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  1. README.md +212 -3
  2. data/task_1-single_supporting_fact/babi-test.parquet +3 -0
  3. data/task_1-single_supporting_fact/babi-train.parquet +3 -0
  4. data/task_1-single_supporting_fact/babi-validation.parquet +3 -0
  5. data/task_10-indefinite_knowledge/babi-test.parquet +3 -0
  6. data/task_10-indefinite_knowledge/babi-train.parquet +3 -0
  7. data/task_10-indefinite_knowledge/babi-validation.parquet +3 -0
  8. data/task_11-basic_coreference/babi-test.parquet +3 -0
  9. data/task_11-basic_coreference/babi-train.parquet +3 -0
  10. data/task_11-basic_coreference/babi-validation.parquet +3 -0
  11. data/task_12-conjunction/babi-test.parquet +3 -0
  12. data/task_12-conjunction/babi-train.parquet +3 -0
  13. data/task_12-conjunction/babi-validation.parquet +3 -0
  14. data/task_13-compound_coreference/babi-test.parquet +3 -0
  15. data/task_13-compound_coreference/babi-train.parquet +3 -0
  16. data/task_13-compound_coreference/babi-validation.parquet +3 -0
  17. data/task_14-time_reasoning/babi-test.parquet +3 -0
  18. data/task_14-time_reasoning/babi-train.parquet +3 -0
  19. data/task_14-time_reasoning/babi-validation.parquet +3 -0
  20. data/task_15-basic_deduction/babi-test.parquet +3 -0
  21. data/task_15-basic_deduction/babi-train.parquet +3 -0
  22. data/task_15-basic_deduction/babi-validation.parquet +3 -0
  23. data/task_16-basic_induction/babi-test.parquet +3 -0
  24. data/task_16-basic_induction/babi-train.parquet +3 -0
  25. data/task_16-basic_induction/babi-validation.parquet +3 -0
  26. data/task_17-positional_reasoning/babi-test.parquet +3 -0
  27. data/task_17-positional_reasoning/babi-train.parquet +3 -0
  28. data/task_17-positional_reasoning/babi-validation.parquet +3 -0
  29. data/task_18-size_reasoning/babi-test.parquet +3 -0
  30. data/task_18-size_reasoning/babi-train.parquet +3 -0
  31. data/task_18-size_reasoning/babi-validation.parquet +3 -0
  32. data/task_19-path_finding/babi-test.parquet +3 -0
  33. data/task_19-path_finding/babi-train.parquet +3 -0
  34. data/task_19-path_finding/babi-validation.parquet +3 -0
  35. data/task_2-two_supporting_facts/babi-test.parquet +3 -0
  36. data/task_2-two_supporting_facts/babi-train.parquet +3 -0
  37. data/task_2-two_supporting_facts/babi-validation.parquet +3 -0
  38. data/task_20-agents_motivations/babi-test.parquet +3 -0
  39. data/task_20-agents_motivations/babi-train.parquet +3 -0
  40. data/task_20-agents_motivations/babi-validation.parquet +3 -0
  41. data/task_3-three_supporting_facts/babi-test.parquet +3 -0
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  43. data/task_3-three_supporting_facts/babi-validation.parquet +3 -0
  44. data/task_4-two_argument_relations/babi-test.parquet +3 -0
  45. data/task_4-two_argument_relations/babi-train.parquet +3 -0
  46. data/task_4-two_argument_relations/babi-validation.parquet +3 -0
  47. data/task_5-three_argument_relations/babi-test.parquet +3 -0
  48. data/task_5-three_argument_relations/babi-train.parquet +3 -0
  49. data/task_5-three_argument_relations/babi-validation.parquet +3 -0
  50. data/task_6-yes_no_questions/babi-test.parquet +3 -0
README.md CHANGED
@@ -1,3 +1,212 @@
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- ---
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- license: mit
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- ---
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ ---
2
+ language:
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+ - en
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+ license: mit
5
+ 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:
84
+ - split: train
