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At the staggering pace with which the capabilities of large language models (LLMs) are increasing, creating future-proof evaluation sets to assess their understanding becomes more and more challenging. In this paper, we propose a novel…

Computation and Language · Computer Science 2023-12-21 Xenia Ohmer , Elia Bruni , Dieuwke Hupkes

Perspective differences exist among different cultures or languages. A lack of mutual understanding among different groups about their perspectives on specific values or events may lead to uninformed decisions or biased opinions.…

Computation and Language · Computer Science 2021-04-14 Yufei Tian , Tuhin Chakrabarty , Fred Morstatter , Nanyun Peng

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

Leveraging Large Multimodal Models (LMMs) to simulate human behaviors when processing multimodal information, especially in the context of social media, has garnered immense interest due to its broad potential and far-reaching implications.…

Computer Vision and Pattern Recognition · Computer Science 2024-04-16 Hanjia Lyu , Weihong Qi , Zhongyu Wei , Jiebo Luo

We introduce {\em generative monoculture}, a behavior observed in large language models (LLMs) characterized by a significant narrowing of model output diversity relative to available training data for a given task: for example, generating…

Computation and Language · Computer Science 2024-07-03 Fan Wu , Emily Black , Varun Chandrasekaran

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

Cultural bias is pervasive in many large language models (LLMs), largely due to the deficiency of data representative of different cultures. Typically, cultural datasets and benchmarks are constructed either by extracting subsets of…

Artificial Intelligence · Computer Science 2024-11-22 Cheng Li , Damien Teney , Linyi Yang , Qingsong Wen , Xing Xie , Jindong Wang

As artificial intelligence (AI) systems, particularly large language models (LLMs), become increasingly integrated into decision-making processes, the ability to trust their outputs is crucial. To earn human trust, LLMs must be well…

Machine Learning · Computer Science 2025-02-14 Mark Steyvers , Heliodoro Tejeda , Aakriti Kumar , Catarina Belem , Sheer Karny , Xinyue Hu , Lukas Mayer , Padhraic Smyth

Measurement systems (e.g., currencies) differ across cultures, but the conversions between them are well defined so that humans can state facts using any measurement system of their choice. Being available to users from diverse cultural…

Computation and Language · Computer Science 2025-06-04 Minh Duc Bui , Kyung Eun Park , Goran Glavaš , Fabian David Schmidt , Katharina von der Wense

Prior work has shown that large language models (LLMs) can predict human attitudes based on other attitudes, but this work has largely focused on predictions from highly similar and interrelated attitudes. In contrast, human attitudes are…

Computation and Language · Computer Science 2025-03-28 Ana Ma , Derek Powell

Peer review is crucial for advancing and improving science through constructive criticism. However, toxic feedback can discourage authors and hinder scientific progress. This work explores an important but underexplored area: detecting…

Computation and Language · Computer Science 2025-02-05 Man Luo , Bradley Peterson , Rafael Gan , Hari Ramalingame , Navya Gangrade , Ariadne Dimarogona , Imon Banerjee , Phillip Howard

Although the multilingual capability of LLMs offers new opportunities to overcome the language barrier, do these capabilities translate into real-life scenarios where linguistic divide and knowledge conflicts between multilingual sources…

Computation and Language · Computer Science 2025-06-26 Nikhil Sharma , Kenton Murray , Ziang Xiao

Large Language Models (LLMs) represent a major step toward artificial general intelligence, significantly advancing our ability to interact with technology. While LLMs perform well on Natural Language Processing tasks -- such as…

Computation and Language · Computer Science 2025-05-15 Brandon Smith , Mohamed Reda Bouadjenek , Tahsin Alamgir Kheya , Phillip Dawson , Sunil Aryal

While text summarization is a well-known NLP task, in this paper, we introduce a novel and useful variant of it called functionality extraction from Git README files. Though this task is a text2text generation at an abstract level, it…

Computation and Language · Computer Science 2024-03-18 Prince Kumar , Srikanth Tamilselvam , Dinesh Garg

Prior studies have shown that distinguishing text generated by Large Language Models (LLMs) from human-written one is highly challenging for humans, and often no better than random guessing. To verify the generalizability of this finding…

Language models based on the Transformer architecture achieve excellent results in many language-related tasks, such as text classification or sentiment analysis. However, despite the architecture of these models being well-defined, little…

Computation and Language · Computer Science 2025-04-14 Miguel López-Otal , Jorge Gracia , Jordi Bernad , Carlos Bobed , Lucía Pitarch-Ballesteros , Emma Anglés-Herrero

Emojis have become a universal language in online communication, often carrying nuanced and context-dependent meanings. Among these, irony poses a significant challenge for Large Language Models (LLMs) due to its inherent incongruity…

Computation and Language · Computer Science 2025-01-22 Yawen Zheng , Hanjia Lyu , Jiebo Luo

Visual document understanding (VDU) is a challenging task for large vision language models (LVLMs), requiring the integration of visual perception, text recognition, and reasoning over structured layouts. Although recent LVLMs have shown…

Computation and Language · Computer Science 2026-04-07 Haruka Kawasaki , Ryota Tanaka , Kyosuke Nishida

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…

Computation and Language · Computer Science 2023-06-06 Aida Ramezani , Yang Xu

Social media platforms enable large-scale cross-lingual communication, but translating user-generated content (UGC) remains challenging due to its informal style, cultural references, and interaction-based expressions. While recent LLMs…

Computation and Language · Computer Science 2026-05-26 Linjuan Wu , Ruiqi Zhang , Xinze Lyu , Ye Guo , Daoxin Zhang , Zhe Xu , Yao Hu , Yixin Cao , Yongliang Shen , Weiming Lu