NNOSE: Nearest Neighbor Occupational Skill Extraction. (arXiv:2401.17092v1 [cs.CL])

The labor market is changing rapidly, prompting increased interest in the
automatic extraction of occupational skills from text. With the advent of
English benchmark job description datasets, there is a need for systems that
handle their diversity well. We tackle the complexity in occupational skill
datasets tasks -- combining and leveraging multiple datasets for skill
extraction, to identify rarely observed skills within a dataset, and overcoming
the scarcity of skills across datasets. In particular, we investigate the
retrieval-augmentation of language …

arxiv benchmark complexity cs.cl datasets diversity english extraction job job description labor labor market multiple prompting skills systems tasks text