论文标题

在深度学习的时期:旧技术在年龄歧视检测中的作用在求职广告中的作用

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

论文作者

Pillar, Anna, Poelmans, Kyrill, Larson, Martha

论文摘要

深度学习对在公共领域中检测歧视性语言具有巨大的希望。但是,为了在求职广告中检测非法年龄歧视,正则表达方式仍然表现出色。在本文中,我们调查了荷兰的招聘广告。我们对基于Regexes的“旧”方法的好处进行了定性分析,并研究了神经嵌入如何解决其局限性。

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.

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