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"""The bAbI tasks dataset.""" |
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import datasets |
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_CITATION = """\ |
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@misc{weston2015aicomplete, |
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title={Towards AI-Complete Question Answering: A Set of Prerequisite Toy Tasks}, |
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author={Jason Weston and Antoine Bordes and Sumit Chopra and Alexander M. Rush and Bart van Merriënboer and Armand Joulin and Tomas Mikolov}, |
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year={2015}, |
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eprint={1502.05698}, |
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archivePrefix={arXiv}, |
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primaryClass={cs.AI} |
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} |
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""" |
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_DESCRIPTION = """\ |
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The (20) QA bAbI tasks are a set of proxy tasks that evaluate reading |
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comprehension via question answering. Our tasks measure understanding |
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in several ways: whether a system is able to answer questions via chaining facts, |
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simple induction, deduction and many more. The tasks are designed to be prerequisites |
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for any system that aims to be capable of conversing with a human. |
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The aim is to classify these tasks into skill sets,so that researchers |
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can identify (and then rectify)the failings of their systems. |
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""" |
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_HOMEPAGE = "https://research.fb.com/downloads/babi/" |
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_LICENSE = """Creative Commons Attribution 3.0 License""" |
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ZIP_URL = "data/tasks_1-20_v1-2.tar.gz" |
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paths = { |
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"en": { |
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"qa9": { |
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"test": "tasks_1-20_v1-2/en/qa9_simple-negation_test.txt", |
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"train": "tasks_1-20_v1-2/en/qa9_simple-negation_train.txt", |
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}, |
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"qa4": { |
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"train": "tasks_1-20_v1-2/en/qa4_two-arg-relations_train.txt", |
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"test": "tasks_1-20_v1-2/en/qa4_two-arg-relations_test.txt", |
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}, |
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"qa6": { |
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"train": "tasks_1-20_v1-2/en/qa6_yes-no-questions_train.txt", |
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"test": "tasks_1-20_v1-2/en/qa6_yes-no-questions_test.txt", |
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}, |
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"qa11": { |
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"test": "tasks_1-20_v1-2/en/qa11_basic-coreference_test.txt", |
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"train": "tasks_1-20_v1-2/en/qa11_basic-coreference_train.txt", |
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}, |
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"qa3": { |
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"test": "tasks_1-20_v1-2/en/qa3_three-supporting-facts_test.txt", |
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"train": "tasks_1-20_v1-2/en/qa3_three-supporting-facts_train.txt", |
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}, |
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"qa15": { |
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"test": "tasks_1-20_v1-2/en/qa15_basic-deduction_test.txt", |
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"train": "tasks_1-20_v1-2/en/qa15_basic-deduction_train.txt", |
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}, |
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"out.txt": {"out": "tasks_1-20_v1-2/en/out.txt"}, |
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"qa17": { |
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"test": "tasks_1-20_v1-2/en/qa17_positional-reasoning_test.txt", |
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"train": "tasks_1-20_v1-2/en/qa17_positional-reasoning_train.txt", |
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}, |
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"qa13": { |
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"test": "tasks_1-20_v1-2/en/qa13_compound-coreference_test.txt", |
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"train": "tasks_1-20_v1-2/en/qa13_compound-coreference_train.txt", |
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}, |
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"qa1": { |
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"train": "tasks_1-20_v1-2/en/qa1_single-supporting-fact_train.txt", |
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"test": "tasks_1-20_v1-2/en/qa1_single-supporting-fact_test.txt", |
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}, |
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"qa14": { |
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"train": "tasks_1-20_v1-2/en/qa14_time-reasoning_train.txt", |
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"test": "tasks_1-20_v1-2/en/qa14_time-reasoning_test.txt", |
