Datasets:
Tasks:
Text Classification
Modalities:
Text
Formats:
parquet
Sub-tasks:
natural-language-inference
Languages:
English
Size:
10K<n<100K
License:
| annotations_creators: | |
| - expert-generated | |
| language_creators: | |
| - crowdsourced | |
| language: | |
| - en | |
| license: bsd | |
| multilinguality: | |
| - monolingual | |
| size_categories: | |
| - 1K<n<10K | |
| source_datasets: | |
| - original | |
| task_categories: | |
| - text-classification | |
| task_ids: | |
| - natural-language-inference | |
| pretty_name: babi_nli | |
| tags: | |
| - logical reasoning | |
| - nli | |
| - natural-language-inference | |
| - reasoning | |
| - logic | |
| dataset_info: | |
| - config_name: agents-motivations | |
| features: | |
| - name: premise | |
| dtype: string | |
| - name: hypothesis | |
| dtype: string | |
| - name: label | |
| dtype: | |
| class_label: | |
| names: | |
| '0': not-entailed | |
| '1': entailed | |
| - name: idx | |
| dtype: int32 | |
| splits: | |
| - name: train | |
| num_bytes: 194721 | |
| num_examples: 1000 | |
| - name: validation | |
| num_bytes: 97602 | |
| num_examples: 500 | |
| - name: test | |
| num_bytes: 101683 | |
| num_examples: 500 | |
| download_size: 79703 | |
| dataset_size: 394006 | |
| - config_name: basic-coreference | |
| features: | |
| - name: premise | |
| dtype: string | |
| - name: hypothesis | |
| dtype: string | |
| - name: label | |
| dtype: | |
| class_label: | |
| names: | |
| '0': not-entailed | |
| '1': entailed | |
| - name: idx | |
| dtype: int32 | |
| splits: | |
| - name: train | |
| num_bytes: 247359 | |
| num_examples: 1000 | |
| - name: validation | |
| num_bytes: 125770 | |
| num_examples: 500 | |
| - name: test | |
| num_bytes: 122865 | |
| num_examples: 500 | |
| download_size: 98403 | |
| dataset_size: 495994 | |
| - config_name: basic-deduction | |
| features: | |
| - name: premise | |
| dtype: string | |
| - name: hypothesis | |
| dtype: string | |
| - name: label | |
| dtype: | |
| class_label: | |
| names: | |
| '0': not-entailed | |
| '1': entailed | |
| - name: idx | |
| dtype: int32 | |
| splits: | |
| - name: train | |
| num_bytes: 225519 | |
| num_examples: 1000 | |
| - name: validation | |
| num_bytes: 112981 | |
| num_examples: 500 | |
| - name: test | |
| num_bytes: 112862 | |
| num_examples: 500 | |
| download_size: 49023 | |
| dataset_size: 451362 | |
| - config_name: basic-induction | |
| features: | |
| - name: premise | |
| dtype: string | |
| - name: hypothesis | |
| dtype: string | |
| - name: label | |
| dtype: | |
| class_label: | |
| names: | |
| '0': not-entailed | |
| '1': entailed | |
| - name: idx | |
| dtype: int32 | |
| splits: | |
| - name: train | |
| num_bytes: 188319 | |
| num_examples: 1000 | |
| - name: validation | |
| num_bytes: 94081 | |
| num_examples: 500 | |
| - name: test | |
| num_bytes: 94090 | |
| num_examples: 500 | |
| download_size: 85153 | |
| dataset_size: 376490 | |
| - config_name: compound-coreference | |
| features: | |
| - name: premise | |
| dtype: string | |
| - name: hypothesis | |
| dtype: string | |
| - name: label | |
| dtype: | |
| class_label: | |
| names: | |
| '0': not-entailed | |
| '1': entailed | |
| - name: idx | |
| dtype: int32 | |
| splits: | |
| - name: train | |
| num_bytes: 282687 | |
| num_examples: 1000 | |
| - name: validation | |
| num_bytes: 139161 | |
| num_examples: 500 | |
| - name: test | |
| num_bytes: 143924 | |
| num_examples: 500 | |
| download_size: 109694 | |
