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The conformity effect describes the tendency of individuals to align their responses with the majority. Studying this bias in large language models (LLMs) is crucial, as LLMs are increasingly used in various information-seeking and…

Computation and Language · Computer Science 2025-05-27 Xiaochen Zhu , Caiqi Zhang , Tom Stafford , Nigel Collier , Andreas Vlachos

The pursuit of leaderboard rankings in Large Language Models (LLMs) has created a fundamental paradox: models excel at standardized tests while failing to demonstrate genuine language understanding and adaptability. Our systematic analysis…

Computation and Language · Computer Science 2024-12-06 Sourav Banerjee , Ayushi Agarwal , Eishkaran Singh

Large language models (LLMs) are increasingly proposed as agents in strategic decision environments, yet their behavior in structured geopolitical simulations remains under-researched. We evaluate six popular state-of-the-art LLMs alongside…

Computation and Language · Computer Science 2026-03-03 Veronika Solopova , Viktoria Skorik , Maksym Tereshchenko , Alina Haidun , Ostap Vykhopen

This paper identifies a cultural dominance issue within large language models (LLMs) due to the predominant use of English data in model training (e.g., ChatGPT). LLMs often provide inappropriate English-culture-related answers that are not…

Computation and Language · Computer Science 2024-02-19 Wenxuan Wang , Wenxiang Jiao , Jingyuan Huang , Ruyi Dai , Jen-tse Huang , Zhaopeng Tu , Michael R. Lyu

Manufacturing environments are becoming more complex and unpredictable due to factors such as demand variations and shorter product lifespans. This complexity requires real-time decision-making and adaptation to disruptions. Traditional…

Multiagent Systems · Computer Science 2025-07-01 Jonghan Lim , Ilya Kovalenko

We present a new challenge to examine whether large language models understand social norms. In contrast to existing datasets, our dataset requires a fundamental understanding of social norms to solve. Our dataset features the largest set…

Computation and Language · Computer Science 2024-05-24 Ye Yuan , Kexin Tang , Jianhao Shen , Ming Zhang , Chenguang Wang

Large Language Models (LLMs) are often misleadingly recognized as having a personality or a set of values. We argue that an LLM can be seen as a superposition of perspectives with different values and personality traits. LLMs exhibit…

Computation and Language · Computer Science 2023-11-08 Grgur Kovač , Masataka Sawayama , Rémy Portelas , Cédric Colas , Peter Ford Dominey , Pierre-Yves Oudeyer

While cultural alignment has increasingly become a focal point within AI research, current approaches relying predominantly on quantitative benchmarks and simplistic proxies fail to capture the deeply nuanced and context-dependent nature of…

Artificial Intelligence · Computer Science 2025-10-01 Eric J. W. Orlowski , Hakim Norhashim , Tristan Koh Ly Wey

Model collapse, a phenomenon characterized by performance degradation due to iterative training on synthetic data, has been widely studied. However, its implications for bias amplification, the progressive intensification of pre-existing…

Artificial Intelligence · Computer Science 2025-05-23 Ze Wang , Zekun Wu , Jeremy Zhang , Xin Guan , Navya Jain , Skylar Lu , Saloni Gupta , Adriano Koshiyama

Large Language Models (LLMs) have emerged as powerful tools for generating human-like text, transforming human-machine interactions. However, their widespread adoption has raised concerns about their potential to influence public opinion…

Computers and Society · Computer Science 2025-03-24 Andre G. C. Pacheco , Athus Cavalini , Giovanni Comarela

Democratic opinion-forming may be manipulated if newspapers' alignment to political or economical orientation is ambiguous. Various methods have been developed to better understand newspapers' positioning. Recently, the advent of Large…

Computation and Language · Computer Science 2024-06-04 Alessio Buscemi , Daniele Proverbio

The computational treatment of arguments on controversial issues has been subject to extensive NLP research, due to its envisioned impact on opinion formation, decision making, writing education, and the like. A critical task in any such…

Computation and Language · Computer Science 2024-03-26 Henning Wachsmuth , Gabriella Lapesa , Elena Cabrio , Anne Lauscher , Joonsuk Park , Eva Maria Vecchi , Serena Villata , Timon Ziegenbein

Much recent work seeks to evaluate values and opinions in large language models (LLMs) using multiple-choice surveys and questionnaires. Most of this work is motivated by concerns around real-world LLM applications. For example,…

Computation and Language · Computer Science 2024-06-06 Paul Röttger , Valentin Hofmann , Valentina Pyatkin , Musashi Hinck , Hannah Rose Kirk , Hinrich Schütze , Dirk Hovy

Coalition negotiations are a cornerstone of parliamentary democracies, characterised by complex interactions and strategic communications among political parties. Despite its significance, the modelling of these negotiations has remained…

Computation and Language · Computer Science 2024-02-20 Farhad Moghimifar , Yuan-Fang Li , Robert Thomson , Gholamreza Haffari

This paper compares historical annotations by humans and Large Language Models. The findings reveal that both exhibit some cultural bias, but Large Language Models achieve a higher consensus on the interpretation of historical facts from…

Computation and Language · Computer Science 2026-03-31 Fabio Celli , Georgios Spathulas

There have been numerous studies evaluating bias of LLMs towards political topics. However, how positions towards these topics in model outputs are highly sensitive to the prompt. What happens when the prompt itself is suggestive of certain…

Computation and Language · Computer Science 2025-08-14 Avneet Kaur

This chapter critically examines the potential contributions of modern language models to theoretical linguistics. Despite their focus on engineering goals, these models' ability to acquire sophisticated linguistic knowledge from mere…

Computation and Language · Computer Science 2024-08-15 Raphaël Millière

Insightful findings in political science often require researchers to analyze documents of a certain subject or type, yet these documents are usually contained in large corpora that do not distinguish between pertinent and non-pertinent…

Computation and Language · Computer Science 2019-10-29 Shrey Desai , Barea Sinno , Alex Rosenfeld , Junyi Jessy Li

LLMs are increasingly being deployed for multilingual applications and have demonstrated impressive translation capabilities between several low and high-resource languages. An aspect of translation that often gets overlooked is that of…

Computation and Language · Computer Science 2024-12-03 Pushpdeep Singh , Mayur Patidar , Lovekesh Vig

As LLMs are increasingly deployed in global applications, the importance of cultural sensitivity becomes paramount, ensuring that users from diverse backgrounds feel respected and understood. Cultural harm can arise when these models fail…

Computation and Language · Computer Science 2025-01-27 Somnath Banerjee , Sayan Layek , Hari Shrawgi , Rajarshi Mandal , Avik Halder , Shanu Kumar , Sagnik Basu , Parag Agrawal , Rima Hazra , Animesh Mukherjee