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Recent methods for pathology report generation from whole-slide image (WSI) are capable of producing slide-level diagnostic descriptions but fail to ground fine-grained statements in localized visual evidence. Furthermore, they lack control…

Computer Vision and Pattern Recognition · Computer Science 2026-03-03 Rundong Wang , Wei Ba , Ying Zhou , Yingtai Li , Bowen Liu , Baizhi Wang , Yuhao Wang , Zhidong Yang , Kun Zhang , Rui Yan , S. Kevin Zhou

Recent advancements in visual generative models have enabled high-quality image and video generation, opening diverse applications. However, evaluating these models often demands sampling hundreds or thousands of images or videos, making…

Computer Vision and Pattern Recognition · Computer Science 2025-08-22 Fan Zhang , Shulin Tian , Ziqi Huang , Yu Qiao , Ziwei Liu

Existing Existing automatic audio generation methods struggle to generate podcast-like audio programs effectively. The key challenges lie in in-depth content generation, appropriate and expressive voice production. This paper proposed…

Sound · Computer Science 2025-03-04 Yujia Xiao , Lei He , Haohan Guo , Fenglong Xie , Tan Lee

Designing structured visuals such as presentation slides is essential for communicative needs, necessitating both content creation and visual planning skills. In this work, we tackle the challenge of automated slide generation, where models…

Computer Vision and Pattern Recognition · Computer Science 2025-06-23 Jiaxin Ge , Zora Zhiruo Wang , Xuhui Zhou , Yi-Hao Peng , Sanjay Subramanian , Qinyue Tan , Maarten Sap , Alane Suhr , Daniel Fried , Graham Neubig , Trevor Darrell

The generation of presentation slides automatically is an important problem in the era of generative AI. This paper focuses on evaluating multimodal content in presentation slides that can effectively summarize a document and convey…

Computation and Language · Computer Science 2025-05-27 Ananth Muppidi , Tarak Das , Sambaran Bandyopadhyay , Tripti Shukla , Dharun D A

Research papers are well structured documents. They have text, figures, equations, tables etc., to covey their ideas and findings. They are divided into sections like Introduction, Model, Experiments etc., which deal with different aspects…

Computation and Language · Computer Science 2024-11-28 Keshav Kumar , Ravindranath Chowdary

We introduce ArcDeck, a multi-agent framework that formulates paper-to-slide generation as a structured narrative reconstruction task. Unlike existing methods that directly summarize raw text into slides, ArcDeck explicitly models the…

Artificial Intelligence · Computer Science 2026-04-15 Tarik Can Ozden , Sachidanand VS , Furkan Horoz , Ozgur Kara , Junho Kim , James Matthew Rehg

Artistic image assessment has become a prominent research area in computer vision. In recent years, the field has witnessed a proliferation of datasets and methods designed to evaluate the aesthetic quality of paintings. However, most…

Computer Vision and Pattern Recognition · Computer Science 2025-07-30 Shiqi Jiang , Xinpeng Li , Xi Mao , Changbo Wang , Chenhui Li

Recent advancements in generative Large Language Models(LLMs) have been remarkable, however, the quality of the text generated by these models often reveals persistent issues. Evaluating the quality of text generated by these models,…

Computation and Language · Computer Science 2024-04-16 Yu Li , Shenyu Zhang , Rui Wu , Xiutian Huang , Yongrui Chen , Wenhao Xu , Guilin Qi , Dehai Min

LLM-based automatic survey systems are transforming how users acquire information from the web by integrating retrieval, organization, and content synthesis into end-to-end generation pipelines. While recent works focus on developing new…

Computation and Language · Computer Science 2025-12-03 Jiahao Zhao , Shuaixing Zhang , Nan Xu , Lei Wang

The rapid advancement of video generation has rendered existing evaluation systems inadequate for assessing state-of-the-art models, primarily due to simple prompts that cannot showcase the model's capabilities, fixed evaluation operators…

Computer Vision and Pattern Recognition · Computer Science 2025-04-29 Yuhang Yang , Ke Fan , Shangkun Sun , Hongxiang Li , Ailing Zeng , FeiLin Han , Wei Zhai , Wei Liu , Yang Cao , Zheng-Jun Zha

Authors seeking to communicate with broader audiences often share their ideas in various document formats, such as slide decks, newsletters, reports, and posters. Prior work on document generation has generally tackled the creation of each…

Computation and Language · Computer Science 2024-10-01 Isabel Cachola , Silviu Cucerzan , Allen Herring , Vuksan Mijovic , Erik Oveson , Sujay Kumar Jauhar

Building effective text generation systems requires three critical components: content selection, text planning, and surface realization, and traditionally they are tackled as separate problems. Recent all-in-one style neural generation…

Computation and Language · Computer Science 2019-09-04 Xinyu Hua , Lu Wang

Automatically generating and iteratively editing academic slide decks requires more than document summarization. It demands faithful content selection, coherent slide organization, layout-aware rendering, and robust multi-turn instruction…

Artificial Intelligence · Computer Science 2026-02-17 Daesik Jang , Morgan Lindsay Heisler , Linzi Xing , Yifei Li , Edward Wang , Ying Xiong , Yong Zhang , Zhenan Fan

Presentations are critical for communication in all areas of our lives, yet the creation of slide decks is often tedious and time-consuming. There has been limited research aiming to automate the document-to-slides generation process and…

Computation and Language · Computer Science 2021-05-11 Edward Sun , Yufang Hou , Dakuo Wang , Yunfeng Zhang , Nancy X. R. Wang

While Generative AI has demonstrated strong potential and versatility in content generation, its application to educational contexts presents several challenges. Models often fail to align with curriculum standards and maintain…

Computation and Language · Computer Science 2025-06-12 Zhengyuan Liu , Stella Xin Yin , Dion Hoe-Lian Goh , Nancy F. Chen

Despite rapid advances in 3D content generation, quality assessment for the generated 3D assets remains challenging. Existing methods mainly rely on image-based metrics and operate solely at the object level, limiting their ability to…

Computer Vision and Pattern Recognition · Computer Science 2025-08-08 Yuhan Zhang , Long Zhuo , Ziyang Chu , Tong Wu , Zhibing Li , Liang Pan , Dahua Lin , Ziwei Liu

As the volume of peer-reviewed research surges, scholars increasingly rely on social platforms for discovery, while authors invest considerable effort in promoting their work to ensure visibility and citations. To streamline this process…

Computation and Language · Computer Science 2025-10-16 Qiguang Chen , Zheng Yan , Mingda Yang , Libo Qin , Yixin Yuan , Hanjing Li , Jinhao Liu , Yiyan Ji , Dengyun Peng , Jiannan Guan , Mengkang Hu , Yantao Du , Wanxiang Che

Recently, an increasing number of multimodal (text and audio) benchmarks have emerged, primarily focusing on evaluating models' understanding capability. However, exploration into assessing generative capabilities remains limited,…

We propose a new approach to generate multiple variants of the target summary with diverse content and varying lengths, then score and select admissible ones according to users' needs. Abstractive summarizers trained on single reference…

Computation and Language · Computer Science 2021-04-06 Kaiqiang Song , Bingqing Wang , Zhe Feng , Fei Liu