| dataset_size: 565772 | |
| - config_name: conjunction | |
| features: | |
| - name: premise | |
| dtype: string | |
| - name: hypothesis | |
| dtype: string | |
| - name: label | |
| dtype: | |
| class_label: | |
| names: | |
| '0': not-entailed | |
| '1': entailed | |
| - name: idx | |
| dtype: int32 | |
| splits: | |
| - name: train | |
| num_bytes: 284487 | |
| num_examples: 1000 | |
| - name: validation | |
| num_bytes: 141534 | |
| num_examples: 500 | |
| - name: test | |
| num_bytes: 142683 | |
| num_examples: 500 | |
| download_size: 118704 | |
| dataset_size: 568704 | |
| - config_name: counting | |
| features: | |
| - name: premise | |
| dtype: string | |
| - name: hypothesis | |
| dtype: string | |
| - name: label | |
| dtype: | |
| class_label: | |
| names: | |
| '0': not-entailed | |
| '1': entailed | |
| - name: idx | |
| dtype: int32 | |
| splits: | |
| - name: train | |
| num_bytes: 325802 | |
| num_examples: 1000 | |
| - name: validation | |
| num_bytes: 154693 | |
| num_examples: 500 | |
| - name: test | |
| num_bytes: 154519 | |
| num_examples: 500 | |
| download_size: 119022 | |
| dataset_size: 635014 | |
| - config_name: indefinite-knowledge | |
| features: | |
| - name: premise | |
| dtype: string | |
| - name: hypothesis | |
| dtype: string | |
| - name: label | |
| dtype: | |
| class_label: | |
| names: | |
| '0': not-entailed | |
| '1': entailed | |
| - name: idx | |
| dtype: int32 | |
| splits: | |
| - name: train | |
| num_bytes: 227391 | |
| num_examples: 1000 | |
| - name: validation | |
| num_bytes: 113140 | |
| num_examples: 500 | |
| - name: test | |
| num_bytes: 113298 | |
| num_examples: 500 | |
| download_size: 96252 | |
| dataset_size: 453829 | |
| - config_name: lists-sets | |
| features: | |
| - name: premise | |
| dtype: string | |
| - name: hypothesis | |
| dtype: string | |
| - name: label | |
| dtype: | |
| class_label: | |
| names: | |
| '0': not-entailed | |
| '1': entailed | |
| - name: idx | |
| dtype: int32 | |
| splits: | |
| - name: train | |
| num_bytes: 301224 | |
| num_examples: 1000 | |
| - name: validation | |
| num_bytes: 149567 | |
| num_examples: 500 | |
| - name: test | |
| num_bytes: 153024 | |
| num_examples: 500 | |
| download_size: 119319 | |
| dataset_size: 603815 | |
| - config_name: path-finding | |
| features: | |
| - name: premise | |
| dtype: string | |
| - name: hypothesis | |
| dtype: string | |
| - name: label | |
| dtype: | |
| class_label: | |
| names: | |
| '0': not-entailed | |
| '1': entailed | |
| - name: idx | |
| dtype: int32 | |
| splits: | |
| - name: train | |
| num_bytes: 253540 | |
| num_examples: 1000 | |
| - name: validation | |
| num_bytes: 126723 | |
| num_examples: 500 | |
| - name: test | |
| num_bytes: 126695 | |
| num_examples: 500 | |
| download_size: 105706 | |
| dataset_size: 506958 | |
| - config_name: positional-reasoning | |
| features: | |
| - name: premise | |
| dtype: string | |
| - name: hypothesis | |
| dtype: string | |
| - name: label | |
| dtype: | |
| class_label: | |
| names: | |
| '0': not-entailed | |
| '1': entailed | |
| - name: idx | |
| dtype: int32 | |
| splits: | |
| - name: train | |
| num_bytes: 158135 | |
| num_examples: 1000 | |
| - name: validation | |
| num_bytes: 79034 | |
| num_examples: 500 | |
| - name: test | |
| num_bytes: 78998 | |
| num_examples: 500 | |
| download_size: 34376 | |
| dataset_size: 316167 | |
| - config_name: simple-negation | |
| features: | |
| - name: premise | |
