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Question Answering
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- README.md +212 -3
- data/task_1-single_supporting_fact/babi-test.parquet +3 -0
- data/task_1-single_supporting_fact/babi-train.parquet +3 -0
- data/task_1-single_supporting_fact/babi-validation.parquet +3 -0
- data/task_10-indefinite_knowledge/babi-test.parquet +3 -0
- data/task_10-indefinite_knowledge/babi-train.parquet +3 -0
- data/task_10-indefinite_knowledge/babi-validation.parquet +3 -0
- data/task_11-basic_coreference/babi-test.parquet +3 -0
- data/task_11-basic_coreference/babi-train.parquet +3 -0
- data/task_11-basic_coreference/babi-validation.parquet +3 -0
- data/task_12-conjunction/babi-test.parquet +3 -0
- data/task_12-conjunction/babi-train.parquet +3 -0
- data/task_12-conjunction/babi-validation.parquet +3 -0
- data/task_13-compound_coreference/babi-test.parquet +3 -0
- data/task_13-compound_coreference/babi-train.parquet +3 -0
- data/task_13-compound_coreference/babi-validation.parquet +3 -0
- data/task_14-time_reasoning/babi-test.parquet +3 -0
- data/task_14-time_reasoning/babi-train.parquet +3 -0
- data/task_14-time_reasoning/babi-validation.parquet +3 -0
- data/task_15-basic_deduction/babi-test.parquet +3 -0
- data/task_15-basic_deduction/babi-train.parquet +3 -0
- data/task_15-basic_deduction/babi-validation.parquet +3 -0
- data/task_16-basic_induction/babi-test.parquet +3 -0
- data/task_16-basic_induction/babi-train.parquet +3 -0
- data/task_16-basic_induction/babi-validation.parquet +3 -0
- data/task_17-positional_reasoning/babi-test.parquet +3 -0
- data/task_17-positional_reasoning/babi-train.parquet +3 -0
- data/task_17-positional_reasoning/babi-validation.parquet +3 -0
- data/task_18-size_reasoning/babi-test.parquet +3 -0
- data/task_18-size_reasoning/babi-train.parquet +3 -0
- data/task_18-size_reasoning/babi-validation.parquet +3 -0
- data/task_19-path_finding/babi-test.parquet +3 -0
- data/task_19-path_finding/babi-train.parquet +3 -0
- data/task_19-path_finding/babi-validation.parquet +3 -0
- data/task_2-two_supporting_facts/babi-test.parquet +3 -0
- data/task_2-two_supporting_facts/babi-train.parquet +3 -0
- data/task_2-two_supporting_facts/babi-validation.parquet +3 -0
- data/task_20-agents_motivations/babi-test.parquet +3 -0
- data/task_20-agents_motivations/babi-train.parquet +3 -0
- data/task_20-agents_motivations/babi-validation.parquet +3 -0
- data/task_3-three_supporting_facts/babi-test.parquet +3 -0
- data/task_3-three_supporting_facts/babi-train.parquet +3 -0
- data/task_3-three_supporting_facts/babi-validation.parquet +3 -0
- data/task_4-two_argument_relations/babi-test.parquet +3 -0
- data/task_4-two_argument_relations/babi-train.parquet +3 -0
- data/task_4-two_argument_relations/babi-validation.parquet +3 -0
- data/task_5-three_argument_relations/babi-test.parquet +3 -0
- data/task_5-three_argument_relations/babi-train.parquet +3 -0
- data/task_5-three_argument_relations/babi-validation.parquet +3 -0
- data/task_6-yes_no_questions/babi-test.parquet +3 -0
README.md
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---
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language:
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- en
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license: mit
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task_categories:
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- question-answering
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pretty_name: bAbI divided by task
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description: "These tasks measure understanding in several ways: whether a system is able to answer questions via chaining facts, simple induction, deduction and many more. The tasks are designed to be prerequisites for any system that aims to be capable of conversing with a human."
