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Despite advances in multimodal large language models, autonomous web agents still struggle to reliably execute long-horizon tasks on complex and dynamic web interfaces. Existing agents often suffer from inaccurate element grounding, the…

Artificial Intelligence · Computer Science 2026-02-03 Aiden Yiliu Li , Xinyue Hao , Shilong Liu , Mengdi Wang

The cognitive and reasoning abilities of large language models (LLMs) have enabled remarkable progress in natural language processing. However, their performance in interpreting structured data, especially in tabular formats, remains…

Computation and Language · Computer Science 2025-07-25 Rana Alshaikh , Israa Alghanmi , Shelan Jeawak

While large language models (LLMs) offer promising capabilities for automating academic workflows, existing systems for academic peer review remain constrained by text-only inputs, limited contextual grounding, and a lack of actionable…

Computation and Language · Computer Science 2026-02-18 Mengze Hong , Di Jiang , Weiwei Zhao , Yawen Li , Yihang Wang , Xinyuan Luo , Yanjie Sun , Chen Jason Zhang

Biological and artificial information processing systems form representations of the world that they can use to categorize, reason, plan, navigate, and make decisions. How can we measure the similarity between the representations formed by…

Academic presentation videos have become an essential medium for research communication, yet producing them remains highly labor-intensive, often requiring hours of slide design, recording, and editing for a short 2 to 10 minutes video.…

Computer Vision and Pattern Recognition · Computer Science 2025-10-10 Zeyu Zhu , Kevin Qinghong Lin , Mike Zheng Shou

The vast amount of research produced at institutions world-wide is extremely diverse, and coarse-grained quantitative measures of impact often obscure the individual contributions of these institutions to specific research fields and…

Digital Libraries · Computer Science 2021-09-17 Benjamin Adams , Richard Hosking

An important aspect of a researcher's activities is to find relevant and related publications. The task of a recommender system for scientific publications is to provide a list of papers that match these criteria. Based on the collection of…

Information Retrieval · Computer Science 2014-09-05 Roman Kern , Kris Jack , Michael Granitzer

Paper weakness identification using single-agent or multi-agent LLMs has attracted increasing attention, yet existing approaches exhibit key limitations. Many multi-agent systems simulate human roles at a surface level, missing the…

Artificial Intelligence · Computer Science 2026-02-19 Zhuoyang Zou , Abolfazl Ansari , Delvin Ce Zhang , Dongwon Lee , Wenpeng Yin

Peer-reviewed conferences, the main publication venues in CS, rely critically on matching highly qualified reviewers for each paper. Because of the growing scale of these conferences, the tight timelines on which they operate, and a recent…

Artificial Intelligence · Computer Science 2022-08-08 Kevin Leyton-Brown , Mausam , Yatin Nandwani , Hedayat Zarkoob , Chris Cameron , Neil Newman , Dinesh Raghu

The promotion of academic papers has become an important means of enhancing research visibility. However, existing automated methods struggle limited storytelling, insufficient aesthetic quality, and constrained self-adjustment, making it…

Computation and Language · Computer Science 2025-10-23 Chengzhi Liu , Yuzhe Yang , Kaiwen Zhou , Zhen Zhang , Yue Fan , Yanan Xie , Peng Qi , Xin Eric Wang

Fine-tuning facilitates the adaptation of text-to-image generative models to novel concepts (e.g., styles and portraits), empowering users to forge creatively customized content. Recent efforts on fine-tuning focus on reducing training data…

Human-Computer Interaction · Computer Science 2024-01-30 Xingchen Zeng , Ziyao Gao , Yilin Ye , Wei Zeng

We present the DURel tool that implements the annotation of semantic proximity between uses of words into an online, open source interface. The tool supports standardized human annotation as well as computational annotation, building on…

The connections among natural language processing and argumentation theory are becoming stronger in the latest years, with a growing amount of works going in this direction, in different scenarios and applying heterogeneous techniques. In…

Artificial Intelligence · Computer Science 2014-05-06 Elena Cabrio , Serena Villata

The rapid growth of research literature, particularly in large language models (LLMs), has made producing comprehensive and current survey papers increasingly difficult. This paper introduces autosurvey2, a multi-stage pipeline that…

Artificial Intelligence · Computer Science 2025-12-03 Siyi Wu , Chiaxin Liang , Ziqian Bi , Leyi Zhao , Tianyang Wang , Junhao Song , Yichao Zhang , Keyu Chen , Benji Peng , Xinyuan Song

Language model agents are increasingly used to automate scientific research, yet evaluating their scientific contributions remains a challenge. A key mechanism to obtain such insights is through ablation experiments. To this end, we…

Computation and Language · Computer Science 2026-02-03 Talor Abramovich , Gal Chechik

Our research aims at better understanding what makes a text difficult to read for specific audiences with intellectual disabilities, more specifically, people who have limitations in cognitive functioning, such as reading and understanding…

Computation and Language · Computer Science 2025-01-06 Nouran Khallaf , Carlo Eugeni , Serge Sharoff

With the rapid progress of multimodal large language models (MLLMs), AI already performs well at literature retrieval and certain reasoning tasks, serving as a capable assistant to human researchers, yet it remains far from autonomous…

Artificial Intelligence · Computer Science 2026-03-31 Rongjin Li , Zichen Tang , Xianghe Wang , Xinyi Hu , Zhengyu Wang , Zhengyu Lu , Yiling Huang , Jiayuan Chen , Weisheng Tan , Jiacheng Liu , Zhongjun Yang , Haihong E

A descriptive approach for automatic generation of visual blends is presented. The implemented system, the Blender, is composed of two components: the Mapper and the Visual Blender. The approach uses structured visual representations along…

Artificial Intelligence · Computer Science 2019-02-20 João M. Cunha , João Gonçalves , Pedro Martins , Penousal Machado , Amílcar Cardoso

The peer review process is fundamental to scientific progress, determining which papers meet the quality standards for publication. Yet, the rapid growth of scholarly production and increasing specialization in knowledge areas strain…

Computation and Language · Computer Science 2024-12-17 Nicolas Bougie , Narimasa Watanabe

With the explosive growth of digital entertainment, automated video summarization has become indispensable for applications such as content indexing, personalized recommendation, and efficient media archiving. Automatic synopsis generation…

Computer Vision and Pattern Recognition · Computer Science 2026-03-16 Yizhi Li , Xiaohan Chen , Miao Jiang , Wentao Tang , Gaoang Wang