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Large Language Models (LLMs) have demonstrated remarkable capabilities in tasks related to reasoning and judgment. However, assessing the quality of arguments requires a rigorous evaluation. We investigate the extent to which LLMs can…

计算与语言 · 计算机科学 2026-05-28 Nicolás Benjamín Ocampo , Agnes Paullate Nyiranziza , Davide Ceolin

Large Language Models (LLMs) have become increasingly incorporated into everyday life for many internet users, taking on significant roles as advice givers in the domains of medicine, personal relationships, and even legal matters. The…

计算与语言 · 计算机科学 2025-10-17 Nicole Smith-Vaniz , Harper Lyon , Lorraine Steigner , Ben Armstrong , Nicholas Mattei

Large Language Models (LLMs) hold promise as dynamic instructional aids. Yet, it remains unclear whether LLMs can replicate the adaptivity of intelligent tutoring systems (ITS)--where student knowledge and pedagogical strategies are…

计算与语言 · 计算机科学 2025-04-09 Conrad Borchers , Tianze Shou

We introduce aligned probing, a novel interpretability framework that aligns the behavior of language models (LMs), based on their outputs, and their internal representations (internals). Using this framework, we examine over 20 OLMo,…

计算与语言 · 计算机科学 2025-09-25 Andreas Waldis , Vagrant Gautam , Anne Lauscher , Dietrich Klakow , Iryna Gurevych

Ensuring that Large Language Models (LLMs) return just responses which adhere to societal values is crucial for their broader application. Prior research has shown that LLMs often fail to perform satisfactorily on tasks requiring moral…

计算与语言 · 计算机科学 2025-10-09 Guangliang Liu , Zimo Qi , Xitong Zhang , Lei Jiang , Kristen Marie Johnson

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…

计算与语言 · 计算机科学 2025-02-21 Shivani Kumar , David Jurgens

People increasingly rely on Large Language Models (LLMs) for moral advice, which may influence humans' decisions. Yet, little is known about how closely LLMs align with human moral judgments. To address this, we introduce the Moral Dilemma…

计算与语言 · 计算机科学 2025-07-24 Giuseppe Russo , Debora Nozza , Paul Röttger , Dirk Hovy

Large language models generate judgments that resemble those of humans. Yet the extent to which these models align with human judgments in interpreting figurative and socially grounded language remains uncertain. To investigate this, human…

计算与语言 · 计算机科学 2026-01-15 Samhita Bollepally , Aurora Sloman-Moll , Takashi Yamauchi

The rapid advancement and adaptability of Large Language Models (LLMs) highlight the need for moral consistency, the capacity to maintain ethically coherent reasoning across varied contexts. Existing alignment frameworks, structured…

计算与语言 · 计算机科学 2025-12-03 Saeid Jamshidi , Kawser Wazed Nafi , Arghavan Moradi Dakhel , Negar Shahabi , Foutse Khomh

Accurate and contextually faithful responses are critical when applying large language models (LLMs) to sensitive and domain-specific tasks, such as answering queries related to quranic studies. General-purpose LLMs often struggle with…

Large language models (LLMs) appear to bias their survey answers toward certain values. Nonetheless, some argue that LLMs are too inconsistent to simulate particular values. Are they? To answer, we first define value consistency as the…

计算与语言 · 计算机科学 2024-10-03 Jared Moore , Tanvi Deshpande , Diyi Yang

Generative large language models present significant potential but also raise critical ethical concerns, including issues of safety, fairness, robustness, and reliability. Most existing ethical studies, however, are limited by their narrow…

计算与语言 · 计算机科学 2026-01-09 Yıldırım Özen , Burak Erinç Çetin , Kaan Engür , Elif Naz Demiryılmaz , Cagri Toraman

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…

人工智能 · 计算机科学 2023-10-25 Marwa Abdulhai , Gregory Serapio-Garcia , Clément Crepy , Daria Valter , John Canny , Natasha Jaques

System prompts provide a lightweight yet powerful mechanism for conditioning large language models (LLMs) at inference time. While prior work has focused on English-only settings, real-world deployments benefit from having a single prompt…

计算与语言 · 计算机科学 2025-12-03 Lechen Zhang , Yusheng Zhou , Tolga Ergen , Lajanugen Logeswaran , Moontae Lee , David Jurgens

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…

计算与语言 · 计算机科学 2023-11-01 Allen Nie , Yuhui Zhang , Atharva Amdekar , Chris Piech , Tatsunori Hashimoto , Tobias Gerstenberg

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,…

机器学习 · 计算机科学 2026-05-06 Yash Aggarwal , Atmika Gorti , Vinija Jain , Aman Chadha , Krishnaprasad Thirunarayan , Manas Gaur

Evaluation of multilingual Large Language Models (LLMs) is challenging due to a variety of factors -- the lack of benchmarks with sufficient linguistic diversity, contamination of popular benchmarks into LLM pre-training data and the lack…

计算与语言 · 计算机科学 2024-10-21 Ishaan Watts , Varun Gumma , Aditya Yadavalli , Vivek Seshadri , Manohar Swaminathan , Sunayana Sitaram

The rapid growth of large language models(LLMs) has emerged as a prominent trend in the field of artificial intelligence. However, current state-of-the-art LLMs are predominantly based on English. They encounter limitations when directly…

计算与语言 · 计算机科学 2024-06-28 Wenjing Zhang , Siqi Xiao , Xuejiao Lei , Ning Wang , Huazheng Zhang , Meijuan An , Bikun Yang , Zhaoxiang Liu , Kai Wang , Shiguo Lian

Moral norms vary across cultures. A recent line of work suggests that English large language models contain human-like moral biases, but these studies typically do not examine moral variation in a diverse cultural setting. We investigate…

计算与语言 · 计算机科学 2023-06-06 Aida Ramezani , Yang Xu

Large language models are increasingly used as automated evaluators in research and enterprise settings, a practice known as LLM-as-a-judge. While prior work has examined accuracy, bias, and alignment with human preferences, far less…

计算与语言 · 计算机科学 2026-03-06 Fiona Lau