Datasets:

allenai
/

common_gen

	---
	---

	# Dataset Card for "common_gen"

	## Table of Contents
	- [Dataset Description](#dataset-description)
	- [Dataset Summary](#dataset-summary)
	- [Supported Tasks](#supported-tasks)
	- [Languages](#languages)
	- [Dataset Structure](#dataset-structure)
	- [Data Instances](#data-instances)
	- [Data Fields](#data-fields)
	- [Data Splits Sample Size](#data-splits-sample-size)
	- [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: [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: 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

	[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

	We show detailed information for up to 5 configurations of the dataset.

	### 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 Sample Size

	\| 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

	[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)

	### Annotations

	[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

	[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)

	### 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.