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The conceptual framework proposed in this paper centers on the development of a deliberative moral reasoning system - one designed to process complex moral situations by generating, filtering, and weighing normative arguments drawn from…

Computers and Society · Computer Science 2025-08-13 David-Doron Yaacov

As generative AI models become increasingly integrated into high-stakes domains, the need for robust methods to evaluate their ethical reasoning becomes increasingly important. This paper introduces a five-dimensional audit model --…

Artificial Intelligence · Computer Science 2025-04-25 W. Russell Neuman , Chad Coleman , Ali Dasdan , Safinah Ali , Manan Shah

As AI systems like language models are increasingly integrated into decision-making processes affecting people's lives, it's critical to ensure that these systems have sound moral reasoning. To test whether they do, we need to develop…

Computation and Language · Computer Science 2024-04-18 Jan-Philipp Fränken , Kanishk Gandhi , Tori Qiu , Ayesha Khawaja , Noah D. Goodman , Tobias Gerstenberg

This study establishes a novel framework for systematically evaluating the moral reasoning capabilities of large language models (LLMs) as they increasingly integrate into critical societal domains. Current assessment methodologies lack the…

Computers and Society · Computer Science 2025-05-05 Junfeng Jiao , Saleh Afroogh , Abhejay Murali , Kevin Chen , David Atkinson , Amit Dhurandhar

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

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

As artificial intelligence rapidly transforms society, developers and policymakers struggle to anticipate which applications will face public moral resistance. We propose that these judgments are not idiosyncratic but systematic and…

Computers and Society · Computer Science 2025-10-08 Kimmo Eriksson , Simon Karlsson , Irina Vartanova , Pontus Strimling

Moral competence is the ability to act in accordance with moral principles. As large language models (LLMs) are increasingly deployed in situations demanding moral competence, there is increasing interest in evaluating this ability…

Artificial Intelligence · Computer Science 2026-03-09 Daniel Kilov , Caroline Hendy , Secil Yanik Guyot , Aaron J. Snoswell , Seth Lazar

As AI systems progress, we rely more on them to make decisions with us and for us. To ensure that such decisions are aligned with human values, it is imperative for us to understand not only what decisions they make but also how they come…

As LLMs excel on standard reading comprehension benchmarks, attention is shifting toward evaluating their capacity for complex abstract reasoning and inference. Literature-based benchmarks, with their rich narrative and moral depth, provide…

Computation and Language · Computer Science 2025-09-17 Matteo Marcuzzo , Alessandro Zangari , Andrea Albarelli , Jose Camacho-Collados , Mohammad Taher Pilehvar

Large language models (LLMs) are increasingly deployed in settings that require nuanced ethical reasoning, yet existing bias evaluations treat model outputs as simply "biased" or "unbiased." This binary framing misses the gradual,…

Machine Learning · Computer Science 2026-05-06 Yash Aggarwal , Atmika Gorti , Vinija Jain , Aman Chadha , Krishnaprasad Thirunarayan , Manas Gaur

Making moral judgments is an essential step toward developing ethical AI systems. Prevalent approaches are mostly implemented in a bottom-up manner, which uses a large set of annotated data to train models based on crowd-sourced opinions…

Computation and Language · Computer Science 2024-07-02 Jingyan Zhou , Minda Hu , Junan Li , Xiaoying Zhang , Xixin Wu , Irwin King , Helen Meng

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

Stories are key to transmitting values across cultures, but their interpretation varies across linguistic and cultural contexts. Thus, we introduce multilingual story moral generation as a novel culturally grounded evaluation task. Using a…

Computation and Language · Computer Science 2026-04-13 Sophie Wu , Andrew Piper

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

Large Language Models (LLMs) are increasingly deployed in multilingual and multicultural environments where moral reasoning is essential for generating ethically appropriate responses. Yet, the dominant pretraining of LLMs on…

Computation and Language · Computer Science 2025-09-29 Sualeha Farid , Jayden Lin , Zean Chen , Shivani Kumar , David Jurgens

As large language models (LLMs) increasingly mediate ethically sensitive decisions, understanding their moral reasoning processes becomes imperative. This study presents a comprehensive empirical evaluation of 14 leading LLMs, both…

Computation and Language · Computer Science 2025-08-12 Junchen Ding , Penghao Jiang , Zihao Xu , Ziqi Ding , Yichen Zhu , Jiaojiao Jiang , Yuekang Li

Ethics review is a foundational mechanism of modern research governance, yet contemporary systems face increasing strain as ethical risks arise as structural consequences of large-scale, interdisciplinary scientific practice. The demand for…

Artificial Intelligence · Computer Science 2026-02-17 Yifan Ding , Yuhui Shi , Zhiyan Li , Zilong Wang , Yifeng Gao , Yajun Yang , Mengjie Yang , Yixiu Liang , Xipeng Qiu , Xuanjing Huang , Xingjun Ma , Yu-Gang Jiang , Guoyu Wang

With the rise of individual and collaborative networks of autonomous agents, AI is deployed in more key reasoning and decision-making roles. For this reason, ethics-based audits play a pivotal role in the rapidly growing fields of AI safety…

Computers and Society · Computer Science 2024-02-06 Jon Chun , Katherine Elkins

Large Language Models (LLMs) are increasingly integrated into software engineering (SE) tools for tasks that extend beyond code synthesis, including judgment under uncertainty and reasoning in ethically significant contexts. We present a…

Software Engineering · Computer Science 2025-10-02 Patrizio Migliarini , Mashal Afzal Memon , Marco Autili , Paola Inverardi
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