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}, |
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"qa16": { |
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"test": "tasks_1-20_v1-2/en/qa16_basic-induction_test.txt", |
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"train": "tasks_1-20_v1-2/en/qa16_basic-induction_train.txt", |
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}, |
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"qa19": { |
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"test": "tasks_1-20_v1-2/en/qa19_path-finding_test.txt", |
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"train": "tasks_1-20_v1-2/en/qa19_path-finding_train.txt", |
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}, |
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"qa18": { |
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"test": "tasks_1-20_v1-2/en/qa18_size-reasoning_test.txt", |
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"train": "tasks_1-20_v1-2/en/qa18_size-reasoning_train.txt", |
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}, |
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"qa10": { |
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"train": "tasks_1-20_v1-2/en/qa10_indefinite-knowledge_train.txt", |
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"test": "tasks_1-20_v1-2/en/qa10_indefinite-knowledge_test.txt", |
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}, |
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"qa7": { |
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"train": "tasks_1-20_v1-2/en/qa7_counting_train.txt", |
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"test": "tasks_1-20_v1-2/en/qa7_counting_test.txt", |
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}, |
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"qa5": { |
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"test": "tasks_1-20_v1-2/en/qa5_three-arg-relations_test.txt", |
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"train": "tasks_1-20_v1-2/en/qa5_three-arg-relations_train.txt", |
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}, |
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"qa12": { |
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"test": "tasks_1-20_v1-2/en/qa12_conjunction_test.txt", |
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"train": "tasks_1-20_v1-2/en/qa12_conjunction_train.txt", |
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}, |
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"qa2": { |
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"train": "tasks_1-20_v1-2/en/qa2_two-supporting-facts_train.txt", |
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"test": "tasks_1-20_v1-2/en/qa2_two-supporting-facts_test.txt", |
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}, |
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"qa20": { |
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"train": "tasks_1-20_v1-2/en/qa20_agents-motivations_train.txt", |
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"test": "tasks_1-20_v1-2/en/qa20_agents-motivations_test.txt", |
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}, |
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"qa8": { |
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"train": "tasks_1-20_v1-2/en/qa8_lists-sets_train.txt", |
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"test": "tasks_1-20_v1-2/en/qa8_lists-sets_test.txt", |
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}, |
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}, |
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"en-10k": { |
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"qa9": { |
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"test": "tasks_1-20_v1-2/en-10k/qa9_simple-negation_test.txt", |
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"train": "tasks_1-20_v1-2/en-10k/qa9_simple-negation_train.txt", |
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}, |
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"qa4": { |
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"train": "tasks_1-20_v1-2/en-10k/qa4_two-arg-relations_train.txt", |
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"test": "tasks_1-20_v1-2/en-10k/qa4_two-arg-relations_test.txt", |
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}, |
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"qa6": { |
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"train": "tasks_1-20_v1-2/en-10k/qa6_yes-no-questions_train.txt", |
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"test": "tasks_1-20_v1-2/en-10k/qa6_yes-no-questions_test.txt", |
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}, |
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"qa11": { |
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"test": "tasks_1-20_v1-2/en-10k/qa11_basic-coreference_test.txt", |
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"train": "tasks_1-20_v1-2/en-10k/qa11_basic-coreference_train.txt", |
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}, |
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"qa3": { |
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"test": "tasks_1-20_v1-2/en-10k/qa3_three-supporting-facts_test.txt", |
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"train": "tasks_1-20_v1-2/en-10k/qa3_three-supporting-facts_train.txt", |
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}, |
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"qa15": { |
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"test": "tasks_1-20_v1-2/en-10k/qa15_basic-deduction_test.txt", |
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"train": "tasks_1-20_v1-2/en-10k/qa15_basic-deduction_train.txt", |
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}, |
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"qa17": { |
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"test": "tasks_1-20_v1-2/en-10k/qa17_positional-reasoning_test.txt", |
