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This work contributes to the field of Machine Ethics (ME) benchmarking, which develops tests to assess whether intelligent systems accurately represent human values and act accordingly. We identify three major issues with current ME…

Computers and Society · Computer Science 2024-11-11 Kira Sam , Raja Vavekanand

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

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

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

Triage is a critically important decision-making process in mass casualty incidents (MCIs) to maximize victim survival rates. While the role of AI in such situations is gaining attention for making optimal decisions within limited resources…

Artificial Intelligence · Computer Science 2025-11-19 Chiharu Hagiwara , Naoki Nonaka , Yuhta Hashimoto , Ryu Uchimido , Jun Seita

Research in Responsible AI has developed a range of principles and practices to ensure that machine learning systems are used in a manner that is ethical and aligned with human values. However, a critical yet often neglected aspect of…

Computers and Society · Computer Science 2024-08-21 Neha R. Gupta , Jessica Hullman , Hari Subramonyam

Research on emergency and mass casualty incident (MCI) triage has been limited by the absence of openly usable, reproducible benchmarks. Yet these scenarios demand rapid identification of the patients most in need, where accurate…

Machine Learning · Computer Science 2026-03-31 Joshua Sebastian , Karma Tobden , KMA Solaiman

The rapid advancement of large language models (LLMs) raises critical concerns about their ethical alignment, particularly in scenarios where human and AI co-exist under the conflict of interest. This work introduces an extendable,…

Human-Computer Interaction · Computer Science 2025-05-29 Zhihong Chen , Yiqian Yang , Jinzhao Zhou , Qiang Zhang , Chin-Teng Lin , Yiqun Duan

Evaluating moral alignment in agents navigating conflicting, hierarchically structured human norms is a critical challenge at the intersection of AI safety, moral philosophy, and cognitive science. We introduce Morality Chains, a novel…

Context: AI coding agents route every task to a single frontier large language model (LLM), paying premium inference cost even when many tasks are routine. Objectives: We propose Triage, a framework that uses code health metrics --…

Software Engineering · Computer Science 2026-04-10 Lech Madeyski

As large language models (LLMs) shape AI development, ensuring ethical prompt recommendations is crucial. LLMs offer innovation but risk bias, fairness issues, and accountability concerns. Traditional oversight methods struggle with…

Information Retrieval · Computer Science 2026-01-27 Jordan Nelson , Almas Baimagambetov , Konstantinos Avgerinakis , Nikolaos Polatidis

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

In the rapidly evolving field of artificial intelligence, large language models (LLMs) have emerged as powerful tools for a myriad of applications, from natural language processing to decision-making support systems. However, as these…

Computation and Language · Computer Science 2025-07-08 Jianchao Ji , Yutong Chen , Mingyu Jin , Wujiang Xu , Wenyue Hua , Yongfeng Zhang

Artificial intelligence (AI) technologies should adhere to human norms to better serve our society and avoid disseminating harmful or misleading information, particularly in Conversational Information Retrieval (CIR). Previous work,…

Computation and Language · Computer Science 2023-10-03 Yiyao Yu , Junjie Wang , Yuxiang Zhang , Lin Zhang , Yujiu Yang , Tetsuya Sakai

In difficult decision-making scenarios, it is common to have conflicting opinions among expert human decision-makers as there may not be a single right answer. Such decisions may be guided by different attributes that can be used to…

Computation and Language · Computer Science 2024-06-11 Brian Hu , Bill Ray , Alice Leung , Amy Summerville , David Joy , Christopher Funk , Arslan Basharat

Deploying language models as autonomous agents requires more than per-task accuracy: when an agent faces a queue of problems under a finite token budget, it must decide which to attempt, in what order, and how much compute to commit to…

Artificial Intelligence · Computer Science 2026-05-14 Zabir Al Nazi , Shubhashis Roy Dipta

Moral cognition is a crucial yet underexplored aspect of decision-making in AI models. Regardless of the application domain, it should be a consideration that allows for ethically aligned decision-making. This paper presents a multifaceted…

Computers and Society · Computer Science 2026-02-17 Aisha Aijaz , Raghava Mutharaju , Manohar Kumar

Emergency departments struggle with persistent triage errors, especially undertriage and overtriage, which are aggravated by growing patient volumes and staff shortages. This study evaluated three AI models [TRIAGEMASTER (NLP),…

Machine Learning · Computer Science 2026-02-25 Edouard Lansiaux , Ramy Azzouz , Emmanuel Chazard , Amélie Vromant , Eric Wiel

Moral AI has been studied in the fields of philosophy and artificial intelligence. Although most existing studies are only theoretical, recent developments in AI have made it increasingly necessary to implement AI with morality. On the…

Artificial Intelligence · Computer Science 2023-06-21 Masashi Takeshita , Rzepka Rafal , Kenji Araki

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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