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Multimodal Large Language Models (MLLMs) struggle with precise reasoning for structured visuals like charts and diagrams, as pixel-based perception lacks a mechanism for verification. To address this, we propose to leverage derendering --…

Computer Vision and Pattern Recognition · Computer Science 2026-03-11 Junhong Shen , Mu Cai , Bo Hu , Ameet Talwalkar , David A Ross , Cordelia Schmid , Alireza Fathi

Research on interactive narrative experiences in physical spaces is becoming more popular, growing into an established new media art format with the development of technology and evolution of audience aesthetics. However, the methods of…

Human-Computer Interaction · Computer Science 2024-06-06 Yuan Yao , Haipeng Mi

A key challenge to visualization authoring is the process of getting familiar with the complex user interfaces of authoring tools. Natural Language Interface (NLI) presents promising benefits due to its learnability and usability. However,…

Human-Computer Interaction · Computer Science 2022-10-25 Yun Wang , Zhitao Hou , Leixian Shen , Tongshuang Wu , Jiaqi Wang , He Huang , Haidong Zhang , Dongmei Zhang

Recommendation has become one of the most important components of online services for improving sale records, however visualization work for online recommendation is still very limited. This paper presents an interactive recommendation…

Information Retrieval · Computer Science 2017-01-03 Kodzo Wegba , Aidong Lu , Yuemeng Li , Wencheng Wang

Transforming a large language model (LLM) into a Vision-Language Model (VLM) can be achieved by mapping the visual tokens from a vision encoder into the embedding space of an LLM. Intriguingly, this mapping can be as simple as a shallow MLP…

Computer Vision and Pattern Recognition · Computer Science 2026-02-26 Benno Krojer , Shravan Nayak , Oscar Mañas , Vaibhav Adlakha , Desmond Elliott , Siva Reddy , Marius Mosbach

Interactive documents help readers engage with complex ideas through dynamic visualization, interactive animations, and exploratory interfaces. However, creating such documents remains costly, as it requires both domain expertise and web…

Human-Computer Interaction · Computer Science 2026-03-31 Yinghao Tang , Yupeng Xie , Yingchaojie Feng , Tingfeng Lan , Jiale Lao , Yue Cheng , Wei Chen

Recent advances in Large Language Model (LLM)-based agents have shown remarkable progress in code generation. However, current agent methods mainly rely on text-output-based feedback (e.g. command-line outputs) for multi-round debugging and…

Software Engineering · Computer Science 2026-04-23 Zhilin Liu , Ye Huang , Ting Xie , Ruizhi Zhang , Wen Li , Lixin Duan

Exponential growth in the quantity of digital news, social media, and other textual sources makes it difficult for humans to keep up with rapidly evolving narratives about world events. Various visualisation techniques have been touted to…

Human-Computer Interaction · Computer Science 2026-03-04 Songhai Fan , Simon Angus , Tim Dwyer , Ying Yang , Sarah Goodwin , Helen Purchase

Current paper reports the advantages of the application of GitHub and LaTeX for the MSc thesis writing. The existing code-based program implemented in GitHub portal provides a great tool for scientists and students for data sharing and…

Computers and Society · Computer Science 2018-12-27 Polina Lemenkova

One of the most common ways to represent and share visual designs is with vector graphics. Designers working with vector graphics often explore layout alternatives and generate them by moving and resizing elements. The motivation for this…

Human-Computer Interaction · Computer Science 2023-09-22 Jeremy Warner , Shuyao Zhou , Bjoern Hartmann

This work investigates how measuring information entropy of text can be used to estimate its readability. We propose a visualization framework that can be used to approximate information entropy of text using multiple language models and…

Computation and Language · Computer Science 2026-01-12 Jan Černý , Ivana Kvapilíková , Silvie Cinková

In this work, we explore explicit Large Language Model (LLM)-powered support for the iterative design of computer programs. Program design, like other design activity, is characterized by navigating a space of alternative problem…

Human-Computer Interaction · Computer Science 2025-03-11 J. D. Zamfirescu-Pereira , Eunice Jun , Michael Terry , Qian Yang , Björn Hartmann

This work-in-progress research-to-practice paper explores the integration of Large Language Models (LLMs) into the code-review process for open-source software projects developed in computer science and software engineering courses. The…

Software Engineering · Computer Science 2025-08-19 Dhruv Kolhatkar , Soubhagya Akkena , Edward F. Gehringer

Scientific paper evaluation often involves not only assessing a manuscript itself, but also relating it to contemporaneous research and prior literature. However, existing LLM-based methods typically model these signals separately and lack…

Computation and Language · Computer Science 2026-05-27 Pujun Zheng , Wanying Ren , Jiacheng Yao , Guoxiu He , Star X. Zhao

Recent Large Language Models have been enhanced with vision capabilities, enabling them to comprehend images, videos, and interleaved vision-language content. However, the learning methods of these large multimodal models typically treat…

Computer Vision and Pattern Recognition · Computer Science 2024-06-18 Joya Chen , Zhaoyang Lv , Shiwei Wu , Kevin Qinghong Lin , Chenan Song , Difei Gao , Jia-Wei Liu , Ziteng Gao , Dongxing Mao , Mike Zheng Shou

Traditional recommender systems rely on high-dimensional (latent) embeddings for modeling user-item interactions, often resulting in opaque representations that lack interpretability. Moreover, these systems offer limited control to users…

Information Retrieval · Computer Science 2025-03-05 Emiliano Penaloza , Olivier Gouvert , Haolun Wu , Laurent Charlin

Large Language Models (LLMs) are increasingly being adopted as tools for learning; however, most tools remain text-only, limiting their usefulness for domains where visualizations are essential, such as mathematics. Recent work shows that…

Artificial Intelligence · Computer Science 2025-11-12 Vishal Kumar , Shubhra Mishra , Rebecca Hao , Rizwaan Malik , David Broman , Dorottya Demszky

Recent advances in visual language models have enabled autonomous agents for complex reasoning, tool use, and document understanding. However, existing document agents mainly transform papers into static artifacts such as summaries,…

Computation and Language · Computer Science 2026-03-31 Dasen Dai , Biao Wu , Meng Fang , Wenhao Wang

Mathematical documents written in LaTeX often contain ambiguities. We can resolve some of them via semantic markup using, e.g., sTeX, which also has other potential benefits, such as interoperability with computer algebra systems, proof…

Computation and Language · Computer Science 2024-08-12 Luka Vrečar , Joe Wells , Fairouz Kamareddine

Charts go hand in hand with text to communicate complex data and are widely adopted in news articles, online blogs, and academic papers. They provide graphical summaries of the data, while text explains the message and context. However,…

Human-Computer Interaction · Computer Science 2021-08-10 Shahid Latif , Zheng Zhou , Yoon Kim , Fabian Beck , Nam Wook Kim