Natural Language Processing for Human Resources: A Survey

October 21, 2024 ยท The Cartographer ยท ๐Ÿ› North American Chapter of the Association for Computational Linguistics

๐Ÿ“š THE CARTOGRAPHER: The Cartographer
Survey/review paper โ€” maps the landscape rather than implementing a method.

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"Title-pattern auto-detect: Natural Language Processing for Human Resources: A Survey"

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Authors Naoki Otani, Nikita Bhutani, Estevam Hruschka arXiv ID 2410.16498 Category cs.CL: Computation & Language Citations 9 Venue North American Chapter of the Association for Computational Linguistics Last Checked 23 hours ago
Abstract
Advances in Natural Language Processing (NLP) have the potential to transform HR processes, from recruitment to employee management. While recent breakthroughs in NLP have generated significant interest in its industrial applications, a comprehensive overview of how NLP can be applied across HR activities is still lacking. This paper discovers opportunities for researchers and practitioners to harness NLP's transformative potential in this domain. We analyze key fundamental tasks such as information extraction and text classification, and their roles in downstream applications like recommendation and language generation, while also discussing ethical concerns. Additionally, we identify gaps in current research and encourage future work to explore holistic approaches for achieving broader objectives in this field.
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