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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

  1. Modular Pluralism: Pluralistic Alignment via Multi-LLM CollaborationShangbin Feng, Taylor Sorensen, Yuhan Liu, Jillian Fisher 等EMNLP 2024 · 12 次引用
  2. Story Morals: Surfacing value-driven narrative schemas using large language modelsDavid G. Hobson, Haiqi Zhou, Derek Ruths, Andrew PiperEMNLP 2024 · 4 次引用
  3. The Echoes of Multilinguality: Tracing Cultural Value Shifts during Language Model Fine-tuningRochelle Choenni, Anne Lauscher, Ekaterina ShutovaACL 2024 · 2 次引用
  4. Moral Framing in Politics (MFiP): A new resource and models for moral framingInes Rehbein, Ines Reinig, Simone Paolo PonzettoEMNLP 2025
  5. 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

  1. TruthfulQA: Measuring How Models Mimic Human FalsehoodsStephanie Lin, Jacob Hilton, Owain EvansACL 2022 · 3,228 次引用
  2. Aligning AI With Shared Human ValuesDan Hendrycks, Collin Burns, Steven Basart, Andrew Critch 等ICLR 2021 · 878 次引用
  3. RealToxicityPrompts: Evaluating Neural Toxic Degeneration in Language ModelsSamuel Gehman, Suchin Gururangan, Maarten Sap, Yejin Choi 等EMNLP Findings 2020 · 692 次引用
  4. SCRUPLES: A Corpus of Community Ethical Judgments on 32, 000 Real-Life AnecdotesNicholas Lourie, Ronan Le Bras, Yejin ChoiAAAI 2021 · 147 次引用
  5. 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

相关 Paper

  1. A Survey on Modelling Morality for Text AnalysisInes Reinig, Maria Becker, Ines Rehbein, Simone Paolo PonzettoACL Findings 2024 · 6 次引用
  2. How Good Is NLP? A Sober Look at NLP Tasks through the Lens of Social ImpactZhijing Jin, Geeticka Chauhan, Brian Tse, Mrinmaya Sachan 等ACL Findings 2021 · 22 次引用
  3. On the Ethical Limits of Natural Language Processing on Legal TextDimitrios Tsarapatsanis, Nikolaos AletrasACL Findings 2021 · 29 次引用
  4. Language (Technology) is Power: A Critical Survey of "Bias" in NLPSu Lin Blodgett, Solon Barocas, Hal Daumé III, Hanna M. WallachACL 2020 · 68 次引用
  5. Exploring LLMs' Ability to Spontaneously and Conditionally Modify Moral Expressions through Text ManipulationCandida Maria Greco, Lucio La Cava, Lorenzo Zangari, Andrea TagarelliACL 2025
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