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Large language models (LLMs) are increasingly deployed in culturally diverse environments, yet existing evaluations of cultural competence remain limited. Existing methods focus on de-contextualized correctness or forced-choice judgments,…

Computation and Language · Computer Science 2025-11-18 Truong Vo , Sanmi Koyejo

Culture-expressions, such as idioms, slang, and culture-specific items (CSIs), are pervasive in natural language and encode meanings that go beyond literal linguistic form. Accurately translating such expressions remains challenging for…

Computation and Language · Computer Science 2026-03-19 Bangju Han , Yingqi Wang , Huang Qing , Tiyuan Li , Fengyi Yang , Ahtamjan Ahmat , Abibulla Atawulla , Yating Yang , Xi Zhou

Cross-cultural competence in large language models (LLMs) requires the ability to identify Culture-Specific Items (CSIs) and to adapt them appropriately across cultural contexts. Progress in evaluating this capability has been constrained…

Computation and Language · Computer Science 2026-01-21 Mohsinul Kabir , Tasnim Ahmed , Md Mezbaur Rahman , Shaoxiong Ji , Hassan Alhuzali , Sophia Ananiadou

Large language models (LLMs) are widely used in various tasks and applications. However, despite their wide capabilities, they are shown to lack cultural alignment \citep{ryan-etal-2024-unintended, alkhamissi-etal-2024-investigating} and…

Computation and Language · Computer Science 2025-12-17 Pramit Sahoo , Maharaj Brahma , Maunendra Sankar Desarkar

This article proposes a new integration of linguistic anthropology and machine learning (ML) around convergent interests in both the underpinnings of language and making language technologies more socially responsible. While linguistic…

Computers and Society · Computer Science 2024-11-11 Graham M. Jones , Shai Satran , Arvind Satyanarayan

Translating culture-related content is vital for effective cross-cultural communication. However, many culture-specific items (CSIs) often lack viable translations across languages, making it challenging to collect high-quality, diverse…

Computation and Language · Computer Science 2024-10-22 Binwei Yao , Ming Jiang , Tara Bobinac , Diyi Yang , Junjie Hu

Cultural representation in Large Language Model (LLM) outputs has primarily been evaluated through the proxies of cultural diversity and factual accuracy. However, a crucial gap remains in assessing cultural alignment: the degree to which…

Computation and Language · Computer Science 2026-04-07 Erin MacMurray van Liemt , Aida Davani , Sinchana Kumbale , Neha Dixit , Sunipa Dev

As generative AI technologies are increasingly being launched across the globe, assessing their competence to operate in different cultural contexts is exigently becoming a priority. While recent years have seen numerous and much-needed…

Recent advances in large language models (LLMs) have opened the door to culture-aware language tasks. We introduce the novel problem of adapting wine reviews across Chinese and English, which goes beyond literal translation by incorporating…

Computation and Language · Computer Science 2025-09-17 Chenye Zou , Xingyue Wen , Tianyi Hu , Qian Janice Wang , Daniel Hershcovich

While global AI development prioritizes model performance and computational scale, meaningful deployment in African markets requires fundamentally different architectural decisions. This paper introduces Contextual and Cultural Intelligence…

Human-Computer Interaction · Computer Science 2025-10-30 Qness Ndlovu

Vision-language models (VLMs) have advanced human-AI interaction but struggle with cultural understanding, often misinterpreting symbols, gestures, and artifacts due to biases in predominantly Western-centric training data. In this paper,…

Artificial Intelligence · Computer Science 2025-01-03 Shudong Liu , Yiqiao Jin , Cheng Li , Derek F. Wong , Qingsong Wen , Lichao Sun , Haipeng Chen , Xing Xie , Jindong Wang

Numerous recent studies have shown that Large Language Models (LLMs) are biased towards a Western and Anglo-centric worldview, which compromises their usefulness in non-Western cultural settings. However, "culture" is a complex,…

Computers and Society · Computer Science 2025-02-17 Sougata Saha , Saurabh Kumar Pandey , Monojit Choudhury

Image Captioning generates descriptive sentences from images using Vision-Language Pre-trained models (VLPs) such as BLIP, which has improved greatly. However, current methods lack the generation of detailed descriptive captions for the…

Computer Vision and Pattern Recognition · Computer Science 2025-02-25 Youngsik Yun , Jihie Kim

Vision-Language Models (VLMs) excel at visual description yet remain under-validated for cultural interpretation. Existing benchmarks assess perception without interpretation, and common evaluation proxies, such as automated metrics and…

Computation and Language · Computer Science 2026-02-26 Haorui Yu , Xuehang Wen , Fengrui Zhang , Qiufeng Yi

As large language models (LLMs) are increasingly deployed to users around the world, they are integrated into everyday tasks across diverse cultural contexts, from drafting personal communications to brainstorming creative ideas. These…

Computation and Language · Computer Science 2026-05-27 Jiho Jin , Junho Myung , Juhyun Oh , Junyeong Park , Rifki Afina Putri , Sunipa Dev , Vinodkumar Prabhakaran , Alice Oh

Large language models (LLMs) are often described as multilingual because they can understand and respond in many languages. However, speaking a language is not the same as reasoning within a culture. This distinction motivates a critical…

Computation and Language · Computer Science 2026-04-07 Yuan Chang , Jiaming Qu , Zhu Li

Research has shown that while large language models (LLMs) can generate their responses based on cultural context, they are not perfect and tend to generalize across cultures. However, when evaluating the cultural bias of a language…

Computation and Language · Computer Science 2025-12-29 Vitthal Bhandari

Improving cultural competence of language technologies is important. However most recent works rarely engage with the communities they study, and instead rely on synthetic setups and imperfect proxies of culture. In this work, we take a…

Computation and Language · Computer Science 2025-06-13 Shaily Bhatt , Tal August , Maria Antoniak

Cultural Intelligence (CQ) refers to the ability to understand unfamiliar cultural contexts, a crucial skill for large language models (LLMs) to effectively engage with globally diverse users. Existing studies often focus on explicitly…

Computation and Language · Computer Science 2025-10-10 Ziyi Liu , Priyanka Dey , Jen-tse Huang , Zhenyu Zhao , Bowen Jiang , Rahul Gupta , Yang Liu , Yao Du , Jieyu Zhao

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…

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