Name: YoheiOhto/pharma-bench-mlm
Creator: YoheiOhto
Published: 2026-01-11 17:15:57
License: 暂无描述

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--- dataset_info: - config_name: ade_corpus_v2_classification features: - name: text dtype: string - name: label dtype: class_label: names: '0': Not-Related '1': Related splits: - name: train num_bytes: 2722843.4082326926 num_examples: 18812 - name: validation num_bytes: 680855.5917673074 num_examples: 4704 download_size: 1977276 dataset_size: 3403699.0 - config_name: bc2gm features: - name: tokens sequence: string - name: labels sequence: string - name: id dtype: string splits: - name: train num_bytes: 5030166 num_examples: 12574 - name: validation num_bytes: 1003097 num_examples: 2519 - name: test num_bytes: 2024802 num_examples: 5038 download_size: 2162996 dataset_size: 8058065 - config_name: bc5cdr-chem features: - name: tokens sequence: string - name: labels sequence: string - name: id dtype: string splits: - name: train num_bytes: 1695523 num_examples: 4560 - name: validation num_bytes: 1684497 num_examples: 4581 - name: test num_bytes: 1779657 num_examples: 4797 download_size: 1183674 dataset_size: 5159677 - config_name: bc5cdr-disease features: - name: tokens sequence: string - name: labels sequence: string - name: id dtype: string splits: - name: train num_bytes: 1695523 num_examples: 4560 - name: validation num_bytes: 1684497 num_examples: 4581 - name: test num_bytes: 1779657 num_examples: 4797 download_size: 1180845 dataset_size: 5159677 - config_name: bioasq features: - name: id dtype: string - name: sentence1 dtype: string - name: sentence2 dtype: string - name: label dtype: string splits: - name: train num_bytes: 2056424 num_examples: 670 - name: validation num_bytes: 227036 num_examples: 75 - name: test num_bytes: 239626 num_examples: 140 download_size: 1190356 dataset_size: 2523086 - config_name: biosses features: - name: sentence1 dtype: string - name: sentence2 dtype: string - name: label dtype: float64 - name: id dtype: string splits: - name: train num_bytes: 21475 num_examples: 64 - name: validation num_bytes: 5419 num_examples: 16 - name: test num_bytes: 6873 num_examples: 20 download_size: 32197 dataset_size: 33767 - config_name: chemprot features: - name: id dtype: string - name: sentence dtype: string - name: label dtype: string splits: - name: train num_bytes: 4664879 num_examples: 18035 - name: validation num_bytes: 2980445 num_examples: 11268 - name: test num_bytes: 4419113 num_examples: 15745 download_size: 2354003 dataset_size: 12064437 - config_name: ddi features: - name: id dtype: string - name: sentence dtype: string - name: label dtype: string splits: - name: train num_bytes: 9299537 num_examples: 25296 - name: validation num_bytes: 648277 num_examples: 2496 - name: test num_bytes: 1768131 num_examples: 5716 download_size: 1559977 dataset_size: 11715945 - config_name: ebmnlp features: - name: tokens sequence: string - name: labels sequence: string - name: id dtype: string splits: - name: train num_bytes: 16568481 num_examples: 40935 - name: validation num_bytes: 4181009 num_examples: 10386 - name: test num_bytes: 823318 num_examples: 2076 download_size: 4813621 dataset_size: 21572808 - config_name: gad features: - name: id dtype: string - name: sentence dtype: string - name: label dtype: string splits: - name: train num_bytes: 811477 num_examples: 4261 - name: validation num_bytes: 99407 num_examples: 535 - name: test num_bytes: 107079 num_examples: 534 download_size: 485308 dataset_size: 1017963 - config_name: hoc features: - name: sentence dtype: string - name: label sequence: int64 - name: id dtype: string splits: - name: train num_bytes: 2101293 num_examples: 1295 - name: validation num_bytes: 316170 num_examples: 186 - name: test num_bytes: 613822 num_examples: 371 download_size: 1560923 dataset_size: 3031285 - config_name: hotpot features: - name: id dtype: string - name: question dtype: string - name: context dtype: string - name: answers struct: - name: answer_start sequence: int64 - name: text sequence: string splits: - name: train num_bytes: 91055424 num_examples: 80220 - name: validation num_bytes: 4047163 num_examples: 2950 - name: test num_bytes: 