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The rapid adoption of large language models (LLMs) has spurred extensive research into their encoded moral norms and decision-making processes. Much of this research relies on prompting LLMs with survey-style questions to assess how well…

Artificial Intelligence · Computer Science 2025-01-31 Pratik S. Sachdeva , Tom van Nuenen

With the rapid development and uptake of large language models (LLMs) across high-stakes settings, it is increasingly important to ensure that LLMs behave in ways that align with human values. Existing moral benchmarks prompt LLMs with…

Computation and Language · Computer Science 2026-02-11 Andrew Shaw , Christina Hahn , Catherine Rasgaitis , Yash Mishra , Alisa Liu , Natasha Jaques , Yulia Tsvetkov , Amy X. Zhang

Moral reasoning is a complex cognitive process shaped by individual experiences and cultural contexts and presents unique challenges for computational analysis. While natural language processing (NLP) offers promising tools for studying…

Computation and Language · Computer Science 2025-02-21 Shivani Kumar , David Jurgens

Critical decision-making in socially consequential spaces is increasingly involving AI systems at varying capacities. Yet, despite the ubiquity of autonomous systems, most approaches to handling autonomous moral decision-making resort to…

Artificial Intelligence · Computer Science 2026-05-28 Aisha Aijaz , Rahul Goel , Arnav Batra , Raghava Mutharaju

Human moral judgment is context-dependent and modulated by interpersonal relationships. As large language models (LLMs) increasingly function as decision-support systems, determining whether they encode these social nuances is critical. We…

Computation and Language · Computer Science 2026-04-24 Jiseon Kim , Jea Kwon , Luiz Felipe Vecchietti , Wenchao Dong , Jaehong Kim , Meeyoung Cha

The rapid advancement of Large Language Models (LLMs) and their potential integration into autonomous driving systems necessitates understanding their moral decision-making capabilities. While our previous study examined four prominent LLMs…

Computers and Society · Computer Science 2025-05-23 Muhammad Shahrul Zaim bin Ahmad , Kazuhiro Takemoto

Emotions guide human decisions, but whether large language models (LLMs) use emotion similarly remains unknown. We tested this using altruistic third-party punishment, where an observer incurs a personal cost to enforce fairness, a hallmark…

Computation and Language · Computer Science 2025-10-22 Hao Liu , Yiqing Dai , Haotian Tan , Yu Lei , Yujia Zhou , Zhen Wu

Morality in dialogue systems has raised great attention in research recently. A moral dialogue system aligned with users' values could enhance conversation engagement and user connections. In this paper, we propose a framework, MoralDial to…

Computation and Language · Computer Science 2023-05-29 Hao Sun , Zhexin Zhang , Fei Mi , Yasheng Wang , Wei Liu , Jianwei Cui , Bin Wang , Qun Liu , Minlie Huang

Artificial intelligence (AI) is advancing at a pace that raises urgent questions about how to align machine decision-making with human moral values. This working paper investigates how leading AI systems prioritize moral outcomes and what…

Artificial Intelligence · Computer Science 2025-09-15 Eoin O'Doherty , Nicole Weinrauch , Andrew Talone , Uri Klempner , Xiaoyuan Yi , Xing Xie , Yi Zeng

Natural language generation models are computer systems that generate coherent language when prompted with a sequence of words as context. Despite their ubiquity and many beneficial applications, language generation models also have the…

Computation and Language · Computer Science 2022-07-25 Amin Rasekh , Ian Eisenberg

Human commonsense understanding of the physical and social world is organized around intuitive theories. These theories support making causal and moral judgments. When something bad happens, we naturally ask: who did what, and why? A rich…

Computation and Language · Computer Science 2023-11-01 Allen Nie , Yuhui Zhang , Atharva Amdekar , Chris Piech , Tatsunori Hashimoto , Tobias Gerstenberg

As large language models (LLMs) are increasingly deployed in consequential decision-making contexts, systematically assessing their ethical reasoning capabilities becomes a critical imperative. This paper introduces the Priorities in…

Artificial Intelligence · Computer Science 2025-04-29 Chad Coleman , W. Russell Neuman , Ali Dasdan , Safinah Ali , Manan Shah

Practical uses of Artificial Intelligence (AI) in the real world have demonstrated the importance of embedding moral choices into intelligent agents. They have also highlighted that defining top-down ethical constraints on AI according to…

Multiagent Systems · Computer Science 2023-08-31 Elizaveta Tennant , Stephen Hailes , Mirco Musolesi

Language models often misinterpret human intentions due to their handling of ambiguity, a limitation well-recognized in NLP research. While morally clear scenarios are more discernible to LLMs, greater difficulty is encountered in morally…

Computation and Language · Computer Science 2024-10-11 Pranav Senthilkumar , Visshwa Balasubramanian , Prisha Jain , Aneesa Maity , Jonathan Lu , Kevin Zhu

AI systems are becoming increasingly intertwined with human life. In order to effectively collaborate with humans and ensure safety, AI systems need to be able to understand, interpret and predict human moral judgments and decisions. Human…

Large language models (LLMs) exhibit expert-level performance in tasks across a wide range of different domains. Ethical issues raised by LLMs and the need to align future versions makes it important to know how state of the art models…

Artificial Intelligence · Computer Science 2024-05-24 Guilherme F. C. F. Almeida , José Luiz Nunes , Neele Engelmann , Alex Wiegmann , Marcelo de Araújo

The deployment of large language models (LLMs) in mental health and other sensitive domains raises urgent questions about ethical reasoning, fairness, and responsible alignment. Yet, existing benchmarks for moral and clinical…

Computation and Language · Computer Science 2025-09-16 Sai Kartheek Reddy Kasu

We evaluate the moral alignment of LLMs with human preferences in multilingual trolley problems. Building on the Moral Machine experiment, which captures over 40 million human judgments across 200+ countries, we develop a cross-lingual…

Artificially intelligent systems, given a set of non-trivial ethical rules to follow, will inevitably be faced with scenarios which call into question the scope of those rules. In such cases, human reasoners typically will engage in…

Artificial Intelligence · Computer Science 2019-11-06 John Licato , Zaid Marji , Sophia Abraham

Large language models have been extensively studied for emotion recognition and moral reasoning as distinct capabilities, yet the extent to which emotions influence moral judgment remains underexplored. In this work, we develop an…

Computation and Language · Computer Science 2026-04-22 Mohammad Saim , Tianyu Jiang