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--- |
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license: cc-by-4.0 |
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language: en |
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--- |
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This is the SkillSpan dataset created by: |
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|
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``` |
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@inproceedings{zhang-etal-2022-skillspan, |
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title = "{S}kill{S}pan: Hard and Soft Skill Extraction from {E}nglish Job Postings", |
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author = "Zhang, Mike and |
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Jensen, Kristian and |
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Sonniks, Sif and |
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Plank, Barbara", |
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booktitle = "Proceedings of the 2022 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies", |
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month = jul, |
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year = "2022", |
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address = "Seattle, United States", |
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publisher = "Association for Computational Linguistics", |
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url = "https://aclanthology.org/2022.naacl-main.366", |
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doi = "10.18653/v1/2022.naacl-main.366", |
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pages = "4962--4984" |
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} |
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``` |
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There are document delimiters indicated by `idx`. |
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Number of samples (sentences): |
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- train: 4800 |
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- dev: 3174 |
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- test: 3569 |
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Sources: |
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- Stackoverflow (tech) |
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- STAR (house) |
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Type of tags: |
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- Generic BIO tags with keys `tags_skill` and `tags_knowledge` |
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Sample: |
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``` |
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{ |
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"idx": 53, |
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"tokens": ["Drive", "our", "IT", "compliance", "agenda", "and", "develop", "our", "processes"], |
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"tags_skill": ["B", "I", "I", "I", "I", "O", "B", "I", "I"], |
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"tags_knowledge": ["O", "O", "O", "O", "O", "O", "O", "O", "O"], |
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"source": "house" |
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} |
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``` |