| dtype: string | |
| - name: hypothesis | |
| dtype: string | |
| - name: label | |
| dtype: | |
| class_label: | |
| names: | |
| '0': not-entailed | |
| '1': entailed | |
| - name: idx | |
| dtype: int32 | |
| splits: | |
| - name: train | |
| num_bytes: 218297 | |
| num_examples: 1000 | |
| - name: validation | |
| num_bytes: 110967 | |
| num_examples: 500 | |
| - name: test | |
| num_bytes: 107212 | |
| num_examples: 500 | |
| download_size: 88932 | |
| dataset_size: 436476 | |
| - config_name: single-supporting-fact | |
| features: | |
| - name: premise | |
| dtype: string | |
| - name: hypothesis | |
| dtype: string | |
| - name: label | |
| dtype: | |
| class_label: | |
| names: | |
| '0': not-entailed | |
| '1': entailed | |
| - name: idx | |
| dtype: int32 | |
| splits: | |
| - name: train | |
| num_bytes: 223761 | |
| num_examples: 1000 | |
| - name: validation | |
| num_bytes: 112784 | |
| num_examples: 500 | |
| - name: test | |
| num_bytes: 111569 | |
| num_examples: 500 | |
| download_size: 91968 | |
| dataset_size: 448114 | |
| - config_name: size-reasoning | |
| features: | |
| - name: premise | |
| dtype: string | |
| - name: hypothesis | |
| dtype: string | |
| - name: label | |
| dtype: | |
| class_label: | |
| names: | |
| '0': not-entailed | |
| '1': entailed | |
| - name: idx | |
| dtype: int32 | |
| splits: | |
| - name: train | |
| num_bytes: 314623 | |
| num_examples: 1000 | |
| - name: validation | |
| num_bytes: 155731 | |
| num_examples: 500 | |
| - name: test | |
| num_bytes: 154007 | |
| num_examples: 500 | |
| download_size: 53727 | |
| dataset_size: 624361 | |
| - config_name: three-arg-relations | |
| features: | |
| - name: premise | |
| dtype: string | |
| - name: hypothesis | |
| dtype: string | |
| - name: label | |
| dtype: | |
| class_label: | |
| names: | |
| '0': not-entailed | |
| '1': entailed | |
| - name: idx | |
| dtype: int32 | |
| splits: | |
| - name: train | |
| num_bytes: 598485 | |
| num_examples: 1000 | |
| - name: validation | |
| num_bytes: 312900 | |
| num_examples: 500 | |
| - name: test | |
| num_bytes: 324225 | |
| num_examples: 500 | |
| download_size: 243096 | |
| dataset_size: 1235610 | |
| - config_name: three-supporting-facts | |
| features: | |
| - name: premise | |
| dtype: string | |
| - name: hypothesis | |
| dtype: string | |
| - name: label | |
| dtype: | |
| class_label: | |
| names: | |
| '0': not-entailed | |
| '1': entailed | |
| - name: idx | |
| dtype: int32 | |
| splits: | |
| - name: train | |
| num_bytes: 1479097 | |
| num_examples: 1000 | |
| - name: validation | |
| num_bytes: 783450 | |
| num_examples: 500 | |
| - name: test | |
| num_bytes: 735719 | |
| num_examples: 500 | |
| download_size: 558073 | |
| dataset_size: 2998266 | |
| - config_name: time-reasoning | |
| features: | |
| - name: premise | |
| dtype: string | |
| - name: hypothesis | |
| dtype: string | |
| - name: label | |
| dtype: | |
| class_label: | |
| names: | |
| '0': not-entailed | |
| '1': entailed | |
| - name: idx | |
| dtype: int32 | |
| splits: | |
| - name: train | |
| num_bytes: 379567 | |
| num_examples: 1000 | |
| - name: validation | |
| num_bytes: 188913 | |
| num_examples: 500 | |
| - name: test | |
| num_bytes: 187157 | |
| num_examples: 500 | |
| download_size: 152925 | |
| dataset_size: 755637 | |
| - config_name: two-arg-relations | |
| features: | |
| - name: premise | |
| dtype: string | |
| - name: hypothesis | |
| dtype: string | |
| - name: label | |