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"train": "tasks_1-20_v1-2/en-10k/qa17_positional-reasoning_train.txt", |
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}, |
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"qa13": { |
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"test": "tasks_1-20_v1-2/en-10k/qa13_compound-coreference_test.txt", |
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"train": "tasks_1-20_v1-2/en-10k/qa13_compound-coreference_train.txt", |
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}, |
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"qa1": { |
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"train": "tasks_1-20_v1-2/en-10k/qa1_single-supporting-fact_train.txt", |
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"test": "tasks_1-20_v1-2/en-10k/qa1_single-supporting-fact_test.txt", |
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}, |
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"qa14": { |
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"train": "tasks_1-20_v1-2/en-10k/qa14_time-reasoning_train.txt", |
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"test": "tasks_1-20_v1-2/en-10k/qa14_time-reasoning_test.txt", |
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}, |
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"qa16": { |
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"test": "tasks_1-20_v1-2/en-10k/qa16_basic-induction_test.txt", |
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"train": "tasks_1-20_v1-2/en-10k/qa16_basic-induction_train.txt", |
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}, |
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"qa19": { |
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"test": "tasks_1-20_v1-2/en-10k/qa19_path-finding_test.txt", |
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"train": "tasks_1-20_v1-2/en-10k/qa19_path-finding_train.txt", |
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}, |
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"qa18": { |
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"test": "tasks_1-20_v1-2/en-10k/qa18_size-reasoning_test.txt", |
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"train": "tasks_1-20_v1-2/en-10k/qa18_size-reasoning_train.txt", |
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}, |
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"qa10": { |
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"train": "tasks_1-20_v1-2/en-10k/qa10_indefinite-knowledge_train.txt", |
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"test": "tasks_1-20_v1-2/en-10k/qa10_indefinite-knowledge_test.txt", |
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}, |
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"qa7": { |
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"train": "tasks_1-20_v1-2/en-10k/qa7_counting_train.txt", |
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"test": "tasks_1-20_v1-2/en-10k/qa7_counting_test.txt", |
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}, |
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"qa5": { |
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"test": "tasks_1-20_v1-2/en-10k/qa5_three-arg-relations_test.txt", |
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"train": "tasks_1-20_v1-2/en-10k/qa5_three-arg-relations_train.txt", |
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}, |
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"qa12": { |
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"test": "tasks_1-20_v1-2/en-10k/qa12_conjunction_test.txt", |
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"train": "tasks_1-20_v1-2/en-10k/qa12_conjunction_train.txt", |
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}, |
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"qa2": { |
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"train": "tasks_1-20_v1-2/en-10k/qa2_two-supporting-facts_train.txt", |
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"test": "tasks_1-20_v1-2/en-10k/qa2_two-supporting-facts_test.txt", |
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}, |
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"qa20": { |
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"train": "tasks_1-20_v1-2/en-10k/qa20_agents-motivations_train.txt", |
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"test": "tasks_1-20_v1-2/en-10k/qa20_agents-motivations_test.txt", |
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}, |
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"qa8": { |
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"train": "tasks_1-20_v1-2/en-10k/qa8_lists-sets_train.txt", |
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"test": "tasks_1-20_v1-2/en-10k/qa8_lists-sets_test.txt", |
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}, |
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}, |
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"en-valid": { |
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"qa5": { |
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"train": "tasks_1-20_v1-2/en-valid/qa5_train.txt", |
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"test": "tasks_1-20_v1-2/en-valid/qa5_test.txt", |
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"valid": "tasks_1-20_v1-2/en-valid/qa5_valid.txt", |
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}, |
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"qa16": { |
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"valid": "tasks_1-20_v1-2/en-valid/qa16_valid.txt", |
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"test": "tasks_1-20_v1-2/en-valid/qa16_test.txt", |
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"train": "tasks_1-20_v1-2/en-valid/qa16_train.txt", |
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}, |
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"qa2": { |
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"valid": "tasks_1-20_v1-2/en-valid/qa2_valid.txt", |
