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Although Large Language Models (LLMs) demonstrate strong capabilities across various tasks, they exhibit significant performance discrepancies across languages. While prompting LLMs in English typically yields the highest general…

Computation and Language · Computer Science 2026-05-26 Andrew Ivan Soegeng , Patrick Sutanto , Tan Sang Nguyen

Large Language Models (LLMs) are rapidly being adopted by users across the globe, who interact with them in a diverse range of languages. At the same time, there are well-documented imbalances in the training data and optimisation…

Artificial Intelligence · Computer Science 2025-11-07 Bram Bulté , Ayla Rigouts Terryn

Many benchmarks show that large language models can answer direct questions about culture. We study a different question: do they also change how they speak when culture is only implied by the situation? We evaluate 60 culturally grounded…

Culture shapes reasoning, values, prioritization, and strategic decision-making, yet large language models (LLMs) often exhibit cultural biases that misalign with target populations. As LLMs are increasingly used for strategic…

Artificial Intelligence · Computer Science 2026-03-18 Maksim Eren , Eric Michalak , Brian Cook , Johnny Seales

Large Language Models (LLMs) have shown remarkable advancements but also raise concerns about cultural bias, often reflecting dominant narratives at the expense of under-represented subcultures. In this study, we evaluate the capacity of…

Computation and Language · Computer Science 2025-09-09 Garima Chhikara , Abhishek Kumar , Abhijnan Chakraborty

LLMs are deployed globally, yet produce responses biased towards cultures with abundant training data. Existing cultural localization approaches such as prompting or post-training alignment are black-box, hard to control, and do not reveal…

Computation and Language · Computer Science 2026-03-25 Simran Khanuja , Hongbin Liu , Shujian Zhang , John Lambert , Mingqing Chen , Rajiv Mathews , Lun Wang

Large Language Models (LLMs) excel at providing information acquired during pretraining on large-scale corpora and following instructions through user prompts. This study investigates whether the quality of LLM responses varies depending on…

Computation and Language · Computer Science 2025-11-19 Manon Reusens , Philipp Borchert , Jochen De Weerdt , Bart Baesens

Large Language Models (LLMs) are known to lack cultural representation and overall diversity in their generations, from expressing opinions to answering factual questions. To mitigate this problem, we propose multilingual prompting: a…

Computation and Language · Computer Science 2025-09-30 Qihan Wang , Shidong Pan , Tal Linzen , Emily Black

The growing deployment of large language models (LLMs) across diverse cultural contexts necessitates a deeper understanding of LLMs' representations of different cultures. Prior work has focused on evaluating the cultural awareness of LLMs…

Computation and Language · Computer Science 2026-01-19 Haeun Yu , Seogyeong Jeong , Siddhesh Pawar , Jisu Shin , Jiho Jin , Junho Myung , Alice Oh , Isabelle Augenstein

Large language models (LLMs) are increasingly used to describe, evaluate and interpret places, yet it remains unclear whether they do so from a culturally neutral standpoint. Here we test urban perception in frontier LLMs using a balanced…

Computation and Language · Computer Science 2026-05-27 Rong Zhao , Wanqi Liu , Zhizhou Sha , Nanxi Su , Yecheng Zhang , Ying Long

As the utilization of large language models (LLMs) has proliferated world-wide, it is crucial for them to have adequate knowledge and fair representation for diverse global cultures. In this work, we uncover culture perceptions of three…

Computation and Language · Computer Science 2024-08-21 Huihan Li , Liwei Jiang , Jena D. Hwang , Hyunwoo Kim , Sebastin Santy , Taylor Sorensen , Bill Yuchen Lin , Nouha Dziri , Xiang Ren , Yejin Choi

Large language models (LLMs) have rapidly evolved as the foundation of various natural language processing (NLP) applications. Despite their wide use cases, their understanding of culturally-related concepts and reasoning remains limited.…

Computation and Language · Computer Science 2024-07-11 Bin Wang , Geyu Lin , Zhengyuan Liu , Chengwei Wei , Nancy F. Chen

Generative Large Language Models (LLMs) infer user's demographic information from subtle cues in the conversation -- a phenomenon called implicit personalization. Prior work has shown that such inferences can lead to lower quality responses…

Computation and Language · Computer Science 2025-09-17 Vera Neplenbroek , Arianna Bisazza , Raquel Fernández

The integration of large language models (LLMs) into global applications necessitates effective cultural alignment for meaningful and culturally-sensitive interactions. Current LLMs often lack the nuanced understanding required for diverse…

Research in cultural evolution aims at providing causal explanations for the change of culture over time. Over the past decades, this field has generated an important body of knowledge, using experimental, historical, and computational…

The intricate relationship between language and culture has long been a subject of exploration within the realm of linguistic anthropology. Large Language Models (LLMs), promoted as repositories of collective human knowledge, raise a…

Computation and Language · Computer Science 2024-07-09 Badr AlKhamissi , Muhammad ElNokrashy , Mai AlKhamissi , Mona Diab

Commercial Large Language Models (LLMs) have recently incorporated memory features to deliver personalised responses. This memory retains details such as user demographics and individual characteristics, allowing LLMs to adjust their…

Computation and Language · Computer Science 2025-05-06 Paloma Piot , Patricia Martín-Rodilla , Javier Parapar

Large-scale deployment of large language models (LLMs) in various applications, such as chatbots and virtual assistants, requires LLMs to be culturally sensitive to the user to ensure inclusivity. Culture has been widely studied in…

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

Large language models (LLMs) have demonstrated substantial commonsense understanding through numerous benchmark evaluations. However, their understanding of cultural commonsense remains largely unexamined. In this paper, we conduct a…

Computation and Language · Computer Science 2024-05-09 Siqi Shen , Lajanugen Logeswaran , Moontae Lee , Honglak Lee , Soujanya Poria , Rada Mihalcea
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