| dtype: | |
| class_label: | |
| names: | |
| '0': not-entailed | |
| '1': entailed | |
| - name: idx | |
| dtype: int32 | |
| splits: | |
| - name: train | |
| num_bytes: 122565 | |
| num_examples: 1000 | |
| - name: validation | |
| num_bytes: 61228 | |
| num_examples: 500 | |
| - name: test | |
| num_bytes: 61170 | |
| num_examples: 500 | |
| download_size: 54533 | |
| dataset_size: 244963 | |
| - config_name: two-supporting-facts | |
| features: | |
| - name: premise | |
| dtype: string | |
| - name: hypothesis | |
| dtype: string | |
| - name: label | |
| dtype: | |
| class_label: | |
| names: | |
| '0': not-entailed | |
| '1': entailed | |
| - name: idx | |
| dtype: int32 | |
| splits: | |
| - name: train | |
| num_bytes: 507085 | |
| num_examples: 1000 | |
| - name: validation | |
| num_bytes: 261742 | |
| num_examples: 500 | |
| - name: test | |
| num_bytes: 244322 | |
| num_examples: 500 | |
| download_size: 194986 | |
| dataset_size: 1013149 | |
| - config_name: yes-no-questions | |
| features: | |
| - name: premise | |
| dtype: string | |
| - name: hypothesis | |
| dtype: string | |
| - name: label | |
| dtype: | |
| class_label: | |
| names: | |
| '0': not-entailed | |
| '1': entailed | |
| - name: idx | |
| dtype: int32 | |
| splits: | |
| - name: train | |
| num_bytes: 230579 | |
| num_examples: 1000 | |
| - name: validation | |
| num_bytes: 115915 | |
| num_examples: 500 | |
| - name: test | |
| num_bytes: 113022 | |
| num_examples: 500 | |
| download_size: 94399 | |
| dataset_size: 459516 | |
| configs: | |
| - config_name: agents-motivations | |
| data_files: | |
| - split: train | |
| path: agents-motivations/train-* | |
| - split: validation | |
| path: agents-motivations/validation-* | |
| - split: test | |
| path: agents-motivations/test-* | |
| - config_name: basic-coreference | |
| data_files: | |
| - split: train | |
| path: basic-coreference/train-* | |
| - split: validation | |
| path: basic-coreference/validation-* | |
| - split: test | |
| path: basic-coreference/test-* | |
| - config_name: basic-deduction | |
| data_files: | |
| - split: train | |
| path: basic-deduction/train-* | |
| - split: validation | |
| path: basic-deduction/validation-* | |
| - split: test | |
| path: basic-deduction/test-* | |
| - config_name: basic-induction | |
| data_files: | |
| - split: train | |
| path: basic-induction/train-* | |
| - split: validation | |
| path: basic-induction/validation-* | |
| - split: test | |
| path: basic-induction/test-* | |
| - config_name: compound-coreference | |
| data_files: | |
| - split: train | |
| path: compound-coreference/train-* | |
| - split: validation | |
| path: compound-coreference/validation-* | |
| - split: test | |
| path: compound-coreference/test-* | |
| - config_name: conjunction | |
| data_files: | |
| - split: train | |
| path: conjunction/train-* | |
| - split: validation | |
| path: conjunction/validation-* | |
| - split: test | |
| path: conjunction/test-* | |
| - config_name: counting | |
| data_files: | |
| - split: train | |
| path: counting/train-* | |
| - split: validation | |
| path: counting/validation-* | |
| - split: test | |
| path: counting/test-* | |
| - config_name: indefinite-knowledge | |
| data_files: | |
| - split: train | |
| path: indefinite-knowledge/train-* | |
| - split: validation | |
| path: indefinite-knowledge/validation-* | |
| - split: test | |
| path: indefinite-knowledge/test-* | |
| - config_name: lists-sets | |
