arXiv Open Access 2022

Regex in a Time of Deep Learning: The Role of an Old Technology in Age Discrimination Detection in Job Advertisements

Anna Pillar Kyrill Poelmans Martha Larson

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Deep learning holds great promise for detecting discriminatory language in the public sphere. However, for the detection of illegal age discrimination in job advertisements, regex approaches are still strong performers. In this paper, we investigate job advertisements in the Netherlands. We present a qualitative analysis of the benefits of the 'old' approach based on regexes and investigate how neural embeddings could address its limitations.

Topik & Kata Kunci

cs.CL

Penulis (3)

Anna Pillar

Kyrill Poelmans

Martha Larson

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APA MLA BibTeX

Pillar, A., Poelmans, K., Larson, M. (2022). Regex in a Time of Deep Learning: The Role of an Old Technology in Age Discrimination Detection in Job Advertisements. https://arxiv.org/abs/2205.08813

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Tahun Terbit: 2022
Bahasa: en
Sumber Database: arXiv
Akses: Open Access ✓