4013429 num_examples: 2951 download_size: 59536812 dataset_size: 99116016 - config_name: jnlpba features: - name: tokens sequence: string - name: labels sequence: string - name: id dtype: string splits: - name: train num_bytes: 6598421 num_examples: 16807 - name: validation num_bytes: 696780 num_examples: 1739 - name: test num_bytes: 1498445 num_examples: 3856 download_size: 1941518 dataset_size: 8793646 - config_name: medmcqa features: - name: question dtype: string - name: choices sequence: string - name: label dtype: int64 splits: - name: train num_bytes: 33443573 num_examples: 182822 - name: test num_bytes: 978657 num_examples: 6150 - name: validation num_bytes: 838502 num_examples: 4183 download_size: 22183135 dataset_size: 35260732 - config_name: medmcqa_multi features: - name: question dtype: string - name: choices sequence: string - name: label dtype: int64 splits: - name: train num_bytes: 12755718 num_examples: 62057 - name: test num_bytes: 359007 num_examples: 2016 - name: validation num_bytes: 301598 num_examples: 1367 download_size: 8315650 dataset_size: 13416323 - config_name: medmcqa_single features: - name: question dtype: string - name: choices sequence: string - name: label dtype: int64 splits: - name: train num_bytes: 20687855 num_examples: 120765 - name: test num_bytes: 619650 num_examples: 4134 - name: validation num_bytes: 536904 num_examples: 2816 download_size: 13639912 dataset_size: 21844409 - config_name: medqa_usmle features: - name: id dtype: string - name: sentence1 dtype: string - name: sentence2 dtype: string - name: label dtype: int64 - name: choices sequence: string splits: - name: train num_bytes: 9001679 num_examples: 10178 - name: validation num_bytes: 1123522 num_examples: 1272 - name: test num_bytes: 1151554 num_examples: 1273 download_size: 6124414 dataset_size: 11276755 - config_name: mmlu features: - name: id dtype: string - name: sentence1 dtype: string - name: sentence2 dtype: string - name: label dtype: int64 - name: choices sequence: string splits: - name: validation num_bytes: 29034 num_examples: 36 - name: test num_bytes: 228429 num_examples: 272 download_size: 144004 dataset_size: 257463 - config_name: mmlu_anatomy features: - name: question dtype: string - name: choices sequence: string - name: label dtype: int64 splits: - name: test num_bytes: 33109 num_examples: 135 - name: validation num_bytes: 3128 num_examples: 14 - name: dev num_bytes: 955 num_examples: 5 download_size: 26206 dataset_size: 37192 - config_name: mmlu_clinical_knowledge features: - name: question dtype: string - name: choices sequence: string - name: label dtype: int64 splits: - name: test num_bytes: 62742 num_examples: 265 - name: validation num_bytes: 6652 num_examples: 29 - name: dev num_bytes: 1198 num_examples: 5 download_size: 48415 dataset_size: 70592 - config_name: mmlu_college_biology features: - name: question dtype: string - name: choices sequence: string - name: label dtype: int64 splits: - name: test num_bytes: 48785 num_examples: 144 - name: validation num_bytes: 4807 num_examples: 16 - name: dev num_bytes: 1520 num_examples: 5 download_size: 39875 dataset_size: 55112 - config_name: mmlu_college_medicine features: - name: question dtype: string - name: choices sequence: string - name: label dtype: int64 splits: - name: test num_bytes: 82385 num_examples: 173 - name: validation num_bytes: 7897 num_examples: 22 - name: dev num_bytes: 1658 num_examples: 5 download_size: 52745 dataset_size: 91940 - config_name: mmlu_medical_genetics features: - name: question dtype: string - name: choices sequence: string - name: label dtype: int64 splits: - name: test num_bytes: 20852 num_examples: 100 - name: validation num_bytes: 2993 num_examples: 11 - name: dev num_bytes: 1077 num_examples: 5 download_size: 22714 dataset_size: 24922 - config_name: mmlu_professional_medicine features: - name: question dtype: string - name: choices sequence: string - name: label dtype: int64 splits: - name: test num_bytes: 217549 num_examples: 272 - name: validation num_bytes: 23835 num_examples: 31 - name: dev num_bytes: 3795 num_examples: 5 download_size: 144905 dataset_size: 245179 - config_name: naturalqa features: - name: id dtype: string - name: question dtype: string - name: context dtype: string - name: answers struct: - name: answer_start sequence: int64 - name: text sequence: string splits: - name: train num_bytes: 108546039 num_examples: 114478 - name: validation num_bytes: 6355137 num_examples: 6418 - name: test num_bytes: 6331151 num_examples: 6418 download_size: 69332911 dataset_size: 121232327 - config_name: ncbi-disease features: - name: tokens sequence: string - name: labels sequence: string - name: id dtype: string splits: - name: train num_bytes: 1941909 num_examples: 5424 - name: validation num_bytes: 341962 num_examples: 923 - name: test num_bytes: 349320 num_examples: 940 download_size: 571920 dataset_size: 2633191 - config_name: newsqa features: - name: id dtype: string - name: question dtype: string - name: context dtype: string - name: answers struct: - name: answer_start sequence: int64 - name: text sequence: string splits: - name: train num_bytes: 235771764 num_examples: 74160 - name: validation num_bytes: 6613789 num_examples: 2125 - name: test num_bytes: 6681014 num_examples: 2087 download_size: 28623546 dataset_size: 249066567 - config_name: openfda_drug_lama features: - name: uuid dtype: string - name: sub_id dtype: string - name: sub_label dtype: string - name: obj_labels sequence: string - name: masked_sentences sequence: string - name: relation dtype: string splits: - name: test num_bytes: 1667501 num_examples: 731 download_size: 771333 dataset_size: 1667501 - config_name: openfda_drug_lama_v2 features: - name: uuid dtype: string - name: sub_id dtype: string - name: sub_label dtype: string - name: obj_labels list: string - name: masked_sentences list: string - name: relation dtype: string splits: - name: test num_bytes: 1693817 num_examples: 731 download_size: 785697 dataset_size: 1693817 - config_name: openfda_tf_evaluation features: - name: id dtype: string - name: sentence1 dtype: string - name: sentence2 dtype: string - name: label dtype: int64 - name: section dtype: string - name: set_id dtype: string - name: source dtype: string splits: - name: test num_bytes: 17515322 num_examples: 4554 download_size: 2752720 dataset_size: 17515322 - config_name: openfda_tf_tuning features: - name: id dtype: string - name: sentence1 dtype: string - name: sentence2 dtype: string - name: label dtype: int64 - name: section dtype: string - name: set_id dtype: string - name: source dtype: string splits: - name: train num_bytes: 13516055 num_examples: 3576 - name: test num_bytes: 3999267 num_examples: 978 download_size: 2782983 dataset_size: 17515322 - config_name: pubmedqa features: - name: id dtype: string - name: sentence1 dtype: string - name: sentence2 dtype: string - name: label dtype: string splits: - name: train num_bytes: 654325 num_examples: 450 - name: validation num_bytes: 72266 num_examples: 50 - name: test num_bytes: 737995 num_examples: 500 download_size: 833795 dataset_size: 1464586 - config_name: rxnorm_lama_brand_has_active_ingredient features: - name: uuid dtype: string - name: sub_label dtype: string - name: obj_labels sequence: string - name: masked_sentences sequence: string - name: relation dtype: string splits: - name: test num_bytes: 762 num_examples: 4 download_size: 3542 dataset_size: 762 - config_name: rxnorm_lama_brand_of_generic features: - name: uuid dtype: string - name: sub_id dtype: string - name: sub_label dtype: string - name: obj_labels sequence: string - name: masked_sentences sequence: string - name: relation dtype: string splits: - name: test num_bytes: 1499183 num_examples: 6586 download_size: 612573 dataset_size: 1499183 - config_name: rxnorm_lama_chemical_has_synonym features: - name: uuid dtype: string - name: sub_label dtype: string - name: obj_labels sequence: string - name: masked_sentences sequence: string - name: relation dtype: string splits: - name: test num_bytes: 626182 num_examples: 3916 download_size: 335600 dataset_size: 626182 - config_name: rxnorm_lama_chemical_has_synonym_v2 features: - name: uuid dtype: string - name: sub_label dtype: string - name: obj_labels sequence: string - name: masked_sentences sequence: string - name: relation dtype: string splits: - name: test num_bytes: 6865704 num_examples: 27230 