| data_files: | |
| - split: train | |
| path: lists-sets/train-* | |
| - split: validation | |
| path: lists-sets/validation-* | |
| - split: test | |
| path: lists-sets/test-* | |
| - config_name: path-finding | |
| data_files: | |
| - split: train | |
| path: path-finding/train-* | |
| - split: validation | |
| path: path-finding/validation-* | |
| - split: test | |
| path: path-finding/test-* | |
| - config_name: positional-reasoning | |
| data_files: | |
| - split: train | |
| path: positional-reasoning/train-* | |
| - split: validation | |
| path: positional-reasoning/validation-* | |
| - split: test | |
| path: positional-reasoning/test-* | |
| - config_name: simple-negation | |
| data_files: | |
| - split: train | |
| path: simple-negation/train-* | |
| - split: validation | |
| path: simple-negation/validation-* | |
| - split: test | |
| path: simple-negation/test-* | |
| - config_name: single-supporting-fact | |
| data_files: | |
| - split: train | |
| path: single-supporting-fact/train-* | |
| - split: validation | |
| path: single-supporting-fact/validation-* | |
| - split: test | |
| path: single-supporting-fact/test-* | |
| - config_name: size-reasoning | |
| data_files: | |
| - split: train | |
| path: size-reasoning/train-* | |
| - split: validation | |
| path: size-reasoning/validation-* | |
| - split: test | |
| path: size-reasoning/test-* | |
| - config_name: three-arg-relations | |
| data_files: | |
| - split: train | |
| path: three-arg-relations/train-* | |
| - split: validation | |
| path: three-arg-relations/validation-* | |
| - split: test | |
| path: three-arg-relations/test-* | |
| - config_name: three-supporting-facts | |
| data_files: | |
| - split: train | |
| path: three-supporting-facts/train-* | |
| - split: validation | |
| path: three-supporting-facts/validation-* | |
| - split: test | |
| path: three-supporting-facts/test-* | |
| - config_name: time-reasoning | |
| data_files: | |
| - split: train | |
| path: time-reasoning/train-* | |
| - split: validation | |
| path: time-reasoning/validation-* | |
| - split: test | |
| path: time-reasoning/test-* | |
| - config_name: two-arg-relations | |
| data_files: | |
| - split: train | |
| path: two-arg-relations/train-* | |
| - split: validation | |
| path: two-arg-relations/validation-* | |
| - split: test | |
| path: two-arg-relations/test-* | |
| - config_name: two-supporting-facts | |
| data_files: | |
| - split: train | |
| path: two-supporting-facts/train-* | |
| - split: validation | |
| path: two-supporting-facts/validation-* | |
| - split: test | |
| path: two-supporting-facts/test-* | |
| - config_name: yes-no-questions | |
| data_files: | |
| - split: train | |
| path: yes-no-questions/train-* | |
| - split: validation | |
| path: yes-no-questions/validation-* | |
| - split: test | |
| path: yes-no-questions/test-* | |
| # bAbi_nli | |
| bAbI tasks recasted as natural language inference. | |
| https://github.com/facebookarchive/bAbI-tasks | |
| tasksource recasting code: | |
| https://colab.research.google.com/drive/1J_RqDSw9iPxJSBvCJu-VRbjXnrEjKVvr?usp=sharing | |
| ```bibtex | |
| @article{weston2015towards, | |
| title={Towards ai-complete question answering: A set of prerequisite toy tasks}, | |
| author={Weston, Jason and Bordes, Antoine and Chopra, Sumit and Rush, Alexander M and Van Merri{\"e}nboer, Bart and Joulin, Armand and Mikolov, Tomas}, | |
| journal={arXiv preprint arXiv:1502.05698}, | |
| year={2015} | |
| } | |
| ``` |