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configs:
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- config_name: task_1-single_supporting_fact
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data_files:
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- split: train
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path: "data/task_1-single_supporting_fact/babi-train.parquet"
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- split: test
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path: "data/task_1-single_supporting_fact/babi-test.parquet"
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- split: validation
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path: "data/task_1-single_supporting_fact/babi-validation.parquet"
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- config_name: task_2-two_supporting_facts
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data_files:
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- split: train
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path: "data/task_2-two_supporting_facts/babi-train.parquet"
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- split: test
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path: "data/task_2-two_supporting_facts/babi-test.parquet"
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- split: validation
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path: "data/task_2-two_supporting_facts/babi-validation.parquet"
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- config_name: task_3-three_supporting_facts
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data_files:
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- split: train
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path: "data/task_3-three_supporting_facts/babi-train.parquet"
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- split: test
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path: "data/task_3-three_supporting_facts/babi-test.parquet"
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- split: validation
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path: "data/task_3-three_supporting_facts/babi-validation.parquet"
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- config_name: task_4-two_argument_relations
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data_files:
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- split: train
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path: "data/task_4-two_argument_relations/babi-train.parquet"
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- split: test
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path: "data/task_4-two_argument_relations/babi-test.parquet"
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- split: validation
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path: "data/task_4-two_argument_relations/babi-validation.parquet"
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- config_name: task_5-three_argument_relations
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data_files:
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- split: train
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path: "data/task_5-three_argument_relations/babi-train.parquet"
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- split: test
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path: "data/task_5-three_argument_relations/babi-test.parquet"
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- split: validation
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path: "data/task_5-three_argument_relations/babi-validation.parquet"
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- config_name: task_6-yes_no_questions
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data_files:
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- split: train
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path: "data/task_6-yes_no_questions/babi-train.parquet"
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- split: test
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path: "data/task_6-yes_no_questions/babi-test.parquet"
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- split: validation
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path: "data/task_6-yes_no_questions/babi-validation.parquet"
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- config_name: task_7-counting
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data_files:
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- split: train
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path: "data/task_7-counting/babi-train.parquet"
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- split: test
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path: "data/task_7-counting/babi-test.parquet"
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- split: validation
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path: "data/task_7-counting/babi-validation.parquet"
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- config_name: task_8-lists_sets
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data_files:
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- split: train
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path: "data/task_8-lists_sets/babi-train.parquet"
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- split: test
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path: "data/task_8-lists_sets/babi-test.parquet"
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- split: validation
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path: "data/task_8-lists_sets/babi-validation.parquet"
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- config_name: task_9-simple_negation
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data_files:
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- split: train
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path: "data/task_9-simple_negation/babi-train.parquet"
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- split: test
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path: "data/task_9-simple_negation/babi-test.parquet"
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- split: validation
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path: "data/task_9-simple_negation/babi-validation.parquet"
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- config_name: task_10-indefinite_knowledge
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data_files:
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- split: train
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path: "data/task_10-indefinite_knowledge/babi-train.parquet"
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- split: test
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path: "data/task_10-indefinite_knowledge/babi-test.parquet"
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- split: validation
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path: "data/task_10-indefinite_knowledge/babi-validation.parquet"
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- config_name: task_11-basic_coreference
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data_files:
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- split: train
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path: "data/task_11-basic_coreference/babi-train.parquet"
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- split: test
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path: "data/task_11-basic_coreference/babi-test.parquet"
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- split: validation
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path: "data/task_11-basic_coreference/babi-validation.parquet"
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- config_name: task_12-conjunction
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data_files:
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- split: train
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path: "data/task_12-conjunction/babi-train.parquet"
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- split: test
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path: "data/task_12-conjunction/babi-test.parquet"
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- split: validation
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path: "data/task_12-conjunction/babi-validation.parquet"
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- config_name: task_13-compound_coreference
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data_files:
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- split: train
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path: "data/task_13-compound_coreference/babi-train.parquet"
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- split: test
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path: "data/task_13-compound_coreference/babi-test.parquet"
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- split: validation
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path: "data/task_13-compound_coreference/babi-validation.parquet"
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- config_name: task_14-time_reasoning
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data_files:
