---
language:
    - en
license: mit
task_categories:
    - question-answering
pretty_name: bAbI divided by task
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."
configs:
- config_name: task_1-single_supporting_fact
  data_files:
  - split: train
    path: "data/task_1-single_supporting_fact/babi-train.parquet"
  - split: test
    path: "data/task_1-single_supporting_fact/babi-test.parquet"
  - split: validation
    path: "data/task_1-single_supporting_fact/babi-validation.parquet"
- config_name: task_2-two_supporting_facts
  data_files:
  - split: train
    path: "data/task_2-two_supporting_facts/babi-train.parquet"
  - split: test
    path: "data/task_2-two_supporting_facts/babi-test.parquet"
  - split: validation
    path: "data/task_2-two_supporting_facts/babi-validation.parquet"
- config_name: task_3-three_supporting_facts
  data_files:
  - split: train
    path: "data/task_3-three_supporting_facts/babi-train.parquet"
  - split: test
    path: "data/task_3-three_supporting_facts/babi-test.parquet"
  - split: validation
    path: "data/task_3-three_supporting_facts/babi-validation.parquet"
- config_name: task_4-two_argument_relations
  data_files:
  - split: train
    path: "data/task_4-two_argument_relations/babi-train.parquet"
  - split: test
    path: "data/task_4-two_argument_relations/babi-test.parquet"
  - split: validation
    path: "data/task_4-two_argument_relations/babi-validation.parquet"
- config_name: task_5-three_argument_relations
  data_files:
  - split: train
    path: "data/task_5-three_argument_relations/babi-train.parquet"
  - split: test
    path: "data/task_5-three_argument_relations/babi-test.parquet"
  - split: validation
    path: "data/task_5-three_argument_relations/babi-validation.parquet"
- config_name: task_6-yes_no_questions
  data_files:
  - split: train
    path: "data/task_6-yes_no_questions/babi-train.parquet"
  - split: test
    path: "data/task_6-yes_no_questions/babi-test.parquet"
  - split: validation
    path: "data/task_6-yes_no_questions/babi-validation.parquet"
- config_name: task_7-counting
  data_files:
  - split: train
    path: "data/task_7-counting/babi-train.parquet"
  - split: test
    path: "data/task_7-counting/babi-test.parquet"
  - split: validation
    path: "data/task_7-counting/babi-validation.parquet"
- config_name: task_8-lists_sets
  data_files:
  - split: train
    path: "data/task_8-lists_sets/babi-train.parquet"
  - split: test
    path: "data/task_8-lists_sets/babi-test.parquet"
  - split: validation
    path: "data/task_8-lists_sets/babi-validation.parquet"
- config_name: task_9-simple_negation
  data_files:
  - split: train
    path: "data/task_9-simple_negation/babi-train.parquet"
  - split: test
    path: "data/task_9-simple_negation/babi-test.parquet"
  - split: validation
    path: "data/task_9-simple_negation/babi-validation.parquet"
- config_name: task_10-indefinite_knowledge
  data_files:
  - split: train
    path: "data/task_10-indefinite_knowledge/babi-train.parquet"
  - split: test
    path: "data/task_10-indefinite_knowledge/babi-test.parquet"
  - split: validation
    path: "data/task_10-indefinite_knowledge/babi-validation.parquet"
- config_name: task_11-basic_coreference
  data_files:
  - split: train
    path: "data/task_11-basic_coreference/babi-train.parquet"
  - split: test
    path: "data/task_11-basic_coreference/babi-test.parquet"
  - split: validation
    path: "data/task_11-basic_coreference/babi-validation.parquet"
- config_name: task_12-conjunction
  data_files:
  - split: train
    path: "data/task_12-conjunction/babi-train.parquet"
  - split: test
    path: "data/task_12-conjunction/babi-test.parquet"
  - split: validation
    path: "data/task_12-conjunction/babi-validation.parquet"
- config_name: task_13-compound_coreference
  data_files:
  - split: train
    path: "data/task_13-compound_coreference/babi-train.parquet"
  - split: test
    path: "data/task_13-compound_coreference/babi-test.parquet"
  - split: validation
    path: "data/task_13-compound_coreference/babi-validation.parquet"
- config_name: task_14-time_reasoning
  data_files:
  - split: train
    path: "data/task_14-time_reasoning/babi-train.parquet"
  - split: test
    path: "data/task_14-time_reasoning/babi-test.parquet"
  - split: validation
    path: "data/task_14-time_reasoning/babi-validation.parquet"
- config_name: task_15-basic_deduction
  data_files:
  - split: train
    path: "data/task_15-basic_deduction/babi-train.parquet"
  - split: test
    path: "data/task_15-basic_deduction/babi-test.parquet"
  - split: validation
    path: "data/task_15-basic_deduction/babi-validation.parquet"
- config_name: task_16-basic_induction
  data_files:
  - split: train
    path: "data/task_16-basic_induction/babi-train.parquet"
  - split: test
    path: "data/task_16-basic_induction/babi-test.parquet"
  - split: validation
    path: "data/task_16-basic_induction/babi-validation.parquet"
- config_name: task_17-positional_reasoning
  data_files:
  - split: train
    path: "data/task_17-positional_reasoning/babi-train.parquet"
  - split: test
    path: "data/task_17-positional_reasoning/babi-test.parquet"
  - split: validation
    path: "data/task_17-positional_reasoning/babi-validation.parquet"
- config_name: task_18-size_reasoning
  data_files:
  - split: train
    path: "data/task_18-size_reasoning/babi-train.parquet"
  - split: test
    path: "data/task_18-size_reasoning/babi-test.parquet"
  - split: validation
    path: "data/task_18-size_reasoning/babi-validation.parquet"
- config_name: task_19-path_finding
  data_files:
  - split: train
    path: "data/task_19-path_finding/babi-train.parquet"
  - split: test
    path: "data/task_19-path_finding/babi-test.parquet"
  - split: validation
    path: "data/task_19-path_finding/babi-validation.parquet"
- config_name: task_20-agents_motivations
  data_files:
  - split: train
    path: "data/task_20-agents_motivations/babi-train.parquet"
  - split: test
    path: "data/task_20-agents_motivations/babi-test.parquet"
  - split: validation
    path: "data/task_20-agents_motivations/babi-validation.parquet"
---
# bAbI Dataset : Per-Task Splits

