Values, Ethics, Morals? On the Use of Moral Concepts in NLP Research
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Abstract (arXiv)
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.
Key facts. Cited by 14 papers in the map (data through 14 Oct 2026). Builds on 41 of its 154 references that are in the map. First posted on arXiv 21 Oct 2023.
Builds on
41 of 154 references.
References · 41
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- 2022The Moral Integrity Corpus: A Benchmark for Ethical Dialogue Systemscited by 93
- 2022When to Make Exceptions: Exploring Language Models as Accounts of Human Moral Judgmentcited by 93
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- 2021What Would Jiminy Cricket Do? Towards Agents That Behave Morallycited by 57
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- 2021Ethical-Advice Taker: Do Language Models Understand Natural Language Interventions?cited by 46
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Citing papers per year: 2024: 8; 2025: 4; 2026: 2.
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- 2025News is More than a Collection of Facts: Moral Frame Preserving News Summarization1 Apr 2025
- 2025The Greatest Good Benchmark: Measuring LLMs' Alignment with Utilitarian Moral Dilemmas25 Mar 2025
- 2025Are Rules Meant to be Broken? Understanding Multilingual Moral Reasoning as a Computational Pipeline with UniMoral19 Feb 2025
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- 2024Stop! In the Name of Flaws: Disentangling Personal Names and Sociodemographic Attributes in NLPcited by 22
- 2024The Potential and Challenges of Evaluating Attitudes, Opinions, and Values in Large Language Modelscited by 19
- 2025The Greatest Good Benchmark: Measuring LLMs' Alignment with Utilitarian Moral Dilemmascited by 12
- 2024The Echoes of Multilinguality: Tracing Cultural Value Shifts during LM Fine-tuningcited by 10
- 2024Morality is Non-Binary: Building a Pluralist Moral Sentence Embedding Space using Contrastive Learningcited by 7
- 2024Ethical Concern Identification in NLP: A Corpus of ACL Anthology Ethics Statementscited by 3
- 2025Fairness Metric Design Exploration in Multi-Domain Moral Sentiment Classification using Transformer-Based Modelscited by 2
- 2024SoK: Towards Security and Safety of Edge AIcited by 1
- 2025News is More than a Collection of Facts: Moral Frame Preserving News Summarizationcited by 1
- 2026Structuring the Space of Perspectivescited by 1
- 2026Structuring the Space of Perspectives12 Aug 2026
- 2025Fairness Metric Design Exploration in Multi-Domain Moral Sentiment Classification using Transformer-Based Models13 Oct 2025
- 2025News is More than a Collection of Facts: Moral Frame Preserving News Summarization1 Apr 2025
- 2025The Greatest Good Benchmark: Measuring LLMs' Alignment with Utilitarian Moral Dilemmas25 Mar 2025
- 2024Ethical Concern Identification in NLP: A Corpus of ACL Anthology Ethics Statements12 Nov 2024
- 2024SoK: Towards Security and Safety of Edge AI7 Oct 2024
- 2024The Potential and Challenges of Evaluating Attitudes, Opinions, and Values in Large Language Models16 Jun 2024
- 2024Culturally Aware and Adapted NLP: A Taxonomy and a Survey of the State of the Art6 Jun 2024
- 2024Stop! In the Name of Flaws: Disentangling Personal Names and Sociodemographic Attributes in NLP27 May 2024
- 2024The Echoes of Multilinguality: Tracing Cultural Value Shifts during LM Fine-tuning21 May 2024
- 2024Morality is Non-Binary: Building a Pluralist Moral Sentence Embedding Space using Contrastive Learning30 Jan 2024