EMNLP Findings2023
Values, Ethics, Morals? On the Use of Moral Concepts in NLP Research
Karina Vida, Judith Simon, Anne Lauscher
摘要
With language technology increasingly affecting individuals' lives, many recent works have investigated the ethical aspects of NLP. Among other topics, researchers focused on the notion of morality, investigating, for example, which moral judgements language models make. However, there has been little to no discussion of the terminology and the theories underpinning those efforts and their implications. This lack is highly problematic, as it hides the works' underlying assumptions and hinders a thorough and targeted scientific debate of morality in NLP. In this work, we address this research gap by (a) providing an overview of some important ethical concepts stemming from philosophy and (b) systematically surveying the existing literature on moral NLP w.r.t. their philosophical foundation, terminology, and data basis. For instance, we analyse what ethical theory an approach is based on, how this decision is justified, and what implications it entails. Our findings surveying 92 papers show that, for instance, most papers neither provide a clear definition of the terms they use nor adhere to definitions from philosophy. Finally, (c) we give three recommendations for future research in the field. We hope our work will lead to a more informed, careful, and sound discussion of morality in language technology.
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引用它的顶会 Paper7
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- Story Morals: Surfacing value-driven narrative schemas using large language modelsDavid G. Hobson, Haiqi Zhou, Derek Ruths, Andrew PiperEMNLP 2024 · 4 次引用
- The Echoes of Multilinguality: Tracing Cultural Value Shifts during Language Model Fine-tuningRochelle Choenni, Anne Lauscher, Ekaterina ShutovaACL 2024 · 2 次引用
- Moral Framing in Politics (MFiP): A new resource and models for moral framingInes Rehbein, Ines Reinig, Simone Paolo PonzettoEMNLP 2025
- Mining the uncertainty patterns of humans and models in the annotation of moral foundations and human valuesNeele Falk, Gabriella LapesaACL 2025
它引用的 Paper18
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- Aligning AI With Shared Human ValuesDan Hendrycks, Collin Burns, Steven Basart, Andrew Critch 等ICLR 2021 · 878 次引用
- RealToxicityPrompts: Evaluating Neural Toxic Degeneration in Language ModelsSamuel Gehman, Suchin Gururangan, Maarten Sap, Yejin Choi 等EMNLP Findings 2020 · 692 次引用
- SCRUPLES: A Corpus of Community Ethical Judgments on 32, 000 Real-Life AnecdotesNicholas Lourie, Ronan Le Bras, Yejin ChoiAAAI 2021 · 147 次引用
- When to Make Exceptions: Exploring Language Models as Accounts of Human Moral JudgmentZhijing Jin, Sydney Levine, Fernando Gonzalez Adauto, Ojasv Kamal 等NeurIPS 2022 · 146 次引用
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