle multiple shards
+            assert split_info["num_shards"] == 1  # TODO -> handle multiple shards
 
             if not task_splits_and_features[task_name]:
                 task_splits_and_features[task_name] = {