Datasets:
Tasks:
Text Retrieval
Sub-tasks:
entity-linking-retrieval
Languages:
Chinese
Size:
1M - 10M
ArXiv:
License:
Update README.md
Browse files
README.md
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license: cc-by-4.0
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license: cc-by-4.0
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---
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# Hansel: A Chinese Few-Shot and Zero-Shot Entity Linking Benchmark
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## Contents
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- [Overview](#overview)
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- [Dataset](#dataset)
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- [Citation](#citation)
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## Overview
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Hansel is a high-quality human-annotated Chinese entity linking (EL) dataset, focusing on tail entities and emerging entities:
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- The test set contains Few-shot (FS) and zero-shot (ZS) slices, has 10K examples and uses Wikidata as the corresponding knowledge base.
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- The training and validation sets are from Wikipedia hyperlinks, useful for large-scale pretraining of Chinese EL systems.
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Please see our [WSDM 2023](https://www.wsdm-conference.org/2023/) paper [**Hansel**](https://arxiv.org/abs/2207.13005) to learn more about our dataset.
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## Dataset
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### Data Statistics
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| | # Mentions | # Entities | Domain |
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| ---- | ---- | ---- | ---- |
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| Train | 9,879,813 | 541,058 | Wikipedia |
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| Validation | 9,674 | 6,320 | Wikipedia |
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| Hansel-FS | 5,260 | 2,720 | News, Social Media |
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| Hansel-ZS | 4,715 | 4,046 | News, Social Media, E-books, etc.|
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### Data Format
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{"id": "hansel-eval-zs-1463",
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"text": "1905电影网讯 已经筹备了十余年的吉尔莫·德尔·托罗的《匹诺曹》,在上个月顺利被网飞公司买下,成为了流媒体巨头旗下的新片。近日,这部备受关注的影片确定了自己的档期:2021年。虽然具体时间未定,但影片却已经实实在在地向前迈出了一步。",
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"start": 29,
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"end": 32,
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"mention": "匹诺曹",
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"gold_id": "Q73895818",
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"source": "https://www.1905.com/news/20181107/1325389.shtml",
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"domain": "news"
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}
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## Citation
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If you use our dataset in your work, please cite us.
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```bibtex
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@misc{xu2022hansel,
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title = {Hansel: A Chinese Few-Shot and Zero-Shot Entity Linking Benchmark},
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author = {Xu, Zhenran and Shan, Zifei and Li, Yuxin and Hu, Baotian and Qin, Bing},
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publisher = {arXiv},
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year = {2022},
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url = {https://arxiv.org/abs/2207.13005}
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}
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```
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