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README.md
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license:
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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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```
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dev.json
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test.json
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train.json
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