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"test": "tasks_1-20_v1-2/en-valid/qa2_test.txt", |
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"train": "tasks_1-20_v1-2/en-valid/qa2_train.txt", |
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}, |
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"qa15": { |
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"train": "tasks_1-20_v1-2/en-valid/qa15_train.txt", |
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"test": "tasks_1-20_v1-2/en-valid/qa15_test.txt", |
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"valid": "tasks_1-20_v1-2/en-valid/qa15_valid.txt", |
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}, |
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"qa9": { |
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"test": "tasks_1-20_v1-2/en-valid/qa9_test.txt", |
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"train": "tasks_1-20_v1-2/en-valid/qa9_train.txt", |
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"valid": "tasks_1-20_v1-2/en-valid/qa9_valid.txt", |
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}, |
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"qa1": { |
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"valid": "tasks_1-20_v1-2/en-valid/qa1_valid.txt", |
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"test": "tasks_1-20_v1-2/en-valid/qa1_test.txt", |
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"train": "tasks_1-20_v1-2/en-valid/qa1_train.txt", |
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}, |
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"qa4": { |
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"test": "tasks_1-20_v1-2/en-valid/qa4_test.txt", |
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"train": "tasks_1-20_v1-2/en-valid/qa4_train.txt", |
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"valid": "tasks_1-20_v1-2/en-valid/qa4_valid.txt", |
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}, |
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"qa14": { |
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"valid": "tasks_1-20_v1-2/en-valid/qa14_valid.txt", |
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"train": "tasks_1-20_v1-2/en-valid/qa14_train.txt", |
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"test": "tasks_1-20_v1-2/en-valid/qa14_test.txt", |
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}, |
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"qa3": { |
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"test": "tasks_1-20_v1-2/en-valid/qa3_test.txt", |
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"train": "tasks_1-20_v1-2/en-valid/qa3_train.txt", |
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"valid": "tasks_1-20_v1-2/en-valid/qa3_valid.txt", |
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}, |
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"qa6": { |
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"valid": "tasks_1-20_v1-2/en-valid/qa6_valid.txt", |
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"test": "tasks_1-20_v1-2/en-valid/qa6_test.txt", |
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"train": "tasks_1-20_v1-2/en-valid/qa6_train.txt", |
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}, |
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"qa8": { |
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"test": "tasks_1-20_v1-2/en-valid/qa8_test.txt", |
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"valid": "tasks_1-20_v1-2/en-valid/qa8_valid.txt", |
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"train": "tasks_1-20_v1-2/en-valid/qa8_train.txt", |
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}, |
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"qa20": { |
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"train": "tasks_1-20_v1-2/en-valid/qa20_train.txt", |
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"valid": "tasks_1-20_v1-2/en-valid/qa20_valid.txt", |
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"test": "tasks_1-20_v1-2/en-valid/qa20_test.txt", |
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}, |
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"qa11": { |
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"test": "tasks_1-20_v1-2/en-valid/qa11_test.txt", |
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"train": "tasks_1-20_v1-2/en-valid/qa11_train.txt", |
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"valid": "tasks_1-20_v1-2/en-valid/qa11_valid.txt", |
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}, |
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"qa12": { |
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"test": "tasks_1-20_v1-2/en-valid/qa12_test.txt", |
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"valid": "tasks_1-20_v1-2/en-valid/qa12_valid.txt", |
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"train": "tasks_1-20_v1-2/en-valid/qa12_train.txt", |
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}, |
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"qa13": { |
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"test": "tasks_1-20_v1-2/en-valid/qa13_test.txt", |
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"valid": "tasks_1-20_v1-2/en-valid/qa13_valid.txt", |
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"train": "tasks_1-20_v1-2/en-valid/qa13_train.txt", |
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}, |
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"qa7": { |
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"train": "tasks_1-20_v1-2/en-valid/qa7_train.txt", |
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"test": "tasks_1-20_v1-2/en-valid/qa7_test.txt", |
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"valid": "tasks_1-20_v1-2/en-valid/qa7_valid.txt", |
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}, |
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"qa19": { |
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"valid": "tasks_1-20_v1-2/en-valid/qa19_valid.txt", |
