task_categories:summarization size_categories:10K<n<100K language:en license:cc-by-nc-sa-4.0 region:us
---
license: cc-by-nc-sa-4.0
task_categories:
- summarization
language:
- en
size_categories:
- 10K<n<100K
---

## FacetSum dataset 

**Due to the strict copyright restriction, the dataset is only available for non-commercial research use ONLY.**

**Currently it requires manual approval for access. Please send an email to memray0@gmail.com, stating (1) Huggingface account name; (2) institute/company name; (3) the purpose of using this dataset.**


### FacetSum dataset

Paper: ACL 2021, [Bringing Structure into Summaries: a Faceted Summarization Dataset for Long Scientific Documents](https://aclanthology.org/2021.acl-short.137.pdf)

Over 60k Emerald journal articles (long documents) with faceted summaries (purpose, method, findings, and value).

Train: 46,289 / Dev: 6,000 / Test: 6,000 / OA-Test: 2,243

The code for scraping the Emerald full-text data can be found here: https://github.com/hfthair/emerald_crawler/


```
@inproceedings{meng2021facetsum,
  title={Bringing Structure into Summaries: a Faceted Summarization Dataset for Long Scientific Documents},
  author={Meng, Rui and Thaker, Khushboo and Zhang, Lei and Dong, Yue and Yuan, Xingdi and Wang, Tong and He, Daqing},
  booktitle={Proceedings of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing (Volume 2: Short Papers)},
  pages={1080--1089},
  year={2021}
}
```