|
--- |
|
annotations_creators: |
|
- crowdsourced |
|
language_creators: |
|
- machine-generated |
|
- expert-generated |
|
language: |
|
- ko |
|
license: |
|
- cc-by-sa-4.0 |
|
multilinguality: |
|
- monolingual |
|
size_categories: |
|
- 100K<n<1M |
|
source_datasets: |
|
- extended|multi_nli |
|
- extended|snli |
|
- extended|xnli |
|
task_categories: |
|
- text-classification |
|
task_ids: |
|
- natural-language-inference |
|
- multi-input-text-classification |
|
paperswithcode_id: kornli |
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pretty_name: KorNLI |
|
dataset_info: |
|
- config_name: multi_nli |
|
features: |
|
- name: premise |
|
dtype: string |
|
- name: hypothesis |
|
dtype: string |
|
- name: label |
|
dtype: |
|
class_label: |
|
names: |
|
'0': entailment |
|
'1': neutral |
|
'2': contradiction |
|
splits: |
|
- name: train |
|
num_bytes: 84728887 |
|
num_examples: 392702 |
|
download_size: 54693610 |
|
dataset_size: 84728887 |
|
- config_name: snli |
|
features: |
|
- name: premise |
|
dtype: string |
|
- name: hypothesis |
|
dtype: string |
|
- name: label |
|
dtype: |
|
class_label: |
|
names: |
|
'0': entailment |
|
'1': neutral |
|
'2': contradiction |
|
splits: |
|
- name: train |
|
num_bytes: 80136649 |
|
num_examples: 550152 |
|
download_size: 22015955 |
|
dataset_size: 80136649 |
|
- config_name: xnli |
|
features: |
|
- name: premise |
|
dtype: string |
|
- name: hypothesis |
|
dtype: string |
|
- name: label |
|
dtype: |
|
class_label: |
|
names: |
|
'0': entailment |
|
'1': neutral |
|
'2': contradiction |
|
splits: |
|
- name: validation |
|
num_bytes: 518822 |
|
num_examples: 2490 |
|
- name: test |
|
num_bytes: 1047429 |
|
num_examples: 5010 |
|
download_size: 529321 |
|
dataset_size: 1566251 |
|
configs: |
|
- config_name: multi_nli |
|
data_files: |
|
- split: train |
|
path: multi_nli/train-* |
|
- config_name: snli |
|
data_files: |
|
- split: train |
|
path: snli/train-* |
|
- config_name: xnli |
|
data_files: |
|
- split: validation |
|
path: xnli/validation-* |
|
- split: test |
|
path: xnli/test-* |
|
--- |
|
|
|
# Dataset Card for "kor_nli" |
|
|
|
## Table of Contents |
|
- [Dataset Description](#dataset-description) |
|
- [Dataset Summary](#dataset-summary) |
|
- [Supported Tasks and Leaderboards](#supported-tasks-and-leaderboards) |
|
- [Languages](#languages) |
|
- [Dataset Structure](#dataset-structure) |
|
- [Data Instances](#data-instances) |
|
- [Data Fields](#data-fields) |
|
- [Data Splits](#data-splits) |
|
- [Dataset Creation](#dataset-creation) |
|
- [Curation Rationale](#curation-rationale) |
|
- [Source Data](#source-data) |
|
- [Annotations](#annotations) |
|
- [Personal and Sensitive Information](#personal-and-sensitive-information) |
|
- [Considerations for Using the Data](#considerations-for-using-the-data) |
|
- [Social Impact of Dataset](#social-impact-of-dataset) |
|
- [Discussion of Biases](#discussion-of-biases) |
|
- [Other Known Limitations](#other-known-limitations) |
|
- [Additional Information](#additional-information) |
|
- [Dataset Curators](#dataset-curators) |
|
- [Licensing Information](#licensing-information) |
|
- [Citation Information](#citation-information) |
|
- [Contributions](#contributions) |
|
|
|
## Dataset Description |
|
|
|
- **Homepage:** [https://github.com/kakaobrain/KorNLUDatasets](https://github.com/kakaobrain/KorNLUDatasets) |
|
- **Repository:** [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) |
|
- **Paper:** [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) |
|
- **Point of Contact:** [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) |
|
- **Size of downloaded dataset files:** 126.34 MB |
|
- **Size of the generated dataset:** 166.43 MB |
|
- **Total amount of disk used:** 292.77 MB |
|
|
|
### Dataset Summary |
|
|
|
Korean Natural Language Inference datasets. |
|
|
|
### Supported Tasks and Leaderboards |
|
|
|