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"test": "tasks_1-20_v1-2/en-valid/qa19_test.txt", |
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"train": "tasks_1-20_v1-2/en-valid/qa19_train.txt", |
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}, |
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"qa17": { |
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"train": "tasks_1-20_v1-2/en-valid/qa17_train.txt", |
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"test": "tasks_1-20_v1-2/en-valid/qa17_test.txt", |
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"valid": "tasks_1-20_v1-2/en-valid/qa17_valid.txt", |
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}, |
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"qa10": { |
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"test": "tasks_1-20_v1-2/en-valid/qa10_test.txt", |
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"valid": "tasks_1-20_v1-2/en-valid/qa10_valid.txt", |
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"train": "tasks_1-20_v1-2/en-valid/qa10_train.txt", |
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}, |
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"qa18": { |
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"valid": "tasks_1-20_v1-2/en-valid/qa18_valid.txt", |
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"train": "tasks_1-20_v1-2/en-valid/qa18_train.txt", |
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"test": "tasks_1-20_v1-2/en-valid/qa18_test.txt", |
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}, |
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}, |
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"en-valid-10k": { |
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"qa5": { |
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"train": "tasks_1-20_v1-2/en-valid-10k/qa5_train.txt", |
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"test": "tasks_1-20_v1-2/en-valid-10k/qa5_test.txt", |
|
"valid": "tasks_1-20_v1-2/en-valid-10k/qa5_valid.txt", |
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}, |
|
"qa16": { |
|
"valid": "tasks_1-20_v1-2/en-valid-10k/qa16_valid.txt", |
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"test": "tasks_1-20_v1-2/en-valid-10k/qa16_test.txt", |
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"train": "tasks_1-20_v1-2/en-valid-10k/qa16_train.txt", |
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}, |
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"qa2": { |
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"valid": "tasks_1-20_v1-2/en-valid-10k/qa2_valid.txt", |
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"test": "tasks_1-20_v1-2/en-valid-10k/qa2_test.txt", |
|
"train": "tasks_1-20_v1-2/en-valid-10k/qa2_train.txt", |
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}, |
|
"qa15": { |
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"train": "tasks_1-20_v1-2/en-valid-10k/qa15_train.txt", |
|
"test": "tasks_1-20_v1-2/en-valid-10k/qa15_test.txt", |
|
"valid": "tasks_1-20_v1-2/en-valid-10k/qa15_valid.txt", |
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}, |
|
"qa9": { |
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"test": "tasks_1-20_v1-2/en-valid-10k/qa9_test.txt", |
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"train": "tasks_1-20_v1-2/en-valid-10k/qa9_train.txt", |
|
"valid": "tasks_1-20_v1-2/en-valid-10k/qa9_valid.txt", |
|
}, |
|
"qa1": { |
|
"valid": "tasks_1-20_v1-2/en-valid-10k/qa1_valid.txt", |
|
"test": "tasks_1-20_v1-2/en-valid-10k/qa1_test.txt", |
|
"train": "tasks_1-20_v1-2/en-valid-10k/qa1_train.txt", |
|
}, |
|
"qa4": { |
|
"test": "tasks_1-20_v1-2/en-valid-10k/qa4_test.txt", |
|
"train": "tasks_1-20_v1-2/en-valid-10k/qa4_train.txt", |
|
"valid": "tasks_1-20_v1-2/en-valid-10k/qa4_valid.txt", |
|
}, |
|
"qa14": { |
|
"valid": "tasks_1-20_v1-2/en-valid-10k/qa14_valid.txt", |
|
"train": "tasks_1-20_v1-2/en-valid-10k/qa14_train.txt", |
|
"test": "tasks_1-20_v1-2/en-valid-10k/qa14_test.txt", |
|
}, |
|
"qa3": { |
|
"test": "tasks_1-20_v1-2/en-valid-10k/qa3_test.txt", |
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"train": "tasks_1-20_v1-2/en-valid-10k/qa3_train.txt", |
|
"valid": "tasks_1-20_v1-2/en-valid-10k/qa3_valid.txt", |
|
}, |
|
"qa6": { |
|
"valid": "tasks_1-20_v1-2/en-valid-10k/qa6_valid.txt", |
|
"test": "tasks_1-20_v1-2/en-valid-10k/qa6_test.txt", |
|
"train": "tasks_1-20_v1-2/en-valid-10k/qa6_train.txt", |
|
}, |
|
"qa8": { |
|
"test": "tasks_1-20_v1-2/en-valid-10k/qa8_test.txt", |
|
"valid": "tasks_1-20_v1-2/en-valid-10k/qa8_valid.txt", |
|
"train": "tasks_1-20_v1-2/en-valid-10k/qa8_train.txt", |
|
}, |
|
"qa20": { |
|
"train": "tasks_1-20_v1-2/en-valid-10k/qa20_train.txt", |
|
"valid": "tasks_1-20_v1-2/en-valid-10k/qa20_valid.txt", |
|
"test": "tasks_1-20_v1-2/en-valid-10k/qa20_test.txt", |
|
}, |
|
"qa11": { |
|
"test": "tasks_1-20_v1-2/en-valid-10k/qa11_test.txt", |
|
"train": "tasks_1-20_v1-2/en-valid-10k/qa11_train.txt", |
|
"valid": "tasks_1-20_v1-2/en-valid-10k/qa11_valid.txt", |
|
}, |
|
"qa12": { |
|
"test": "tasks_1-20_v1-2/en-valid-10k/qa12_test.txt", |
|
"valid": "tasks_1-20_v1-2/en-valid-10k/qa12_valid.txt", |
|
"train": "tasks_1-20_v1-2/en-valid-10k/qa12_train.txt", |
|
}, |
|
"qa13": { |
|
"test": "tasks_1-20_v1-2/en-valid-10k/qa13_test.txt", |
|
"valid": "tasks_1-20_v1-2/en-valid-10k/qa13_valid.txt", |
|
"train": "tasks_1-20_v1-2/en-valid-10k/qa13_train.txt", |
|
}, |
|
"qa7": { |
|
"train": "tasks_1-20_v1-2/en-valid-10k/qa7_train.txt", |
|
"test": "tasks_1-20_v1-2/en-valid-10k/qa7_test.txt", |
|
"valid": "tasks_1-20_v1-2/en-valid-10k/qa7_valid.txt", |
|
}, |
|
"qa19": { |
|
"valid": "tasks_1-20_v1-2/en-valid-10k/qa19_valid.txt", |
|
"test": "tasks_1-20_v1-2/en-valid-10k/qa19_test.txt", |
|
"train": "tasks_1-20_v1-2/en-valid-10k/qa19_train.txt", |
|
}, |
|
"qa17": { |
|
"train": "tasks_1-20_v1-2/en-valid-10k/qa17_train.txt", |
|
"test": "tasks_1-20_v1-2/en-valid-10k/qa17_test.txt", |
|
"valid": "tasks_1-20_v1-2/en-valid-10k/qa17_valid.txt", |
|
}, |
|
"qa10": { |
|
"test": "tasks_1-20_v1-2/en-valid-10k/qa10_test.txt", |
