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As large language models (LLMs) become increasingly accessible in many countries, it is essential to align them to serve pluralistic human values across cultures. However, pluralistic culture alignment in LLMs remain an open problem. In…

计算与语言 · 计算机科学 2024-10-18 Shaoyang Xu , Yongqi Leng , Linhao Yu , Deyi Xiong

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…

计算与语言 · 计算机科学 2025-12-29 Vitthal Bhandari

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…

As large language models (LLMs) are increasingly deployed in diverse cultural environments, evaluating their cultural understanding capability has become essential for ensuring trustworthy and culturally aligned applications. However, most…

To enhance language models' cultural awareness, we design a generalizable pipeline to construct cultural knowledge bases from different online communities on a massive scale. With the pipeline, we construct CultureBank, a knowledge base…

计算与语言 · 计算机科学 2024-04-24 Weiyan Shi , Ryan Li , Yutong Zhang , Caleb Ziems , Chunhua yu , Raya Horesh , Rogério Abreu de Paula , Diyi Yang

Pretrained large language models have revolutionized many applications but still face challenges related to cultural bias and a lack of cultural commonsense knowledge crucial for guiding cross-culture communication and interactions.…

计算与语言 · 计算机科学 2024-02-15 Yi Fung , Ruining Zhao , Jae Doo , Chenkai Sun , Heng Ji

Large language models (LLMs) are increasingly deployed in culturally sensitive real-world tasks. However, existing cultural alignment approaches fail to align LLMs' broad cultural values with the specific goals of downstream tasks and…

计算与语言 · 计算机科学 2026-02-27 Binchi Zhang , Xujiang Zhao , Jundong Li , Haifeng Chen , Zhengzhang Chen

Large language models (LLMs) are reported to be partial to certain cultures owing to the training data dominance from the English corpora. Since multilingual cultural data are often expensive to collect, existing efforts handle this by…

计算与语言 · 计算机科学 2024-12-04 Cheng Li , Mengzhou Chen , Jindong Wang , Sunayana Sitaram , Xing Xie

Frontier large language models (LLMs) are developed by researchers and practitioners with skewed cultural backgrounds and on datasets with skewed sources. However, LLMs' (lack of) multicultural knowledge cannot be effectively assessed with…

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,…

人工智能 · 计算机科学 2025-01-03 Shudong Liu , Yiqiao Jin , Cheng Li , Derek F. Wong , Qingsong Wen , Lichao Sun , Haipeng Chen , Xing Xie , Jindong Wang

Existing benchmarks that measure cultural adaptation in LLMs are misaligned with the actual challenges these models face when interacting with users from diverse cultural backgrounds. In this work, we introduce the first framework and…

计算与语言 · 计算机科学 2025-10-14 Shreya Havaldar , Sunny Rai , Young-Min Cho , Lyle Ungar

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…

As LLMs become central to interactive applications, ranging from tutoring to mental health, the ability to express personality in culturally appropriate ways is increasingly important. While recent works have explored personality evaluation…

计算与语言 · 计算机科学 2025-10-15 Priyanka Dey , Yugal Khanter , Aayush Bothra , Jieyu Zhao , Emilio Ferrara

Large language models (LLMs) show promise in offering emotional support and generating empathetic responses for individuals in distress, but their ability to deliver culturally sensitive support remains underexplored due to a lack of…

计算与语言 · 计算机科学 2026-01-21 Chen Cecilia Liu , Hiba Arnaout , Nils Kovačić , Dana Atzil-Slonim , Iryna Gurevych

The deployment of large language models (LLMs) raises concerns regarding their cultural misalignment and potential ramifications on individuals and societies with diverse cultural backgrounds. While the discourse has focused mainly on…

计算机与社会 · 计算机科学 2024-05-09 Reem I. Masoud , Ziquan Liu , Martin Ferianc , Philip Treleaven , Miguel Rodrigues

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…

Large Language Models (LLMs) have demonstrated remarkable capabilities across various tasks, yet they often exhibit a specific cultural biases, neglecting the values and linguistic diversity of low-resource regions. This cultural bias not…

计算与语言 · 计算机科学 2025-05-28 Ruixiang Feng , Shen Gao , Xiuying Chen , Lisi Chen , Shuo Shang

Metaphors are pervasive in communication, making them crucial for natural language processing (NLP). Previous research on automatic metaphor processing predominantly relies on training data consisting of English samples, which often reflect…

计算与语言 · 计算机科学 2025-06-10 Senqi Yang , Dongyu Zhang , Jing Ren , Ziqi Xu , Xiuzhen Zhang , Yiliao Song , Hongfei Lin , Feng Xia

As large language models (LLMs) like GPT-4 and Llama 3 become integral to educational contexts, concerns are mounting over the cultural biases, power imbalances, and ethical limitations embedded within these technologies. Though generative…

计算与语言 · 计算机科学 2025-01-08 Abdullah Mushtaq , Muhammad Rafay Naeem , Muhammad Imran Taj , Ibrahim Ghaznavi , Junaid Qadir

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…

计算与语言 · 计算机科学 2026-01-19 Haeun Yu , Seogyeong Jeong , Siddhesh Pawar , Jisu Shin , Jiho Jin , Junho Myung , Alice Oh , Isabelle Augenstein
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