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Short-video platforms have become a central medium in the modern Internet landscape, where efficient information delivery and strong interactivity are reshaping user engagement and cultural dissemination. Among the various forms of user…

Machine Learning · Computer Science 2025-11-07 Xuan Ouyang , Senan Wang , Bouzhou Wang , Siyuan Xiahou , Jinrong Zhou , Yuekang Li

Engaging video comments play an important role in video social media, as they are the carrier of feelings, thoughts, or humor of the audience. Preliminary works have made initial exploration for video comment generation by adopting…

Computer Vision and Pattern Recognition · Computer Science 2023-08-23 Yuchong Sun , Bei Liu , Xu Chen , Ruihua Song , Jianlong Fu

In the era of social media video platforms, popular ``hot-comments'' play a crucial role in attracting user impressions of short-form videos, making them vital for marketing and branding purpose. However, existing research predominantly…

Computer Vision and Pattern Recognition · Computer Science 2024-09-24 Yuyan Chen , Yiwen Qian , Songzhou Yan , Jiyuan Jia , Zhixu Li , Yanghua Xiao , Xiaobo Li , Ming Yang , Qingpei Guo

Code comment generation aims at generating natural language descriptions for a code snippet to facilitate developers' program comprehension activities. Despite being studied for a long time, a bottleneck for existing approaches is that…

Software Engineering · Computer Science 2023-06-16 Mingyang Geng , Shangwen Wang , Dezun Dong , Haotian Wang , Ge Li , Zhi Jin , Xiaoguang Mao , Xiangke Liao

As short-form funny videos on social networks are gaining popularity, it becomes demanding for AI models to understand them for better communication with humans. Unfortunately, previous video humor datasets target specific domains, such as…

Computation and Language · Computer Science 2024-04-02 Dayoon Ko , Sangho Lee , Gunhee Kim

Real-time video commentary generation provides textual descriptions of ongoing events in videos. It supports accessibility and engagement in domains such as sports, esports, and livestreaming. Commentary generation involves two essential…

Computation and Language · Computer Science 2026-03-04 Anum Afzal , Yuki Saito , Hiroya Takamura , Katsuhito Sudoh , Shinnosuke Takamichi , Graham Neubig , Florian Matthes , Tatsuya Ishigaki

Inline comments in the source code facilitate easy comprehension, reusability, and enhanced readability. However, code snippets in answers on Q&A sites like Stack Overflow (SO) often lack comments because answerers volunteer their time and…

Software Engineering · Computer Science 2024-08-29 Suborno Deb Bappon , Saikat Mondal , Banani Roy

Danmaku, users' live comments synchronized with, and overlaying on videos, has recently shown potential in promoting online video-based learning. However, user-generated danmaku can be scarce-especially in newer or less viewed videos and…

Human-Computer Interaction · Computer Science 2025-04-28 Zipeng Ji , Pengcheng An , Jian Zhao

Live video commenting is popular on video media platforms, as it can create a chatting atmosphere and provide supplementary information for users while watching videos. Automatically generating live video comments can improve user…

Computer Vision and Pattern Recognition · Computer Science 2023-05-01 Jieting Chen , Junkai Ding , Wenping Chen , Qin Jin

The scope of a lucrative career promoted by Google through its video distribution platform YouTube has attracted a large number of users to become content creators. An important aspect of this line of work is the feedback received in the…

Computation and Language · Computer Science 2020-07-23 Subramaniam Kazhuparambil , Abhishek Kaushik

Commentary provides readers with a deep understanding of events by presenting diverse arguments and evidence. However, creating commentary is a time-consuming task, even for skilled commentators. Large language models (LLMs) have simplified…

Computation and Language · Computer Science 2024-08-26 Yiquan Wu , Bo Tang , Chenyang Xi , Yu Yu , Pengyu Wang , Yifei Liu , Kun Kuang , Haiying Deng , Zhiyu Li , Feiyu Xiong , Jie Hu , Peng Cheng , Zhonghao Wang , Yi Wang , Yi Luo , Mingchuan Yang

Smart contract comment generation has gained traction as a means to improve code comprehension and maintainability in blockchain systems. However, evaluating the quality of generated comments remains a challenge. Traditional metrics such as…

Artificial Intelligence · Computer Science 2025-07-29 Fatou Ndiaye Mbodji

Live commenting on video streams has surged in popularity on platforms like Twitch, enhancing viewer engagement through dynamic interactions. However, automatically generating contextually appropriate comments remains a challenging and…

Computer Vision and Pattern Recognition · Computer Science 2025-11-03 Anam Fatima , Yi Yu , Janak Kapuriya , Julien Lalanne , Jainendra Shukla

In modern online streaming platforms, the comments section plays a critical role in enhancing the overall user experience. Understanding user behavior within the comments section is essential for comprehensive user interest modeling. A key…

Information Retrieval · Computer Science 2025-04-03 Changshuo Zhang , Zihan Lin , Shukai Liu , Yongqi Liu , Han Li

Large Language Models are increasingly used in software engineering, but both code generation and its evaluation remain predominantly English-centric. This leaves a major gap in our understanding of how well current tools support…

Large Language Models are essential coding assistants, yet their training is predominantly English-centric. In this study, we evaluate the performance of code language models in non-English contexts, identifying challenges in their adoption…

This paper investigates the quality of source code comments automatically generated by Large Language Models (LLMs). While AI-based comment generation has emerged as a promising solution to reduce developers' documentation effort, prior…

Software Engineering · Computer Science 2025-12-02 Ian Guelman , Arthur Gregório Leal , Laerte Xavier , Marco Tulio Valente

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

Software qualities such as usability or reliability are among the strongest determinants of mobile app user satisfaction and constitute a significant portion of online user feedback on software products, making it a valuable source of…

Software Engineering · Computer Science 2025-06-16 Eduard C. Groen , Fabiano Dalpiaz , Martijn van Vliet , Boris Winter , Joerg Doerr , Sjaak Brinkkemper

Effective communication, specifically through documentation, is the beating heart of collaboration among contributors in software development. Recent advancements in language models (LMs) have enabled the introduction of a new type of actor…

Software Engineering · Computer Science 2024-05-17 Bibek Poudel , Adam Cook , Sekou Traore , Shelah Ameli
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