metadata

license: cc
task_categories:
  - text-classification
language:
  - en
tags:
  - Skill Extraction
  - Synthetic Data
pretty_name: Synthetic ESCO skill sentences
size_categories:
  - 100K<n<1M

Synthetic job ads for all ESCO skills

Dataset Description

Homepage: coming soon
Repository: coming soon
Paper: https://arxiv.org/abs/2307.10778
Point of Contact: [email protected]

Dataset Summary

This dataset contains 10 synthetically generated job ad sentences for almost all (99.5%) skills in ESCO v1.1.0.

Languages

We use the English version of ESCO, and all generated sentences are in English.

Dataset Structure

The dataset consists of 138,260 (sentence, skill) pairs.

Citation Information

If you use this dataset, please include the following reference:

@inproceedings{01HDNKPEV7JPTEYPGMWQTXY6T4,
  articleno    = {{1}},
  author       = {{Decorte, Jens-Joris and Van Hautte, Jeroen and Deleu, Johannes and Develder, Chris and Demeester, Thomas}},
  booktitle    = {{RECSYS in HR 2023 : the 3rd Workshop on Recommender Systems for Human Resources (RecSys in HR 2023), Proceedings}},
  editor       = {{Kaya, Mesut and Bogers, Toine and Graus, David and Johnson, Chris and Decorte, Jens-Joris}},
  issn         = {{1613-0073}},
  language     = {{eng}},
  location     = {{Singapore, Singapore}},
  pages        = {{9}},
  publisher    = {{CEUR}},
  title        = {{Career path prediction using resume representation learning and skill-based matching}},
  url          = {{https://ceur-ws.org/Vol-3490/RecSysHR2023-paper_1.pdf}},
  volume       = {{3490}},
  year         = {{2023}},
}