|
"valid": "tasks_1-20_v1-2/en-valid-10k/qa10_valid.txt", |
|
"train": "tasks_1-20_v1-2/en-valid-10k/qa10_train.txt", |
|
}, |
|
"qa18": { |
|
"valid": "tasks_1-20_v1-2/en-valid-10k/qa18_valid.txt", |
|
"train": "tasks_1-20_v1-2/en-valid-10k/qa18_train.txt", |
|
"test": "tasks_1-20_v1-2/en-valid-10k/qa18_test.txt", |
|
}, |
|
}, |
|
"hn": { |
|
"qa9": { |
|
"test": "tasks_1-20_v1-2/hn/qa9_simple-negation_test.txt", |
|
"train": "tasks_1-20_v1-2/hn/qa9_simple-negation_train.txt", |
|
}, |
|
"qa4": { |
|
"train": "tasks_1-20_v1-2/hn/qa4_two-arg-relations_train.txt", |
|
"test": "tasks_1-20_v1-2/hn/qa4_two-arg-relations_test.txt", |
|
}, |
|
"qa6": { |
|
"train": "tasks_1-20_v1-2/hn/qa6_yes-no-questions_train.txt", |
|
"test": "tasks_1-20_v1-2/hn/qa6_yes-no-questions_test.txt", |
|
}, |
|
"qa11": { |
|
"test": "tasks_1-20_v1-2/hn/qa11_basic-coreference_test.txt", |
|
"train": "tasks_1-20_v1-2/hn/qa11_basic-coreference_train.txt", |
|
}, |
|
"qa3": { |
|
"test": "tasks_1-20_v1-2/hn/qa3_three-supporting-facts_test.txt", |
|
"train": "tasks_1-20_v1-2/hn/qa3_three-supporting-facts_train.txt", |
|
}, |
|
"qa15": { |
|
"test": "tasks_1-20_v1-2/hn/qa15_basic-deduction_test.txt", |
|
"train": "tasks_1-20_v1-2/hn/qa15_basic-deduction_train.txt", |
|
}, |
|
"qa17": { |
|
"test": "tasks_1-20_v1-2/hn/qa17_positional-reasoning_test.txt", |
|
"train": "tasks_1-20_v1-2/hn/qa17_positional-reasoning_train.txt", |
|
}, |
|
"qa13": { |
|
"test": "tasks_1-20_v1-2/hn/qa13_compound-coreference_test.txt", |
|
"train": "tasks_1-20_v1-2/hn/qa13_compound-coreference_train.txt", |
|
}, |
|
"qa1": { |
|
"train": "tasks_1-20_v1-2/hn/qa1_single-supporting-fact_train.txt", |
|
"test": "tasks_1-20_v1-2/hn/qa1_single-supporting-fact_test.txt", |
|
}, |
|
"qa14": { |
|
"train": "tasks_1-20_v1-2/hn/qa14_time-reasoning_train.txt", |
|
"test": "tasks_1-20_v1-2/hn/qa14_time-reasoning_test.txt", |
|
}, |
|
"qa16": { |
|
"test": "tasks_1-20_v1-2/hn/qa16_basic-induction_test.txt", |
|
"train": "tasks_1-20_v1-2/hn/qa16_basic-induction_train.txt", |
|
}, |
|
"qa19": { |
|
"test": "tasks_1-20_v1-2/hn/qa19_path-finding_test.txt", |
|
"train": "tasks_1-20_v1-2/hn/qa19_path-finding_train.txt", |
|
}, |
|
"qa18": { |
|
"test": "tasks_1-20_v1-2/hn/qa18_size-reasoning_test.txt", |
|
"train": "tasks_1-20_v1-2/hn/qa18_size-reasoning_train.txt", |
|
}, |
|
"qa10": { |
|
"train": "tasks_1-20_v1-2/hn/qa10_indefinite-knowledge_train.txt", |
|
"test": "tasks_1-20_v1-2/hn/qa10_indefinite-knowledge_test.txt", |
|
}, |
|
"qa7": { |
|
"train": "tasks_1-20_v1-2/hn/qa7_counting_train.txt", |
|
"test": "tasks_1-20_v1-2/hn/qa7_counting_test.txt", |
|
}, |
|
"qa5": { |
|
"test": "tasks_1-20_v1-2/hn/qa5_three-arg-relations_test.txt", |
|
"train": "tasks_1-20_v1-2/hn/qa5_three-arg-relations_train.txt", |
|
}, |
|
"qa12": { |
|
"test": "tasks_1-20_v1-2/hn/qa12_conjunction_test.txt", |
|
"train": "tasks_1-20_v1-2/hn/qa12_conjunction_train.txt", |
|
}, |
|
"qa2": { |
|
"train": "tasks_1-20_v1-2/hn/qa2_two-supporting-facts_train.txt", |
|
"test": "tasks_1-20_v1-2/hn/qa2_two-supporting-facts_test.txt", |
|
}, |
|
"qa20": { |
|
"train": "tasks_1-20_v1-2/hn/qa20_agents-motivations_train.txt", |
|
"test": "tasks_1-20_v1-2/hn/qa20_agents-motivations_test.txt", |
|
}, |
|
"qa8": { |
|
"train": "tasks_1-20_v1-2/hn/qa8_lists-sets_train.txt", |
|
"test": "tasks_1-20_v1-2/hn/qa8_lists-sets_test.txt", |
|
}, |
|
}, |
|
"hn-10k": { |
|
"qa9": { |
|
"test": "tasks_1-20_v1-2/hn-10k/qa9_simple-negation_test.txt", |
|
"train": "tasks_1-20_v1-2/hn-10k/qa9_simple-negation_train.txt", |
|
}, |
|
"qa4": { |
|
"train": "tasks_1-20_v1-2/hn-10k/qa4_two-arg-relations_train.txt", |
|
"test": "tasks_1-20_v1-2/hn-10k/qa4_two-arg-relations_test.txt", |
|
}, |
|
"qa6": { |
|
"train": "tasks_1-20_v1-2/hn-10k/qa6_yes-no-questions_train.txt", |
|
"test": "tasks_1-20_v1-2/hn-10k/qa6_yes-no-questions_test.txt", |
|
}, |
|
"qa11": { |
|
"test": "tasks_1-20_v1-2/hn-10k/qa11_basic-coreference_test.txt", |
|
"train": "tasks_1-20_v1-2/hn-10k/qa11_basic-coreference_train.txt", |
|
}, |
|
"qa3": { |
|
"test": "tasks_1-20_v1-2/hn-10k/qa3_three-supporting-facts_test.txt", |
|
"train": "tasks_1-20_v1-2/hn-10k/qa3_three-supporting-facts_train.txt", |
|
}, |
|
"qa15": { |
|
"test": "tasks_1-20_v1-2/hn-10k/qa15_basic-deduction_test.txt", |
|
"train": "tasks_1-20_v1-2/hn-10k/qa15_basic-deduction_train.txt", |
|
}, |
|
"qa17": { |
|
"test": "tasks_1-20_v1-2/hn-10k/qa17_positional-reasoning_test.txt", |
|
"train": "tasks_1-20_v1-2/hn-10k/qa17_positional-reasoning_train.txt", |
|
}, |
|
"qa13": { |
|
"test": "tasks_1-20_v1-2/hn-10k/qa13_compound-coreference_test.txt", |
|
"train": "tasks_1-20_v1-2/hn-10k/qa13_compound-coreference_train.txt", |
|
}, |
|
"qa1": { |
|
"train": "tasks_1-20_v1-2/hn-10k/qa1_single-supporting-fact_train.txt", |
|
"test": "tasks_1-20_v1-2/hn-10k/qa1_single-supporting-fact_test.txt", |
|
}, |
|
"qa14": { |
|
"train": "tasks_1-20_v1-2/hn-10k/qa14_time-reasoning_train.txt", |
|
"test": "tasks_1-20_v1-2/hn-10k/qa14_time-reasoning_test.txt", |
|
}, |
|
"qa16": { |
|
"test": "tasks_1-20_v1-2/hn-10k/qa16_basic-induction_test.txt", |
|
"train": "tasks_1-20_v1-2/hn-10k/qa16_basic-induction_train.txt", |
|
}, |
|
"qa19": { |
|
"test": "tasks_1-20_v1-2/hn-10k/qa19_path-finding_test.txt", |
|
"train": "tasks_1-20_v1-2/hn-10k/qa19_path-finding_train.txt", |
|
}, |
|
"qa18": { |
|
"test": "tasks_1-20_v1-2/hn-10k/qa18_size-reasoning_test.txt", |
|
"train": "tasks_1-20_v1-2/hn-10k/qa18_size-reasoning_train.txt", |
|
}, |
|
"qa10": { |
|
"train": "tasks_1-20_v1-2/hn-10k/qa10_indefinite-knowledge_train.txt", |
|
"test": "tasks_1-20_v1-2/hn-10k/qa10_indefinite-knowledge_test.txt", |
|
}, |
|
"qa7": { |
|
"train": "tasks_1-20_v1-2/hn-10k/qa7_counting_train.txt", |
|
"test": "tasks_1-20_v1-2/hn-10k/qa7_counting_test.txt", |
|
}, |
|
"qa5": { |
|
"test": "tasks_1-20_v1-2/hn-10k/qa5_three-arg-relations_test.txt", |
|
"train": "tasks_1-20_v1-2/hn-10k/qa5_three-arg-relations_train.txt", |
|
}, |
|
"qa12": { |
|
"test": "tasks_1-20_v1-2/hn-10k/qa12_conjunction_test.txt", |
|
"train": "tasks_1-20_v1-2/hn-10k/qa12_conjunction_train.txt", |
