Datasets:
Tasks:
Text Classification
Modalities:
Text
Formats:
parquet
Sub-tasks:
natural-language-inference
Languages:
English
Size:
10K - 100K
License:
File size: 3,910 Bytes
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---
annotations_creators:
- expert-generated
language_creators:
- crowdsourced
language:
- en
license: bsd
multilinguality:
- monolingual
size_categories:
- 1K<n<10K
source_datasets:
- original
task_categories:
- text-classification
task_ids:
- natural-language-inference
pretty_name: babi_nli
tags:
- logical reasoning
- nli
- natural-language-inference
- reasoning
- logic
dataset_info:
- config_name: single-supporting-fact
features:
- name: premise
dtype: string
- name: hypothesis
dtype: string
- name: label
dtype:
class_label:
names:
'0': not-entailed
'1': entailed
- name: idx
dtype: int32
splits:
- name: train
num_bytes: 223761
num_examples: 1000
- name: validation
num_bytes: 112784
num_examples: 500
- name: test
num_bytes: 111569
num_examples: 500
download_size: 91968
dataset_size: 448114
- config_name: three-supporting-facts
features:
- name: premise
dtype: string
- name: hypothesis
dtype: string
- name: label
dtype:
class_label:
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'0': not-entailed
'1': entailed
- name: idx
dtype: int32
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- name: train
num_bytes: 1479097
num_examples: 1000
- name: validation
num_bytes: 783450
num_examples: 500
- name: test
num_bytes: 735719
num_examples: 500
download_size: 558073
dataset_size: 2998266
- config_name: two-arg-relations
features:
- name: premise
dtype: string
- name: hypothesis
dtype: string
- name: label
dtype:
class_label:
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'0': not-entailed
'1': entailed
- name: idx
dtype: int32
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num_bytes: 122565
num_examples: 1000
- name: validation
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num_examples: 500
- name: test
num_bytes: 61170
num_examples: 500
download_size: 54533
dataset_size: 244963
- config_name: two-supporting-facts
features:
- name: premise
dtype: string
- name: hypothesis
dtype: string
- name: label
dtype:
class_label:
names:
'0': not-entailed
'1': entailed
- name: idx
dtype: int32
splits:
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num_bytes: 507085
num_examples: 1000
- name: validation
num_bytes: 261742
num_examples: 500
- name: test
num_bytes: 244322
num_examples: 500
download_size: 194986
dataset_size: 1013149
configs:
- config_name: single-supporting-fact
data_files:
- split: train
path: single-supporting-fact/train-*
- split: validation
path: single-supporting-fact/validation-*
- split: test
path: single-supporting-fact/test-*
- config_name: three-supporting-facts
data_files:
- split: train
path: three-supporting-facts/train-*
- split: validation
path: three-supporting-facts/validation-*
- split: test
path: three-supporting-facts/test-*
- config_name: two-arg-relations
data_files:
- split: train
path: two-arg-relations/train-*
- split: validation
path: two-arg-relations/validation-*
- split: test
path: two-arg-relations/test-*
- config_name: two-supporting-facts
data_files:
- split: train
path: two-supporting-facts/train-*
- split: validation
path: two-supporting-facts/validation-*
- split: test
path: two-supporting-facts/test-*
---
# bAbi_nli
bAbI tasks recasted as natural language inference.
https://github.com/facebookarchive/bAbI-tasks
tasksource recasting code:
https://colab.research.google.com/drive/1J_RqDSw9iPxJSBvCJu-VRbjXnrEjKVvr?usp=sharing
```bibtex
@article{weston2015towards,
title={Towards ai-complete question answering: A set of prerequisite toy tasks},
author={Weston, Jason and Bordes, Antoine and Chopra, Sumit and Rush, Alexander M and Van Merri{\"e}nboer, Bart and Joulin, Armand and Mikolov, Tomas},
journal={arXiv preprint arXiv:1502.05698},
year={2015}
}
``` |