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Image-to-image translation and voice conversion enable the generation of a new facial image and voice while maintaining some of the semantics such as a pose in an image and linguistic content in audio, respectively. They can aid in the…

Computer Vision and Pattern Recognition · Computer Science 2023-03-02 Naoya Takahashi , Mayank K. Singh , Yuki Mitsufuji

Building upon the considerable advances in Large Language Models (LLMs), we are now equipped to address more sophisticated tasks demanding a nuanced understanding of cross-cultural contexts. A key example is recipe adaptation, which goes…

Computation and Language · Computer Science 2023-10-27 Yong Cao , Yova Kementchedjhieva , Ruixiang Cui , Antonia Karamolegkou , Li Zhou , Megan Dare , Lucia Donatelli , Daniel Hershcovich

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

The multimedia communications with texts and images are popular on social media. However, limited studies concern how images are structured with texts to form coherent meanings in human cognition. To fill in the gap, we present a novel…

Multimedia · Computer Science 2023-02-28 Chunpu Xu , Hanzhuo Tan , Jing Li , Piji Li

Recent technological advancements in the Internet and Social media usage have resulted in the evolution of faster and efficient platforms of communication. These platforms include visual, textual and speech mediums and have brought a unique…

Computer Vision and Pattern Recognition · Computer Science 2020-10-12 Sunil Gundapu , Radhika Mamidi

Multimodal Large Language Models (MLLMs) have achieved remarkable performance by aligning pretrained visual representations with the linguistic knowledge embedded in Large Language Models (LLMs). However, existing approaches typically rely…

Computer Vision and Pattern Recognition · Computer Science 2026-04-15 Ying Liu , Yudong Han , Kean Shi , Liyuan Pan

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

Humor plays a significant role in daily language communication. With the rapid development of large language models (LLMs), natural language processing has made significant strides in understanding and generating various genres of texts.…

Computation and Language · Computer Science 2025-03-27 Zhenghan Yu , Xinyu Hu , Xiaojun Wan

Since early machine learning models, metrics such as accuracy and precision have been the de facto way to evaluate and compare trained models. However, a single metric number doesn't fully capture the similarities and differences between…

Computer Vision and Pattern Recognition · Computer Science 2022-08-02 Ahmad Mustapha , Wael Khreich , Wes Masri

In open-ended generative tasks like narrative writing or dialogue, large language models often exhibit cultural biases, showing limited knowledge and generating templated outputs for less prevalent cultures. Recent works show that these…

Computation and Language · Computer Science 2026-04-21 Huihan Li , Arnav Goel , Keyu He , Xiang Ren

Conversations often adhere to well-understood social norms that vary across cultures. For example, while "addressing parents by name" is commonplace in the West, it is rare in most Asian cultures. Adherence or violation of such norms often…

Computation and Language · Computer Science 2025-04-02 Rajkumar Pujari , Dan Goldwasser

In this paper, we introduce Cross-View Language Modeling, a simple and effective pre-training framework that unifies cross-lingual and cross-modal pre-training with shared architectures and objectives. Our approach is motivated by a key…

Computation and Language · Computer Science 2023-06-13 Yan Zeng , Wangchunshu Zhou , Ao Luo , Ziming Cheng , Xinsong Zhang

Encoding models have been used to assess how the human brain represents concepts in language and vision. While language and vision rely on similar concept representations, current encoding models are typically trained and tested on brain…

Computation and Language · Computer Science 2023-05-23 Jerry Tang , Meng Du , Vy A. Vo , Vasudev Lal , Alexander G. Huth

While AI models have demonstrated remarkable capabilities in constrained domains like game strategy, their potential for genuine creativity in open-ended domains like art remains debated. We explore this question by examining how AI can…

A visual metaphor constitutes a high-order form of human creativity, employing cross-domain semantic fusion to transform abstract concepts into impactful visual rhetoric. Despite the remarkable progress of generative AI, existing models…

Computer Vision and Pattern Recognition · Computer Science 2026-02-03 Yu Xu , Yuxin Zhang , Juan Cao , Lin Gao , Chunyu Wang , Oliver Deussen , Tong-Yee Lee , Fan Tang

Visual commonsense understanding requires Vision Language (VL) models to not only understand image and text but also cross-reference in-between to fully integrate and achieve comprehension of the visual scene described. Recently, various…

Computer Vision and Pattern Recognition · Computer Science 2023-10-24 Zhecan Wang , Haoxuan You , Yicheng He , Wenhao Li , Kai-Wei Chang , Shih-Fu Chang

The rapid evolution of multimodal large language models (MLLMs) has significantly enhanced their real-world applications. However, achieving consistent performance across languages, especially when integrating cultural knowledge, remains a…

Computation and Language · Computer Science 2025-08-26 Hao Wang , Pinzhi Huang , Jihan Yang , Saining Xie , Daisuke Kawahara

When captioning an image, people describe objects in diverse ways, such as by using different terms and/or including details that are perceptually noteworthy to them. Descriptions can be especially unique across languages and cultures.…

Computer Vision and Pattern Recognition · Computer Science 2025-11-12 Kyle Buettner , Jacob T. Emmerson , Adriana Kovashka

In recent years, large language models (LLMs) have demonstrated strong performance on multilingual tasks. Given its wide range of applications, cross-cultural understanding capability is a crucial competency. However, existing benchmarks…

Computation and Language · Computer Science 2025-12-09 Shiwei Guo , Sihang Jiang , Qianxi He , Yanghua Xiao , Jiaqing Liang , Bi Yude , Minggui He , Shimin Tao , Li Zhang

Recent advances in training multilingual language models on large datasets seem to have shown promising results in knowledge transfer across languages and achieve high performance on downstream tasks. However, we question to what extent the…

Computation and Language · Computer Science 2024-02-06 Sara Rajaee , Christof Monz
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