|
}, |
|
"qa2": { |
|
"train": "tasks_1-20_v1-2/hn-10k/qa2_two-supporting-facts_train.txt", |
|
"test": "tasks_1-20_v1-2/hn-10k/qa2_two-supporting-facts_test.txt", |
|
}, |
|
"qa20": { |
|
"train": "tasks_1-20_v1-2/hn-10k/qa20_agents-motivations_train.txt", |
|
"test": "tasks_1-20_v1-2/hn-10k/qa20_agents-motivations_test.txt", |
|
}, |
|
"qa8": { |
|
"train": "tasks_1-20_v1-2/hn-10k/qa8_lists-sets_train.txt", |
|
"test": "tasks_1-20_v1-2/hn-10k/qa8_lists-sets_test.txt", |
|
}, |
|
}, |
|
"shuffled": { |
|
"qa9": { |
|
"test": "tasks_1-20_v1-2/shuffled/qa9_simple-negation_test.txt", |
|
"train": "tasks_1-20_v1-2/shuffled/qa9_simple-negation_train.txt", |
|
}, |
|
"qa4": { |
|
"train": "tasks_1-20_v1-2/shuffled/qa4_two-arg-relations_train.txt", |
|
"test": "tasks_1-20_v1-2/shuffled/qa4_two-arg-relations_test.txt", |
|
}, |
|
"qa6": { |
|
"train": "tasks_1-20_v1-2/shuffled/qa6_yes-no-questions_train.txt", |
|
"test": "tasks_1-20_v1-2/shuffled/qa6_yes-no-questions_test.txt", |
|
}, |
|
"qa11": { |
|
"test": "tasks_1-20_v1-2/shuffled/qa11_basic-coreference_test.txt", |
|
"train": "tasks_1-20_v1-2/shuffled/qa11_basic-coreference_train.txt", |
|
}, |
|
"qa3": { |
|
"test": "tasks_1-20_v1-2/shuffled/qa3_three-supporting-facts_test.txt", |
|
"train": "tasks_1-20_v1-2/shuffled/qa3_three-supporting-facts_train.txt", |
|
}, |
|
"qa15": { |
|
"test": "tasks_1-20_v1-2/shuffled/qa15_basic-deduction_test.txt", |
|
"train": "tasks_1-20_v1-2/shuffled/qa15_basic-deduction_train.txt", |
|
}, |
|
"qa17": { |
|
"test": "tasks_1-20_v1-2/shuffled/qa17_positional-reasoning_test.txt", |
|
"train": "tasks_1-20_v1-2/shuffled/qa17_positional-reasoning_train.txt", |
|
}, |
|
"qa13": { |
|
"test": "tasks_1-20_v1-2/shuffled/qa13_compound-coreference_test.txt", |
|
"train": "tasks_1-20_v1-2/shuffled/qa13_compound-coreference_train.txt", |
|
}, |
|
"qa1": { |
|
"train": "tasks_1-20_v1-2/shuffled/qa1_single-supporting-fact_train.txt", |
|
"test": "tasks_1-20_v1-2/shuffled/qa1_single-supporting-fact_test.txt", |
|
}, |
|
"qa14": { |
|
"train": "tasks_1-20_v1-2/shuffled/qa14_time-reasoning_train.txt", |
|
"test": "tasks_1-20_v1-2/shuffled/qa14_time-reasoning_test.txt", |
|
}, |
|
"qa16": { |
|
"test": "tasks_1-20_v1-2/shuffled/qa16_basic-induction_test.txt", |
|
"train": "tasks_1-20_v1-2/shuffled/qa16_basic-induction_train.txt", |
|
}, |
|
"qa19": { |
|
"test": "tasks_1-20_v1-2/shuffled/qa19_path-finding_test.txt", |
|
"train": "tasks_1-20_v1-2/shuffled/qa19_path-finding_train.txt", |
|
}, |
|
"qa18": { |
|
"test": "tasks_1-20_v1-2/shuffled/qa18_size-reasoning_test.txt", |
|
"train": "tasks_1-20_v1-2/shuffled/qa18_size-reasoning_train.txt", |
|
}, |
|
"qa10": { |
|
"train": "tasks_1-20_v1-2/shuffled/qa10_indefinite-knowledge_train.txt", |
|
"test": "tasks_1-20_v1-2/shuffled/qa10_indefinite-knowledge_test.txt", |
|
}, |
|
"qa7": { |
|
"train": "tasks_1-20_v1-2/shuffled/qa7_counting_train.txt", |
|
"test": "tasks_1-20_v1-2/shuffled/qa7_counting_test.txt", |
|
}, |
|
"qa5": { |
|
"test": "tasks_1-20_v1-2/shuffled/qa5_three-arg-relations_test.txt", |
|
"train": "tasks_1-20_v1-2/shuffled/qa5_three-arg-relations_train.txt", |
|
}, |
|
"qa12": { |
|
"test": "tasks_1-20_v1-2/shuffled/qa12_conjunction_test.txt", |
|
"train": "tasks_1-20_v1-2/shuffled/qa12_conjunction_train.txt", |
|
}, |
|
"qa2": { |
|
"train": "tasks_1-20_v1-2/shuffled/qa2_two-supporting-facts_train.txt", |
|
"test": "tasks_1-20_v1-2/shuffled/qa2_two-supporting-facts_test.txt", |
|
}, |
|
"qa20": { |
|
"train": "tasks_1-20_v1-2/shuffled/qa20_agents-motivations_train.txt", |
|
"test": "tasks_1-20_v1-2/shuffled/qa20_agents-motivations_test.txt", |
|
}, |
|
"qa8": { |
|
"train": "tasks_1-20_v1-2/shuffled/qa8_lists-sets_train.txt", |
|
"test": "tasks_1-20_v1-2/shuffled/qa8_lists-sets_test.txt", |
|
}, |
|
}, |
|
"shuffled-10k": { |
|
"qa9": { |
|
"test": "tasks_1-20_v1-2/shuffled-10k/qa9_simple-negation_test.txt", |
|
"train": "tasks_1-20_v1-2/shuffled-10k/qa9_simple-negation_train.txt", |
|
}, |
|
"qa4": { |
|
"train": "tasks_1-20_v1-2/shuffled-10k/qa4_two-arg-relations_train.txt", |
|
"test": "tasks_1-20_v1-2/shuffled-10k/qa4_two-arg-relations_test.txt", |
|
}, |
|
"qa6": { |
|
"train": "tasks_1-20_v1-2/shuffled-10k/qa6_yes-no-questions_train.txt", |
|
"test": "tasks_1-20_v1-2/shuffled-10k/qa6_yes-no-questions_test.txt", |
|
}, |
|
"qa11": { |
|
"test": "tasks_1-20_v1-2/shuffled-10k/qa11_basic-coreference_test.txt", |
|
"train": "tasks_1-20_v1-2/shuffled-10k/qa11_basic-coreference_train.txt", |
|
}, |
|
"qa3": { |
|
"test": "tasks_1-20_v1-2/shuffled-10k/qa3_three-supporting-facts_test.txt", |
|
"train": "tasks_1-20_v1-2/shuffled-10k/qa3_three-supporting-facts_train.txt", |
|
}, |
|
"qa15": { |
|
"test": "tasks_1-20_v1-2/shuffled-10k/qa15_basic-deduction_test.txt", |
|
"train": "tasks_1-20_v1-2/shuffled-10k/qa15_basic-deduction_train.txt", |
|
}, |
|
"qa17": { |
|
"test": "tasks_1-20_v1-2/shuffled-10k/qa17_positional-reasoning_test.txt", |
|
"train": "tasks_1-20_v1-2/shuffled-10k/qa17_positional-reasoning_train.txt", |
|
}, |
|
"qa13": { |
|
"test": "tasks_1-20_v1-2/shuffled-10k/qa13_compound-coreference_test.txt", |
|
"train": "tasks_1-20_v1-2/shuffled-10k/qa13_compound-coreference_train.txt", |
|
}, |
|
"qa1": { |
|
"train": "tasks_1-20_v1-2/shuffled-10k/qa1_single-supporting-fact_train.txt", |
|
"test": "tasks_1-20_v1-2/shuffled-10k/qa1_single-supporting-fact_test.txt", |
|
}, |
|
"qa14": { |
|
"train": "tasks_1-20_v1-2/shuffled-10k/qa14_time-reasoning_train.txt", |
|
"test": "tasks_1-20_v1-2/shuffled-10k/qa14_time-reasoning_test.txt", |
|
}, |
|
"qa16": { |
|
"test": "tasks_1-20_v1-2/shuffled-10k/qa16_basic-induction_test.txt", |
|
"train": "tasks_1-20_v1-2/shuffled-10k/qa16_basic-induction_train.txt", |
|
}, |
|
"qa19": { |
|
"test": "tasks_1-20_v1-2/shuffled-10k/qa19_path-finding_test.txt", |
|
"train": "tasks_1-20_v1-2/shuffled-10k/qa19_path-finding_train.txt", |
|
}, |
|
"qa18": { |
|
"test": "tasks_1-20_v1-2/shuffled-10k/qa18_size-reasoning_test.txt", |
|
"train": "tasks_1-20_v1-2/shuffled-10k/qa18_size-reasoning_train.txt", |
|
}, |
|
"qa10": { |
|