[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) |
|
|
|
### Languages |
|
|
|
[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) |
|
|
|
## Dataset Structure |
|
|
|
### Data Instances |
|
|
|
#### multi_nli |
|
|
|
- **Size of downloaded dataset files:** 42.11 MB |
|
- **Size of the generated dataset:** 84.72 MB |
|
- **Total amount of disk used:** 126.85 MB |
|
|
|
An example of 'train' looks as follows. |
|
``` |
|
|
|
``` |
|
|
|
#### snli |
|
|
|
- **Size of downloaded dataset files:** 42.11 MB |
|
- **Size of the generated dataset:** 80.13 MB |
|
- **Total amount of disk used:** 122.25 MB |
|
|
|
An example of 'train' looks as follows. |
|
``` |
|
|
|
``` |
|
|
|
#### xnli |
|
|
|
- **Size of downloaded dataset files:** 42.11 MB |
|
- **Size of the generated dataset:** 1.56 MB |
|
- **Total amount of disk used:** 43.68 MB |
|
|
|
An example of 'validation' looks as follows. |
|
``` |
|
|
|
``` |
|
|
|
### Data Fields |
|
|
|
The data fields are the same among all splits. |
|
|
|
#### multi_nli |
|
- `premise`: a `string` feature. |
|
- `hypothesis`: a `string` feature. |
|
- `label`: a classification label, with possible values including `entailment` (0), `neutral` (1), `contradiction` (2). |
|
|
|
#### snli |
|
- `premise`: a `string` feature. |
|
- `hypothesis`: a `string` feature. |
|
- `label`: a classification label, with possible values including `entailment` (0), `neutral` (1), `contradiction` (2). |
|
|
|
#### xnli |
|
- `premise`: a `string` feature. |
|
- `hypothesis`: a `string` feature. |
|
- `label`: a classification label, with possible values including `entailment` (0), `neutral` (1), `contradiction` (2). |
|
|
|
### Data Splits |
|
|
|
#### multi_nli |
|
|
|
| |train | |
|
|---------|-----:| |
|
|multi_nli|392702| |
|
|
|
#### snli |
|
|
|
| |train | |
|
|----|-----:| |
|
|snli|550152| |
|
|
|
#### xnli |
|
|
|
| |validation|test| |
|
|----|---------:|---:| |
|
|xnli| 2490|5010| |
|
|
|
## Dataset Creation |
|
|
|
### Curation Rationale |
|
|
|
[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) |
|
|
|
### Source Data |
|
|
|
#### Initial Data Collection and Normalization |
|
|
|
[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) |
|
|
|
#### Who are the source language producers? |
|
|
|
[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) |
|
|
|
### Annotations |
|
|
|
#### Annotation process |
|
|
|
[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) |
|
|
|
#### Who are the annotators? |
|
|
|
[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) |
|
|
|
### Personal and Sensitive Information |
|
|
|
[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) |
|
|
|
## Considerations for Using the Data |
|
|
|
### Social Impact of Dataset |
|
|
|
[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) |
|
|
|
### Discussion of Biases |
|
|
|
[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) |
|
|
|
### Other Known Limitations |
|
|
|
[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) |
|
|
|
## Additional Information |
|
|
|
### Dataset Curators |
|
|
|
[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) |
|
|
|
### Licensing Information |
|
|
|
The dataset is licensed under Creative Commons [Attribution-ShareAlike license (CC BY-SA 4.0)](http://creativecommons.org/licenses/by-sa/4.0/). |
|
|
|
### Citation Information |
|
|
|
``` |
|
@article{ham2020kornli, |
|
title={KorNLI and KorSTS: New Benchmark Datasets for Korean Natural Language Understanding}, |
|
author={Ham, Jiyeon and Choe, Yo Joong and Park, Kyubyong and Choi, Ilji and Soh, Hyungjoon}, |
|
journal={arXiv preprint arXiv:2004.03289}, |
|
year={2020} |
|
} |
|
|
|
``` |
|
|
|
|
|
### Contributions |
|
|
|
Thanks to [@thomwolf](https://github.com/thomwolf), [@lhoestq](https://github.com/lhoestq), [@lewtun](https://github.com/lewtun), [@patrickvonplaten](https://github.com/patrickvonplaten) for adding this dataset. |
