Principled Frameworks for Evaluating Ethics in NLP Systems

June 14, 2019 ยท Declared Dead ยท ๐Ÿ› WNLP@ACL

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Authors Shrimai Prabhumoye, Elijah Mayfield, Alan W Black arXiv ID 1906.06425 Category cs.CL: Computation & Language Cross-listed cs.AI Citations 8 Venue WNLP@ACL Last Checked 5 months ago
Abstract
We critique recent work on ethics in natural language processing. Those discussions have focused on data collection, experimental design, and interventions in modeling. But we argue that we ought to first understand the frameworks of ethics that are being used to evaluate the fairness and justice of algorithmic systems. Here, we begin that discussion by outlining deontological ethics, and envision a research agenda prioritized by it.
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