Datasets:
Tasks:
Summarization
Languages:
English
Multilinguality:
monolingual
Size Categories:
100K<n<1M
Language Creators:
found
Annotations Creators:
found
Source Datasets:
extended|gigaword_2003
ArXiv:
Tags:
headline-generation
License:
--- | |
--- | |
# Dataset Card for "gigaword" | |
## 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://github.com/harvardnlp/sent-summary](https://github.com/harvardnlp/sent-summary) | |
- **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:** 551.61 MB | |
- **Size of the generated dataset:** 918.35 MB | |
- **Total amount of disk used:** 1469.96 MB | |
### Dataset Summary | |
Headline-generation on a corpus of article pairs from Gigaword consisting of | |
around 4 million articles. Use the 'org_data' provided by | |
https://github.com/microsoft/unilm/ which is identical to | |
https://github.com/harvardnlp/sent-summary but with better format. | |
There are two features: | |
- document: article. | |
- summary: headline. | |
### 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:** 551.61 MB | |
- **Size of the generated dataset:** 918.35 MB | |
- **Total amount of disk used:** 1469.96 MB | |
An example of 'train' looks as follows. | |
``` | |
{ | |
"document": "train source", | |
"summary": "train target" | |
} | |
``` | |
### Data Fields | |
The data fields are the same among all splits. | |
#### default | |
- `document`: a `string` feature. | |
- `summary`: a `string` feature. | |
### Data Splits Sample Size | |
| name | train |validation|test| | |
|-------|------:|---------:|---:| | |
|default|3803957| 189651|1951| | |
## 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 | |
``` | |
@article{graff2003english, | |
title={English gigaword}, | |
author={Graff, David and Kong, Junbo and Chen, Ke and Maeda, Kazuaki}, | |
journal={Linguistic Data Consortium, Philadelphia}, | |
volume={4}, | |
number={1}, | |
pages={34}, | |
year={2003} | |
} | |
@article{Rush_2015, | |
title={A Neural Attention Model for Abstractive Sentence Summarization}, | |
url={http://dx.doi.org/10.18653/v1/D15-1044}, | |
DOI={10.18653/v1/d15-1044}, | |
journal={Proceedings of the 2015 Conference on Empirical Methods in Natural Language Processing}, | |
publisher={Association for Computational Linguistics}, | |
author={Rush, Alexander M. and Chopra, Sumit and Weston, Jason}, | |
year={2015} | |
} | |
``` | |
### Contributions | |
Thanks to [@lewtun](https://github.com/lewtun), [@lhoestq](https://github.com/lhoestq), [@thomwolf](https://github.com/thomwolf) for adding this dataset. |