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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 skill dataset created by: |
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``` |
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@inproceedings{green-etal-2022-development, |
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title = "Development of a Benchmark Corpus to Support Entity Recognition in Job Descriptions", |
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author = "Green, Thomas and |
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Maynard, Diana and |
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Lin, Chenghua", |
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booktitle = "Proceedings of the Thirteenth Language Resources and Evaluation Conference", |
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month = jun, |
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year = "2022", |
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address = "Marseille, France", |
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publisher = "European Language Resources Association", |
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url = "https://aclanthology.org/2022.lrec-1.128", |
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pages = "1201--1208", |
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} |
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``` |
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There are no document delimiters, task is on the sentence-level. |
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Number of samples (sentences): |
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- train: 8669 |
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- dev: 964 |
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- test: 335 |
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Sources: |
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- TotalJobs (UK): https://www.kaggle.com/datasets/airiddha/trainrev1 |
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Type of tags: |
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- Generic BIO tags with key `tags_skill` |
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- Finer grained labels of BIO tags are |
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- `SKILL`: Tasks that can be performed, or attributes and abilities (including soft skills) that enable people to perform tasks. |
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- `QUALIFICATION`: Official certifications obtained through taking a course or passing an exam or appraisal. |
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- `EXPERIENCE`: Lengths of time relating to a position or skill. |
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- `OCCUPATION`: Job titles, including abbreviations and acronyms. |
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- `DOMAIN`: Areas of industry in which someone might have knowledge or experience. |
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- Also has part-of-speech tags, indicated by `pos`. |
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Sample: |
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``` |
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{ |
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"idx": 959, |
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"tokens": ["negotiating", "and", "commercial", "skills", "Conscientious", "and", "thorough", "by", "nature"], |
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"tags_skill": ["B-SKILL", "I-SKILL", "I-SKILL", "I-SKILL", "I-SKILL", "O", "B-SKILL", "O", "O"], |
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"pos": ["NN", "CC", "JJ", "NNS", "JJ", "CC", "JJ", "IN", "NN"] |
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} |
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``` |