download_size: 2927194 dataset_size: 6865704 - config_name: rxnorm_lama_chemical_has_synonym_v3 features: - name: uuid dtype: string - name: sub_label dtype: string - name: obj_labels sequence: string - name: masked_sentences sequence: string - name: relation dtype: string splits: - name: test num_bytes: 915086.0562982005 num_examples: 5131 download_size: 455362 dataset_size: 915086.0562982005 - config_name: rxnorm_lama_generic_has_brand features: - name: uuid dtype: string - name: sub_id dtype: string - name: sub_label dtype: string - name: obj_labels sequence: string - name: masked_sentences sequence: string - name: relation dtype: string splits: - name: test num_bytes: 572131 num_examples: 1926 download_size: 256437 dataset_size: 572131 - config_name: searchqa features: - name: id dtype: string - name: question dtype: string - name: context dtype: string - name: answers struct: - name: answer_start sequence: int64 - name: text sequence: string splits: - name: train num_bytes: 463607158 num_examples: 117384 - name: validation num_bytes: 33291447 num_examples: 8490 - name: test num_bytes: 33435038 num_examples: 8490 download_size: 310012520 dataset_size: 530333643 - config_name: sider_lama_ade features: - name: uuid dtype: string - name: sub_id dtype: string - name: sub_label dtype: string - name: obj_labels sequence: string - name: masked_sentences sequence: string - name: relation dtype: string splits: - name: test num_bytes: 1337287 num_examples: 1411 download_size: 249479 dataset_size: 1337287 - config_name: sider_lama_indication features: - name: uuid dtype: string - name: sub_id dtype: string - name: sub_label dtype: string - name: obj_labels sequence: string - name: masked_sentences sequence: string - name: relation dtype: string splits: - name: test num_bytes: 336288 num_examples: 1161 download_size: 122961 dataset_size: 336288 - config_name: sider_lama_indication_v2 features: - name: uuid dtype: string - name: sub_label dtype: string - name: obj_labels sequence: string - name: masked_sentences sequence: string - name: relation dtype: string splits: - name: test num_bytes: 519935 num_examples: 1281 download_size: 161633 dataset_size: 519935 - config_name: sider_lama_indication_v3 features: - name: uuid dtype: string - name: sub_label dtype: string - name: obj_labels sequence: string - name: masked_sentences sequence: string - name: relation dtype: string splits: - name: test num_bytes: 232071.6182669789 num_examples: 1107 download_size: 90158 dataset_size: 232071.6182669789 - config_name: sider_lama_side_effect_v2 features: - name: uuid dtype: string - name: sub_label dtype: string - name: obj_labels sequence: string - name: masked_sentences sequence: string - name: relation dtype: string splits: - name: test num_bytes: 3163438 num_examples: 1347 download_size: 461151 dataset_size: 3163438 - config_name: sider_lama_side_effect_v3 features: - name: uuid dtype: string - name: sub_label dtype: string - name: obj_labels sequence: string - name: masked_sentences sequence: string - name: relation dtype: string splits: - name: test num_bytes: 1193176.236080178 num_examples: 1343 download_size: 208883 dataset_size: 1193176.236080178 - config_name: squad features: - name: id dtype: string - name: question dtype: string - name: context dtype: string - name: answers struct: - name: answer_start sequence: int64 - name: text sequence: string splits: - name: train num_bytes: 84969541 num_examples: 95246 - name: validation num_bytes: 5121715 num_examples: 5236 - name: test num_bytes: 5231224 num_examples: 5271 download_size: 21088024 dataset_size: 95322480 - config_name: triviaqa features: - name: id dtype: string - name: question dtype: string - name: context dtype: string - name: answers struct: - name: answer_start sequence: int64 - name: text sequence: string splits: - name: train num_bytes: 288069956 num_examples: 67856 - name: validation num_bytes: 16482534 num_examples: 3892 - name: test num_bytes: 16527521 num_examples: 3893 download_size: 187161163 dataset_size: 321080011 - config_name: yakugaku_qa_filtered_5_options_multi_answer features: - name: id dtype: string - name: question dtype: string - name: choices sequence: string - name: label