Datasets:
Tasks:
Text2Text Generation
Modalities:
Text
Formats:
parquet
Languages:
English
Size:
10K - 100K
ArXiv:
Tags:
concepts-to-text
License:
annotations_creators: | |
- crowdsourced | |
language: | |
- en | |
language_creators: | |
- found | |
- crowdsourced | |
license: | |
- mit | |
multilinguality: | |
- monolingual | |
pretty_name: CommonGen | |
size_categories: | |
- 10K<n<100K | |
source_datasets: | |
- original | |
task_categories: | |
- text2text-generation | |
task_ids: [] | |
paperswithcode_id: commongen | |
tags: | |
- concepts-to-text | |
# Dataset Card for "common_gen" | |
## 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://inklab.usc.edu/CommonGen/index.html](https://inklab.usc.edu/CommonGen/index.html) | |
- **Repository:** https://github.com/INK-USC/CommonGen | |
- **Paper:** [CommonGen: A Constrained Text Generation Challenge for Generative Commonsense Reasoning](https://arxiv.org/abs/1911.03705) | |
- **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:** 1.76 MB | |
- **Size of the generated dataset:** 6.88 MB | |
- **Total amount of disk used:** 8.64 MB | |
### Dataset Summary | |
CommonGen is a constrained text generation task, associated with a benchmark dataset, | |
to explicitly test machines for the ability of generative commonsense reasoning. Given | |
a set of common concepts; the task is to generate a coherent sentence describing an | |
everyday scenario using these concepts. | |
CommonGen is challenging because it inherently requires 1) relational reasoning using | |
background commonsense knowledge, and 2) compositional generalization ability to work | |
on unseen concept combinations. Our dataset, constructed through a combination of | |
crowd-sourcing from AMT and existing caption corpora, consists of 30k concept-sets and | |
50k sentences in total. | |
### 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 | |
#### default | |
- **Size of downloaded dataset files:** 1.76 MB | |
- **Size of the generated dataset:** 6.88 MB | |
- **Total amount of disk used:** 8.64 MB | |
An example of 'train' looks as follows. | |
``` | |
{ | |
"concept_set_idx": 0, | |
"concepts": ["ski", "mountain", "skier"], | |
"target": "Three skiers are skiing on a snowy mountain." | |
} | |
``` | |
### Data Fields | |
The data fields are the same among all splits. | |
#### default | |
- `concept_set_idx`: a `int32` feature. | |
- `concepts`: a `list` of `string` features. | |
- `target`: a `string` feature. | |
### Data Splits | |
| name |train|validation|test| | |
|-------|----:|---------:|---:| | |
|default|67389| 4018|1497| | |
## 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 [MIT License](https://github.com/INK-USC/CommonGen/blob/master/LICENSE). | |
### Citation Information | |
```bib | |
@inproceedings{lin-etal-2020-commongen, | |
title = "{C}ommon{G}en: A Constrained Text Generation Challenge for Generative Commonsense Reasoning", | |
author = "Lin, Bill Yuchen and | |
Zhou, Wangchunshu and | |
Shen, Ming and | |
Zhou, Pei and | |
Bhagavatula, Chandra and | |
Choi, Yejin and | |
Ren, Xiang", | |
booktitle = "Findings of the Association for Computational Linguistics: EMNLP 2020", | |
month = nov, | |
year = "2020", | |
address = "Online", | |
publisher = "Association for Computational Linguistics", | |
url = "https://www.aclweb.org/anthology/2020.findings-emnlp.165", | |
doi = "10.18653/v1/2020.findings-emnlp.165", | |
pages = "1823--1840" | |
} | |
``` | |
### Contributions | |
Thanks to [@JetRunner](https://github.com/JetRunner), [@yuchenlin](https://github.com/yuchenlin), [@thomwolf](https://github.com/thomwolf), [@lhoestq](https://github.com/lhoestq) for adding this dataset. |