"train": "tasks_1-20_v1-2/shuffled-10k/qa10_indefinite-knowledge_train.txt", |
|
"test": "tasks_1-20_v1-2/shuffled-10k/qa10_indefinite-knowledge_test.txt", |
|
}, |
|
"qa7": { |
|
"train": "tasks_1-20_v1-2/shuffled-10k/qa7_counting_train.txt", |
|
"test": "tasks_1-20_v1-2/shuffled-10k/qa7_counting_test.txt", |
|
}, |
|
"qa5": { |
|
"test": "tasks_1-20_v1-2/shuffled-10k/qa5_three-arg-relations_test.txt", |
|
"train": "tasks_1-20_v1-2/shuffled-10k/qa5_three-arg-relations_train.txt", |
|
}, |
|
"qa12": { |
|
"test": "tasks_1-20_v1-2/shuffled-10k/qa12_conjunction_test.txt", |
|
"train": "tasks_1-20_v1-2/shuffled-10k/qa12_conjunction_train.txt", |
|
}, |
|
"qa2": { |
|
"train": "tasks_1-20_v1-2/shuffled-10k/qa2_two-supporting-facts_train.txt", |
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"test": "tasks_1-20_v1-2/shuffled-10k/qa2_two-supporting-facts_test.txt", |
|
}, |
|
"qa20": { |
|
"train": "tasks_1-20_v1-2/shuffled-10k/qa20_agents-motivations_train.txt", |
|
"test": "tasks_1-20_v1-2/shuffled-10k/qa20_agents-motivations_test.txt", |
|
}, |
|
"qa8": { |
|
"train": "tasks_1-20_v1-2/shuffled-10k/qa8_lists-sets_train.txt", |
|
"test": "tasks_1-20_v1-2/shuffled-10k/qa8_lists-sets_test.txt", |
|
}, |
|
}, |
|
} |
|
|
|
|
|
class BabiQaConfig(datasets.BuilderConfig): |
|
def __init__(self, *args, type=None, task_no=None, **kwargs): |
|
super().__init__( |
|
*args, |
|
name=f"{type}-{task_no}", |
|
**kwargs, |
|
) |
|
self.type = type |
|
self.task_no = task_no |
|
|
|
|
|
class BabiQa(datasets.GeneratorBasedBuilder): |
|
"""The bAbI QA (20) tasks Dataset""" |
|
|
|
VERSION = datasets.Version("1.2.0") |
|
|
|
BUILDER_CONFIG_CLASS = BabiQaConfig |
|
|
|
BUILDER_CONFIGS = [ |
|
BabiQaConfig( |
|
type="en", |
|
task_no="qa1", |
|
version=VERSION, |
|
description="This part of the config handles the `qa1` task of the bAbI `en` dataset", |
|
), |
|
BabiQaConfig( |
|
type="hn", |
|
task_no="qa1", |
|
version=VERSION, |
|
description="This part of the config handles the `qa1` task of the bAbI `hn` dataset", |
|
), |
|
BabiQaConfig( |
|
type="en-10k", |
|
task_no="qa1", |
|
version=VERSION, |
|
description="This part of the config handles the `qa1` task of the bAbI `en-10k` dataset", |
|
), |
|
BabiQaConfig( |
|
type="en-valid", |
|
task_no="qa1", |
|
version=VERSION, |
|
description="This part of the config handles the `qa1` task of the bAbI `en-valid` dataset", |
|
), |
|
BabiQaConfig( |
|
type="en-valid-10k", |
|
task_no="qa1", |
|
version=VERSION, |
|
description="This part of the config handles the `qa1` task of the bAbI `en-valid-10k` dataset", |
|
), |
|
BabiQaConfig( |
|
type="hn-10k", |
|
task_no="qa1", |
|
version=VERSION, |
|
description="This part of the config handles the `qa1` task of the bAbI `hn-10k` dataset", |
|
), |
|
BabiQaConfig( |
|
type="shuffled", |
|
task_no="qa1", |
|
version=VERSION, |
|
description="This part of the config handles the `qa1` task of the bAbI `shuffled` dataset", |
|
), |
|
BabiQaConfig( |
|
type="shuffled-10k", |
|
task_no="qa1", |
|
version=VERSION, |
|
description="This part of the config handles the `qa1` task of the bAbI `shuffled-10k` dataset", |
|
), |
|
] |
|
|
|
def _info(self): |
|
features = datasets.Features( |
|
{ |
|
"story": datasets.Sequence( |
|
{ |
|
"id": datasets.Value("string"), |
|
"type": datasets.ClassLabel(names=["context", "question"]), |
|
"text": datasets.Value("string"), |
|
"supporting_ids": datasets.Sequence(datasets.Value("string")), |
|
"answer": datasets.Value("string"), |
|
} |
|
), |
|
} |
|
) |
|
return datasets.DatasetInfo( |
|
|
|
description=_DESCRIPTION, |
|
|
|
features=features, |
|
|
|
|
|
|
|
supervised_keys=None, |
|
|
|
homepage=_HOMEPAGE, |
|
|
|
license=_LICENSE, |
|
|
|
citation=_CITATION, |
|
) |
|
|
|
def _split_generators(self, dl_manager): |
|
"""Returns SplitGenerators.""" |
|
my_urls = ZIP_URL |
|
archive = dl_manager.download(my_urls) |
|
splits = [ |
|
datasets.SplitGenerator( |
|
name=datasets.Split.TRAIN, |
|
|
|
gen_kwargs={ |
|
"filepath": paths[self.config.type][self.config.task_no]["train"], |
|
"files": dl_manager.iter_archive(archive), |
|
}, |
|
), |
|
datasets.SplitGenerator( |
|
name=datasets.Split.TEST, |
|
|
|
gen_kwargs={ |
|
"filepath": paths[self.config.type][self.config.task_no]["test"], |
|
"files": dl_manager.iter_archive(archive), |
|
}, |
|
), |
|
] |
|
if "valid" in self.config.type: |
|
splits += [ |
|
datasets.SplitGenerator( |
|
name=datasets.Split.VALIDATION, |
|
|
|
gen_kwargs={ |
|
"filepath": paths[self.config.type][self.config.task_no]["valid"], |
|
"files": dl_manager.iter_archive(archive), |
|
}, |
|
), |
|
] |
|
return splits |
|
|
|
def _generate_examples(self, filepath, files): |
|
|
|
for path, f in files: |
|
if path == filepath: |
|
story = [] |
|
example_idx = 0 |
|
for idx, line in enumerate(f): |
|
line = line.decode("utf-8") |
|
if line.strip() == "": |
|
if story != []: |
|
yield example_idx, {"story": story} |
|
example_idx += 1 |
|
story = [] |
|
elif line.strip().split()[0] == "1": |
|
if story != []: |
|
yield example_idx, {"story": story} |
|
example_idx += 1 |
|
story = [] |
|
line_no = line.split()[0] |
|
line_split = line[len(line_no) :].strip().split("\t") |
|
if len(line_split) > 1: |
|
story.append( |
|
{ |
|
"id": line_no, |
|
"type": 1, |
|
"supporting_ids": line_split[-1].split(" "), |
|
"text": line_split[0].strip(), |
|
"answer": line_split[1].strip(), |
|
} |
|
) |
|
else: |
|
story.append( |
|
{ |
|
"id": line_no, |
|
"type": 0, |
|
"supporting_ids": [], |
|
"text": line_split[0].strip(), |
|
"answer": "", |
|
} |
|
) |
|
else: |
|
line_no = line.split()[0] |
|
line_split = line[len(line_no) :].strip().split("\t") |
|
if len(line_split) > 1: |
|
story.append( |
|
{ |
|
"id": line_no, |
|
"type": 1, |
|
"supporting_ids": line_split[-1].split(" "), |
|
"text": line_split[0].strip(), |
|
"answer": line_split[1].strip(), |
|
} |
|
) |
|
else: |
|
story.append( |
|
{ |
|
"id": line_no, |
|
"type": 0, |
|
"supporting_ids": [], |
|
"text": line_split[0].strip(), |
|
"answer": "", |
|
} |
|
) |
|
else: |
|
if story != []: |
|
yield example_idx, {"story": story} |
|
break |
|
|