sequence: int32 - name: type dtype: string splits: - name: train num_bytes: 700539 num_examples: 932 - name: test num_bytes: 172890 num_examples: 233 download_size: 466975 dataset_size: 873429 - config_name: yakugaku_qa_filtered_5_options_single_answer features: - name: id dtype: string - name: question dtype: string - name: choices sequence: string - name: label dtype: int64 - name: type dtype: string splits: - name: train num_bytes: 643011 num_examples: 1326 - name: test num_bytes: 160019 num_examples: 332 download_size: 434130 dataset_size: 803030 - config_name: yakugaku_qa_gpt5.2_mini_translated features: - name: id dtype: string - name: question dtype: string - name: choices sequence: string - name: answer_indices sequence: int32 - name: num_choices dtype: int32 - name: num_answers dtype: int32 - name: question_type dtype: string - name: source dtype: string splits: - name: test num_bytes: 1896835 num_examples: 3009 download_size: 955332 dataset_size: 1896835 configs: - config_name: ade_corpus_v2_classification data_files: - split: train path: ade_corpus_v2_classification/train-* - split: validation path: ade_corpus_v2_classification/validation-* - config_name: bc2gm data_files: - split: train path: bc2gm/train-* - split: validation path: bc2gm/validation-* - split: test path: bc2gm/test-* - config_name: bc5cdr-chem data_files: - split: train path: bc5cdr-chem/train-* - split: validation path: bc5cdr-chem/validation-* - split: test path: bc5cdr-chem/test-* - config_name: bc5cdr-disease data_files: - split: train path: bc5cdr-disease/train-* - split: validation path: bc5cdr-disease/validation-* - split: test path: bc5cdr-disease/test-* - config_name: bioasq data_files: - split: train path: bioasq/train-* - split: validation path: bioasq/validation-* - split: test path: bioasq/test-* - config_name: biosses data_files: - split: train path: biosses/train-* - split: validation path: biosses/validation-* - split: test path: biosses/test-* - config_name: chemprot data_files: - split: train path: chemprot/train-* - split: validation path: chemprot/validation-* - split: test path: chemprot/test-* - config_name: ddi data_files: - split: train path: ddi/train-* - split: validation path: ddi/validation-* - split: test path: ddi/test-* - config_name: ebmnlp data_files: - split: train path: ebmnlp/train-* - split: validation path: ebmnlp/validation-* - split: test path: ebmnlp/test-* - config_name: gad data_files: - split: train path: gad/train-* - split: validation path: gad/validation-* - split: test path: gad/test-* - config_name: hoc data_files: - split: train path: hoc/train-* - split: validation path: hoc/validation-* - split: test path: hoc/test-* - config_name: hotpot data_files: - split: train path: hotpot/train-* - split: validation path: hotpot/validation-* - split: test path: hotpot/test-* - config_name: jnlpba data_files: - split: train path: jnlpba/train-* - split: validation path: jnlpba/validation-* - split: test path: jnlpba/test-* - config_name: medmcqa data_files: - split: train path: medmcqa/train-* - split: test path: medmcqa/test-* - split: validation path: medmcqa/validation-* - config_name: medmcqa_multi data_files: - split: train path: medmcqa_multi/train-* - split: test path: medmcqa_multi/test-* - split: validation path: medmcqa_multi/validation-* - config_name: medmcqa_single data_files: - split: train path: medmcqa_single/train-* - split: test path: medmcqa_single/test-* - split: validation path: medmcqa_single/validation-* - config_name: medqa_usmle data_files: - split: train path: medqa_usmle/train-* - split: validation path: medqa_usmle/validation-* - split: test path: medqa_usmle/test-* - config_name: mmlu data_files: - split: validation path: mmlu/validation-* - split: test path: mmlu/test-* - config_name: mmlu_anatomy data_files: - split: test path: mmlu_anatomy/test-* - split: validation path: mmlu_anatomy/validation-* - split: dev path: mmlu_anatomy/dev-* - config_name: mmlu_clinical_knowledge data_files: - split: test path: mmlu_clinical_knowledge/test-* - split: validation path: mmlu_clinical_knowledge/validation-* - split: dev path: mmlu_clinical_knowledge/dev-* - config_name: mmlu_college_biology data_files: - split: test path: mmlu_college_biology/test-* - split: validation path: mmlu_college_biology/validation-* - split: dev path: mmlu_college_biology/dev-* - config_name: mmlu_college_medicine data_files: - split: test path: mmlu_college_medicine/test-* - split: validation path: mmlu_college_medicine/validation-* - split: dev path: mmlu_college_medicine/dev-* - config_name: mmlu_medical_genetics data_files: - split: test path: mmlu_medical_genetics/test-* - split: validation path: mmlu_medical_genetics/validation-* - split: dev path: mmlu_medical_genetics/dev-* - config_name: mmlu_professional_medicine data_files: - split: test path: mmlu_professional_medicine/test-* - split: validation path: mmlu_professional_medicine/validation-* - split: dev path: mmlu_professional_medicine/dev-* - config_name: naturalqa data_files: - split: train path: naturalqa/train-* - split: validation path: naturalqa/validation-* - split: test path: naturalqa/test-* - config_name: ncbi-disease data_files: - split: train path: ncbi-disease/train-* - split: validation path: ncbi-disease/validation-* - split: test path: ncbi-disease/test-* - config_name: newsqa data_files: - split: train path: newsqa/train-* - split: validation path: newsqa/validation-* - split: test path: newsqa/test-* - config_name: openfda_drug_lama data_files: - split: test path: openfda_drug_lama/test-* - config_name: openfda_drug_lama_v2 data_files: - split: test path: openfda_drug_lama_v2/test-* - config_name: openfda_tf_evaluation data_files: - split: test path: openfda_tf_evaluation/test-* - config_name: openfda_tf_tuning data_files: - split: train path: openfda_tf_tuning/train-* - split: test path: openfda_tf_tuning/test-* - config_name: pubmedqa data_files: - split: train path: pubmedqa/train-* - split: validation path: pubmedqa/validation-* - split: test path: pubmedqa/test-* - config_name: rxnorm_lama_brand_has_active_ingredient data_files: - split: test path: rxnorm_lama_brand_has_active_ingredient/test-* - config_name: rxnorm_lama_brand_of_generic data_files: - split: test path: rxnorm_lama_brand_of_generic/test-* - config_name: rxnorm_lama_chemical_has_synonym data_files: - split: test path: rxnorm_lama_chemical_has_synonym/test-* - config_name: rxnorm_lama_chemical_has_synonym_v2 data_files: - split: test path: rxnorm_lama_chemical_has_synonym_v2/test-* - config_name: rxnorm_lama_chemical_has_synonym_v3 data_files: - split: test path: rxnorm_lama_chemical_has_synonym_v3/test-* - config_name: rxnorm_lama_generic_has_brand data_files: - split: test path: rxnorm_lama_generic_has_brand/test-* - config_name: searchqa data_files: - split: train path: searchqa/train-* - split: validation path: searchqa/validation-* - split: test path: searchqa/test-* - config_name: sider_lama_ade data_files: - split: test path: sider_lama_ade/test-* - config_name: sider_lama_indication data_files: - split: test path: sider_lama_indication/test-* - config_name: sider_lama_indication_v2 data_files: - split: test path: sider_lama_indication_v2/test-* - config_name: sider_lama_indication_v3 data_files: - split: test path: sider_lama_indication_v3/test-* - config_name: sider_lama_side_effect_v2 data_files: - split: test path: sider_lama_side_effect_v2/test-* - config_name: sider_lama_side_effect_v3 data_files: - split: test path: sider_lama_side_effect_v3/test-* - config_name: squad data_files: - split: train path: squad/train-* - split: validation path: squad/validation-* - split: test path: squad/test-* - config_name: triviaqa data_files: - split: train path: triviaqa/train-* - split: validation path: triviaqa/validation-* - split: test path: triviaqa/test-* - config_name: yakugaku_qa_filtered_5_options_multi_answer data_files: - split: train path: yakugaku_qa_filtered_5_options_multi_answer/train-* - split: test path: yakugaku_qa_filtered_5_options_multi_answer/test-* - config_name: yakugaku_qa_filtered_5_options_single_answer data_files: - split: train path: yakugaku_qa_filtered_5_options_single_answer/train-* - split: test path: yakugaku_qa_filtered_5_options_single_answer/test-* - config_name: yakugaku_qa_gpt5.2_mini_translated data_files: - split: test path: yakugaku_qa_gpt5.2_mini_translated/test-* ---

应用场景：