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:

```python
from datasets import load_dataset
ds = load_dataset('RawthiL/babi_tasks', 'task_1-single_supporting_fact')
```

The available tasks are:
| Task ID | Task Name | Split Name|
|---------|-----------|----|
| 1 | Single Supporting Fact | task_1-single_supporting_fact |
| 2 | Two Supporting Facts | task_2-two_supporting_facts |
| 3 | Three Supporting Facts | task_3-three_supporting_facts |
| 4 | Two Argument Relations | task_4-two_argument_relations |
| 5 | Three Argument Relations | task_5-three_argument_relations |
| 6 | Yes/No Questions | task_6-yes_no_questions |
| 7 | Counting | task_7-counting |
| 8 | Lists/Sets | task_8-lists_sets |
| 9 | Simple Negation | task_9-simple_negation |
| 10 | Indefinite Knowledge | task_10-indefinite_knowledge |
| 11 | Basic Coreference | task_11-basic_coreference |
| 12 | Conjunction | task_12-conjunction |
| 13 | Compound Coreference | task_13-compound_coreference |
| 14 | Time Reasoning | task_14-time_reasoning |
| 15 | Basic Deduction | task_15-basic_deduction |
| 16 | Basic Induction | task_16-basic_induction |
| 17 | Positional Reasoning | task_17-positional_reasoning |
| 18 | Size Reasoning | task_18-size_reasoning |
| 19 | Path Finding | task_19-path_finding |
| 20 | Agent's Motivations | task_20-agents_motivations | 

### TOWARDS AI-COMPLETE QUESTION ANSWERING: A SET OF PREREQUISITE TOY TASKS

@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}
}