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- split: train
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path: "data/task_14-time_reasoning/babi-train.parquet"
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- split: test
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path: "data/task_14-time_reasoning/babi-test.parquet"
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- split: validation
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path: "data/task_14-time_reasoning/babi-validation.parquet"
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- config_name: task_15-basic_deduction
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data_files:
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- split: train
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path: "data/task_15-basic_deduction/babi-train.parquet"
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- split: test
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path: "data/task_15-basic_deduction/babi-test.parquet"
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- split: validation
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path: "data/task_15-basic_deduction/babi-validation.parquet"
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- config_name: task_16-basic_induction
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data_files:
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- split: train
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path: "data/task_16-basic_induction/babi-train.parquet"
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- split: test
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path: "data/task_16-basic_induction/babi-test.parquet"
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- split: validation
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path: "data/task_16-basic_induction/babi-validation.parquet"
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- config_name: task_17-positional_reasoning
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data_files:
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- split: train
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path: "data/task_17-positional_reasoning/babi-train.parquet"
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- split: test
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path: "data/task_17-positional_reasoning/babi-test.parquet"
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- split: validation
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path: "data/task_17-positional_reasoning/babi-validation.parquet"
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- config_name: task_18-size_reasoning
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data_files:
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- split: train
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path: "data/task_18-size_reasoning/babi-train.parquet"
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- split: test
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path: "data/task_18-size_reasoning/babi-test.parquet"
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- split: validation
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path: "data/task_18-size_reasoning/babi-validation.parquet"
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- config_name: task_19-path_finding
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data_files:
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- split: train
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path: "data/task_19-path_finding/babi-train.parquet"
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- split: test
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path: "data/task_19-path_finding/babi-test.parquet"
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- split: validation
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path: "data/task_19-path_finding/babi-validation.parquet"
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- config_name: task_20-agents_motivations
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data_files:
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- split: train
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path: "data/task_20-agents_motivations/babi-train.parquet"
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- split: test
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path: "data/task_20-agents_motivations/babi-test.parquet"
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- split: validation
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path: "data/task_20-agents_motivations/babi-validation.parquet"
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---
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# bAbI Dataset : Per-Task Splits
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The examples in this dataset were obtained from "Muennighoff/babi". This dataset offer the same examples but it can be loaded using a per-task basis:
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```python
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from datasets import load_dataset
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ds = load_dataset('RawthiL/babi_tasks', 'task_1-single_supporting_fact')
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```
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The available tasks are:
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| Task ID | Task Name | Split Name|
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|---------|-----------|----|
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| 1 | Single Supporting Fact | task_1-single_supporting_fact |
|
184 |
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| 2 | Two Supporting Facts | task_2-two_supporting_facts |
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| 3 | Three Supporting Facts | task_3-three_supporting_facts |
|
186 |
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| 4 | Two Argument Relations | task_4-two_argument_relations |
|
187 |
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| 5 | Three Argument Relations | task_5-three_argument_relations |
|
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| 6 | Yes/No Questions | task_6-yes_no_questions |
|
189 |
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| 7 | Counting | task_7-counting |
|
190 |
+
| 8 | Lists/Sets | task_8-lists_sets |
|
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| 9 | Simple Negation | task_9-simple_negation |
|
192 |
+
| 10 | Indefinite Knowledge | task_10-indefinite_knowledge |
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193 |
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| 11 | Basic Coreference | task_11-basic_coreference |
|
194 |
+
| 12 | Conjunction | task_12-conjunction |
|
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| 13 | Compound Coreference | task_13-compound_coreference |
|
196 |
+
| 14 | Time Reasoning | task_14-time_reasoning |
|
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| 15 | Basic Deduction | task_15-basic_deduction |
|
198 |
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| 16 | Basic Induction | task_16-basic_induction |
|
199 |
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| 17 | Positional Reasoning | task_17-positional_reasoning |
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200 |
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| 18 | Size Reasoning | task_18-size_reasoning |
|
201 |
+
| 19 | Path Finding | task_19-path_finding |
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202 |
+
| 20 | Agent's Motivations | task_20-agents_motivations |
|
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+
|
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### TOWARDS AI-COMPLETE QUESTION ANSWERING: A SET OF PREREQUISITE TOY TASKS
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205 |
+
|
206 |
+
@article{weston2015towards,
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title={Towards ai-complete question answering: A set of prerequisite toy tasks},
|
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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},
|
209 |
+
journal={arXiv preprint arXiv:1502.05698},
|
210 |
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year={2015}
|
211 |
+
}
|
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+
|
data/task_1-single_supporting_fact/babi-test.parquet
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version https://git-lfs.github.com/spec/v1
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oid sha256:4de5620ca1d72f4271404ca1ddb905fc70b92ea50820599170f0325eab3df7b0
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size 30298
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data/task_1-single_supporting_fact/babi-train.parquet
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version https://git-lfs.github.com/spec/v1
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oid sha256:9b43edc08e52c1f8d0ba33a2b5f305a9733b464f38a5f1275f9fd29f3d56bf61
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size 27434
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data/task_1-single_supporting_fact/babi-validation.parquet
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