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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

In this essay, I argue that explicit ethical machines, whose moral principles are inferred through a bottom-up approach, are unable to replicate human-like moral reasoning and cannot be considered moral agents. By utilizing Alan Turing's…

Computers and Society · Computer Science 2024-07-25 Massimo Passamonti

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

To achieve desirable performance, current AI systems often require huge amounts of training data. This is especially problematic in domains where collecting data is both expensive and time-consuming, e.g., where AI systems require having…

Artificial Intelligence · Computer Science 2022-10-11 Ardavan S. Nobandegani , Thomas R. Shultz , Irina Rish

Recent advancements in language model technology have significantly enhanced the ability to edit factual information. Yet, the modification of moral judgments, a crucial aspect of aligning models with human values, has garnered less…

Artificial Intelligence · Computer Science 2026-03-31 Michael Ripa , Jim Davies

The rapid integration of Large Language Models (LLMs) in high-stakes decision-making -- such as allocating scarce resources like donor organs -- raises critical questions about their alignment with human moral values. We systematically…

Computers and Society · Computer Science 2026-04-21 John P. Dickerson , Hadi Hosseini , Samarth Khanna , Leona Pierce

As large language models (LLMs) increasingly integrate into our daily lives, it becomes crucial to understand their implicit biases and moral tendencies. To address this, we introduce a Moral Foundations LLM dataset (MFD-LLM) grounded in…

Computers and Society · Computer Science 2025-04-10 Monika Jotautaite , Mary Phuong , Chatrik Singh Mangat , Maria Angelica Martinez

Over the past several years, a slew of different methods to measure the fairness of a machine learning model have been proposed. However, despite the growing number of publications and implementations, there is still a critical lack of…

Artificial Intelligence · Computer Science 2022-03-10 Alycia N. Carey , Xintao Wu

As the impact of large language models increases, understanding the moral values they reflect becomes ever more important. Assessing the nature of moral values as understood by these models via direct prompting is challenging due to…

Computation and Language · Computer Science 2025-05-29 Chaoyi Xiang , Chunhua Liu , Simon De Deyne , Lea Frermann

This paper presents Social data and knowledge collective intelligence platform for TRaining Ethical AI Models (STREAM) to address the challenge of aligning AI models with human moral values, and to provide ethics datasets and knowledge…

Artificial Intelligence · Computer Science 2023-10-10 Yuwei Wang , Enmeng Lu , Zizhe Ruan , Yao Liang , Yi Zeng

People are known to judge artificial intelligence using a utilitarian moral philosophy and humans using a moral philosophy emphasizing perceived intentions. But why do people judge humans and machines differently? Psychology suggests that…

Computers and Society · Computer Science 2023-09-20 Jingling Zhang , Jane Conway , César A. Hidalgo

When we design and deploy an Reinforcement Learning (RL) agent, reward functions motivates agents to achieve an objective. An incorrect or incomplete specification of the objective can result in behavior that does not align with human…

Artificial Intelligence · Computer Science 2024-06-03 Zhaoyue Wang

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

Fair machine learning research has been primarily concerned with classification tasks that result in discrimination. However, as machine learning algorithms are applied in new contexts the harms and injustices that result are qualitatively…

Machine Learning · Computer Science 2023-09-29 James Michelson

The proliferation of Artificial Intelligence (AI) systems exhibiting complex and seemingly agentive behaviours necessitates a critical philosophical examination of their agency, autonomy, and moral status. In this paper we undertake a…

Computers and Society · Computer Science 2026-02-03 Paul Formosa , Inês Hipólito , Thomas Montefiore

Moral foundations theory (MFT) is a psychological assessment tool that decomposes human moral reasoning into five factors, including care/harm, liberty/oppression, and sanctity/degradation (Graham et al., 2009). People vary in the weight…

Artificial Intelligence · Computer Science 2023-10-25 Marwa Abdulhai , Gregory Serapio-Garcia , Clément Crepy , Daria Valter , John Canny , Natasha Jaques

Ethical oversight of AI research is beset by a number of problems. There are numerous ways to tackle these problems, however, they leave full responsibility for ethical reflection in the hands of review boards and committees. In this paper,…

Computers and Society · Computer Science 2020-11-24 Hang Yuan , Claudia Vanea , Federica Lucivero , Nina Hallowell

With Artificial Intelligence systems increasingly applied in consequential domains, researchers have begun to ask how these systems ought to act in ethically charged situations where even humans lack consensus. In the Moral Machine project,…

Computers and Society · Computer Science 2023-05-30 Michael Feffer , Hoda Heidari , Zachary C. Lipton

Algorithmic decision-making in practice must be fair for legal, ethical, and societal reasons. To achieve this, prior research has contributed various approaches that ensure fairness in machine learning predictions, while comparatively…

Machine Learning · Computer Science 2023-10-10 Dennis Frauen , Valentyn Melnychuk , Stefan Feuerriegel

Sycophancy in Vision-Language Models (VLMs) refers to their tendency to align with user opinions, often at the expense of moral or factual accuracy. While prior studies have explored sycophantic behavior in general contexts, its impact on…

Artificial Intelligence · Computer Science 2026-02-10 Shadman Rabby , Md. Hefzul Hossain Papon , Sabbir Ahmed , Nokimul Hasan Arif , A. B. M. Ashikur Rahman , Irfan Ahmad