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Much of the existing research on the social and ethical impact of Artificial Intelligence has been focused on defining ethical principles and guidelines surrounding Machine Learning (ML) and other Artificial Intelligence (AI) algorithms…

Computers and Society · Computer Science 2019-12-30 Alexandra Luccioni , Yoshua Bengio

Evaluating the quality of free-text explanations is a multifaceted, subjective, and labor-intensive task. Large language models (LLMs) present an appealing alternative due to their potential for consistency, scalability, and…

Computation and Language · Computer Science 2024-09-04 Ana Brassard , Benjamin Heinzerling , Keito Kudo , Keisuke Sakaguchi , Kentaro Inui

Novelty is a crucial criterion in the peer review process for evaluating academic papers. Traditionally, it's judged by experts or measure by unique reference combinations. Both methods have limitations: experts have limited knowledge, and…

Computation and Language · Computer Science 2025-07-17 Wenqing Wu , Chengzhi Zhang , Yi Zhao

Value alignment of Large Language Models (LLMs) requires us to empirically measure these models' actual, acquired representation of value. Among the characteristics of value representation in humans is that they distinguish among value of…

Computation and Language · Computer Science 2026-02-24 Seong Hah Cho , Junyi Li , Anna Leshinskaya

Work in AI ethics and fairness has made much progress in regulating LLMs to reflect certain values, such as fairness, truth, and diversity. However, it has taken the problem of how LLMs might 'mean' anything at all for granted. Without…

Computation and Language · Computer Science 2023-11-07 Mark Pock , Andre Ye , Jared Moore

Automated large-scale analysis of public discussions around contested issues like abortion requires detecting and understanding the use of arguments. While Large Language Models (LLMs) have shown promise in language processing tasks, their…

Computation and Language · Computer Science 2025-05-30 Matteo Guida , Yulia Otmakhova , Eduard Hovy , Lea Frermann

This study investigates the potential of deterministic systems, specifically large language models (LLMs), to exhibit the functional capacities of moral agency and compatibilist free will. We develop a functional definition of free will…

Neurons and Cognition · Quantitative Biology 2024-11-01 Morgan S. Porter

Legal proposition generation is central to legal reasoning and doctrinal scholarship, yet remain under-examined in Legal NLP. This paper investigates the automatic generation and evaluation of legal propositions from decisions of the Court…

Computation and Language · Computer Science 2026-05-20 Shanshan Xu , Johan Lindholm , Amogh Raina , Henrik Palmer Olsen , Daniel Hershcovich

There is an emerging consensus that we need to align AI systems with human values (Gabriel, 2020; Ji et al., 2024), but it remains unclear how to apply this to language models in practice. We split the problem of "aligning to human values"…

Computers and Society · Computer Science 2024-04-18 Oliver Klingefjord , Ryan Lowe , Joe Edelman

Existing behavioral alignment techniques for Large Language Models (LLMs) often neglect the discrepancy between surface compliance and internal unaligned representations, leaving LLMs vulnerable to long-tail risks. More crucially, we posit…

Computation and Language · Computer Science 2026-03-17 Lingyu Li , Yan Teng , Yingchun Wang

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) 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

Ensuring that Large Language Models (LLMs) align with the diverse and evolving human values across different regions and cultures remains a critical challenge in AI ethics. Current alignment approaches often yield superficial conformity…

Artificial Intelligence · Computer Science 2025-11-04 Jiahao Wang , Songkai Xue , Jinghui Li , Xiaozhen Wang

Large language models (LLMs) have rapidly become indispensable tools for acquiring information and supporting human decision-making. However, ensuring that these models uphold fairness across varied contexts is critical to their safe and…

Computers and Society · Computer Science 2026-03-05 Xulang Zhang , Rui Mao , Erik Cambria

The rapid progress in Large Language Models (LLMs) poses potential risks such as generating unethical content. Assessing LLMs' values can help expose their misalignment, but relies on reference-free evaluators, e.g., fine-tuned LLMs or…

Computation and Language · Computer Science 2024-07-16 Jing Yao , Xiaoyuan Yi , Xing Xie

The spread of media bias is a significant concern as political discourse shapes beliefs and opinions. Addressing this challenge computationally requires improved methods for interpreting news. While large language models (LLMs) can scale…

Human-Computer Interaction · Computer Science 2026-02-24 Qile Wang , Prerana Khatiwada , Avinash Chouhan , Ashrey Mahesh , Joy Mwaria , Duy Duc Tran , Kenneth E. Barner , Matthew Louis Mauriello

Recent years have seen a marked increase in research that aims to identify or predict risk, intention or ideation of suicide. The majority of new tasks, datasets, language models and other resources focus on English and on suicide in the…

Computation and Language · Computer Science 2024-12-23 Annika Marie Schoene , John E. Ortega , Rodolfo Joel Zevallos , Laura Haaber Ihle

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

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

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