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+ path: "data/task_10-indefinite_knowledge/babi-train.parquet"
86
+ - 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:
92
+ - split: train
93
+ 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:
100
+ - 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:
108
+ - split: train
109
+ 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:
116
+ - split: train
117
+ path: "data/task_14-time_reasoning/babi-train.parquet"
118
+ - 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:
124
+ - split: train
125
+ path: "data/task_15-basic_deduction/babi-train.parquet"
126
+ - split: test
127
+ 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:
132
+ - split: train
133
+ path: "data/task_16-basic_induction/babi-train.parquet"
134
+ - split: test
135
+ 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:
140
+ - 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:
148
+ - split: train
149
+ path: "data/task_18-size_reasoning/babi-train.parquet"
150
+ - split: test
151
+ path: "data/task_18-size_reasoning/babi-test.parquet"
152
+ - split: validation
153
+ path: "data/task_18-size_reasoning/babi-validation.parquet"
154
+ - config_name: task_19-path_finding
155
+ data_files:
156
+ - split: train
157
+ path: "data/task_19-path_finding/babi-train.parquet"
158
+ - split: test
159
+ path: "data/task_19-path_finding/babi-test.parquet"
160
+ - 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
163
+ data_files:
164
+ - split: train
165
+ path: "data/task_20-agents_motivations/babi-train.parquet"
166
+ - split: test
167
+ path: "data/task_20-agents_motivations/babi-test.parquet"
168
+ - split: validation
169
+ path: "data/task_20-agents_motivations/babi-validation.parquet"
170
+ ---
171
+ # bAbI Dataset : Per-Task Splits
172
+
173
+ 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:
174
+
175
+ ```python
176
+ from datasets import load_dataset
177
+ ds = load_dataset('RawthiL/babi_tasks', 'task_1-single_supporting_fact')
178
+ ```
179
+
180
+ The available tasks are:
181
+ | Task ID | Task Name | Split Name|
182
+ |---------|-----------|----|
183
+ | 1 | Single Supporting Fact | task_1-single_supporting_fact |
184
+ | 2 | Two Supporting Facts | task_2-two_supporting_facts |
185
+ | 3 | Three Supporting Facts | task_3-three_supporting_facts |
186
+ | 4 | Two Argument Relations | task_4-two_argument_relations |
187
+ | 5 | Three Argument Relations | task_5-three_argument_relations |
188
+ | 6 | Yes/No Questions | task_6-yes_no_questions |
189
+ | 7 | Counting | task_7-counting |
190
+ | 8 | Lists/Sets | task_8-lists_sets |
191
+ | 9 | Simple Negation | task_9-simple_negation |
192
+ | 10 | Indefinite Knowledge | task_10-indefinite_knowledge |
193
+ | 11 | Basic Coreference | task_11-basic_coreference |
194
+ | 12 | Conjunction | task_12-conjunction |
195
+ | 13 | Compound Coreference | task_13-compound_coreference |
196
+ | 14 | Time Reasoning | task_14-time_reasoning |
197
+ | 15 | Basic Deduction | task_15-basic_deduction |
198
+ | 16 | Basic Induction | task_16-basic_induction |
199
+ | 17 | Positional Reasoning | task_17-positional_reasoning |
200
+ | 18 | Size Reasoning | task_18-size_reasoning |
201
+ | 19 | Path Finding | task_19-path_finding |
202
+ | 20 | Agent's Motivations | task_20-agents_motivations |
203
+
204
+ ### TOWARDS AI-COMPLETE QUESTION ANSWERING: A SET OF PREREQUISITE TOY TASKS
205
+
206
+ @article{weston2015towards,
207
+ title={Towards ai-complete question answering: A set of prerequisite toy tasks},
208
+ 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
+ year={2015}
211
+ }
212
+
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