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Large language models (LLMs) are highly adept at question answering and reasoning tasks, but when reasoning in a situational context, human expectations vary depending on the relevant cultural common ground. As languages are associated with…

计算与语言 · 计算机科学 2024-04-02 Chen Cecilia Liu , Fajri Koto , Timothy Baldwin , Iryna Gurevych

As Vision and Language models (VLMs) are reaching users across the globe, assessing their cultural understanding has become a critical challenge. In this paper, we introduce CROPE, a visual question answering benchmark designed to probe the…

计算与语言 · 计算机科学 2025-02-07 Malvina Nikandrou , Georgios Pantazopoulos , Nikolas Vitsakis , Ioannis Konstas , Alessandro Suglia

The human-centered word association test (WAT) serves as a cognitive proxy, revealing sociocultural variations through culturally shared semantic expectations and implicit linguistic patterns shaped by lived experiences. We extend this test…

计算与语言 · 计算机科学 2025-10-07 Xunlian Dai , Li Zhou , Benyou Wang , Haizhou Li

In this work, we survey the way in which classification is used as a sensemaking practice in cultural analytics, and assess where large language models can fit into this landscape. We identify ten tasks supported by publicly available…

计算与语言 · 计算机科学 2024-10-17 David Bamman , Kent K. Chang , Li Lucy , Naitian Zhou

Stories are key to transmitting values across cultures, but their interpretation varies across linguistic and cultural contexts. Thus, we introduce multilingual story moral generation as a novel culturally grounded evaluation task. Using a…

计算与语言 · 计算机科学 2026-04-13 Sophie Wu , Andrew Piper

Color-word associations play a fundamental role in human cognition and design applications. Large Language Models (LLMs) have become widely available and have demonstrated intelligent behaviors in various benchmarks with natural…

计算与语言 · 计算机科学 2025-05-08 Makoto Fukushima , Shusuke Eshita , Hiroshige Fukuhara

Culture is the bedrock of human interaction; it dictates how we perceive and respond to everyday interactions. As the field of human-computer interaction grows via the rise of generative Large Language Models (LLMs), the cultural alignment…

计算与语言 · 计算机科学 2025-12-16 James Luther , Donald Brown

Language Models (LMs) have been shown to exhibit a strong preference towards entities associated with Western culture when operating in non-Western languages. In this paper, we aim to uncover the origins of entity-related cultural biases in…

计算与语言 · 计算机科学 2025-01-09 Tarek Naous , Wei Xu

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…

计算与语言 · 计算机科学 2026-05-27 Rong Zhao , Wanqi Liu , Zhizhou Sha , Nanxi Su , Yecheng Zhang , Ying Long

A large number of studies rely on closed-style multiple-choice surveys to evaluate cultural alignment in Large Language Models (LLMs). In this work, we challenge this constrained evaluation paradigm and explore more realistic, unconstrained…

计算与语言 · 计算机科学 2025-11-14 Mohsinul Kabir , Ajwad Abrar , Sophia Ananiadou

Culture is a rich and dynamic domain that evolves across both geography and time. However, existing studies on cultural understanding with vision-language models (VLMs) primarily emphasize geographic diversity, often overlooking the…

计算与语言 · 计算机科学 2025-09-30 Li Zhou , Lutong Yu , Dongchu Xie , Shaohuan Cheng , Wenyan Li , Haizhou Li

We address a not-widely-recognized subset of exploratory search, where a user sets out on a typically long "search quest" for the perfect wedding dress, overlooked research topic, killer company idea, etc. The first few outputs of current…

计算与语言 · 计算机科学 2026-04-01 Queenie Luo , Gary King , Michael Puett , Michael D. Smith

Recent progress in NLP research has demonstrated remarkable capabilities of large language models (LLMs) across a wide range of tasks. While recent multilingual benchmarks have advanced cultural evaluation for LLMs, critical gaps remain in…

Understanding how humans conceptualize and categorize natural objects offers critical insights into perception and cognition. With the advent of Large Language Models (LLMs), a key question arises: can these models develop human-like object…

Recent progress in Multimodal Large Language Models (MLLMs) have significantly enhanced the ability of artificial intelligence systems to understand and generate multimodal content. However, these models often exhibit limited effectiveness…

多媒体 · 计算机科学 2025-12-03 Pengju Xu , Yan Wang , Shuyuan Zhang , Xuan Zhou , Xin Li , Yue Yuan , Fengzhao Li , Shunyuan Zhou , Xingyu Wang , Yi Zhang , Haiying Zhao

Large language models (LLMs) have shown promise for automated text annotation, raising hopes that they might accelerate cross-cultural research by extracting structured data from ethnographic texts. We evaluated 7 state-of-the-art LLMs on…

计算与语言 · 计算机科学 2026-01-21 Leonardo S. Goodall , Dor Shilton , Daniel A. Mullins , Harvey Whitehouse

This study proposes a cognitive benchmarking framework to evaluate how large language models (LLMs) process and apply culturally specific knowledge. The framework integrates Bloom's Taxonomy with Retrieval-Augmented Generation (RAG) to…

计算与语言 · 计算机科学 2025-11-04 Hung-Shin Lee , Chen-Chi Chang , Ching-Yuan Chen , Yun-Hsiang Hsu

Cross-lingual transfer learning is an important property of multilingual large language models (LLMs). But how do LLMs represent relationships between languages? Every language model has an input layer that maps tokens to vectors. This…

计算与语言 · 计算机科学 2023-12-19 Andrea W Wen-Yi , David Mimno

Qualitative data analysis provides insight into the underlying perceptions and experiences within unstructured data. However, the time-consuming nature of the coding process, especially for larger datasets, calls for innovative approaches,…

人机交互 · 计算机科学 2024-03-12 Elisabeth Kirsten , Annalina Buckmann , Abraham Mhaidli , Steffen Becker

Qualitative analysis of open-ended interviews plays a central role in ethnographic and economic research by uncovering individuals' values, motivations, and culturally embedded financial behaviors. While large language models (LLMs) offer…

计算与语言 · 计算机科学 2026-03-09 Arina Kostina , Marios Dikaiakos , Alejandro Porcel , Tassos Stassopoulos