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Live comments, also known as Danmaku, are user-generated messages that are synchronized with video content. These comments overlay directly onto streaming videos, capturing viewer emotions and reactions in real-time. While prior work has…

Computation and Language · Computer Science 2024-10-23 Zhaoyuan Deng , Amith Ananthram , Kathleen McKeown

Online comments play a crucial role in shaping public sentiment and opinion dynamics on social media. However, evaluating their popularity remains challenging, not only because it depends on linguistic quality, originality, and emotional…

Artificial Intelligence · Computer Science 2026-04-29 Yafeng Wu , Yunyao Zhang , Liliang Ye , Guiyi Zeng , Junqing Yu , Chen Xu , Zikai Song

Short-form video platforms have become central to multimedia information dissemination, where comments play a critical role in driving engagement, propagation, and algorithmic feedback. However, existing approaches -- including video…

Computer Vision and Pattern Recognition · Computer Science 2026-04-15 Xuan Ouyang , Bouzhou Wang , Senan Wang , Siyuan Xiahou , Jinrong Zhou , Yuekang Li

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 commenting on video, a popular feature of live streaming platforms, enables viewers to engage with the content and share their comments, reactions, opinions, or questions with the streamer or other viewers while watching the video or…

Computer Vision and Pattern Recognition · Computer Science 2023-11-23 Julien Lalanne , Raphael Bournet , Yi Yu

Multi-modal retrieval is an important problem for many applications, such as recommendation and search. Current benchmarks and even datasets are often manually constructed and consist of mostly clean samples where all modalities are…

Computer Vision and Pattern Recognition · Computer Science 2022-10-21 Laura Hanu , James Thewlis , Yuki M. Asano , Christian Rupprecht

In this paper, we introduce YTCommentVerse, a large-scale multilingual and multi-category dataset of YouTube comments. It contains over 32 million comments from 178,000 videos contributed by more than 20 million unique users spanning 15…

Social and Information Networks · Computer Science 2025-09-16 Hridoy Sankar Dutta , Biswadeep Khan

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

On general video-sharing platforms like YouTube, comments are displayed independently of video playback. As viewers often read comments while watching a video, they may encounter ones referring to moments unrelated to the current scene,…

Multimedia · Computer Science 2026-03-30 Minsun Kim , Dawon Lee , Junyong Noh

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

Online video platforms have gained increased popularity due to their ability to support information consumption and sharing and the diverse social interactions they afford. Danmaku, a real-time commentary feature that overlays user comments…

Human-Computer Interaction · Computer Science 2025-02-11 Siying Hu , Huanchen Wang , Yu Zhang , Piaohong Wang , Zhicong Lu

Automatic article commenting is helpful in encouraging user engagement and interaction on online news platforms. However, the news documents are usually too long for traditional encoder-decoder based models, which often results in general…

Computation and Language · Computer Science 2019-06-05 Wei Li , Jingjing Xu , Yancheng He , Shengli Yan , Yunfang Wu , Xu sun

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

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

Previous works of video captioning aim to objectively describe the video's actual content, which lacks subjective and attractive expression, limiting its practical application scenarios. Video titling is intended to achieve this goal, but…

Computer Vision and Pattern Recognition · Computer Science 2022-04-01 Ziqi Zhang , Yuxin Chen , Zongyang Ma , Zhongang Qi , Chunfeng Yuan , Bing Li , Ying Shan , Weiming Hu

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

In this paper, we propose the task of live comment generation. Live comments are a new form of comments on videos, which can be regarded as a mixture of comments and chats. A high-quality live comment should be not only relevant to the…

Computation and Language · Computer Science 2018-08-14 Damai Dai

We introduce the task of automatic live commenting. Live commenting, which is also called `video barrage', is an emerging feature on online video sites that allows real-time comments from viewers to fly across the screen like bullets or…

Computation and Language · Computer Science 2018-11-30 Shuming Ma , Lei Cui , Damai Dai , Furu Wei , Xu Sun

Data plays a vital role in machine learning studies. In the research of recommendation, both user behaviors and side information are helpful to model users. So, large-scale real scenario datasets with abundant user behaviors will contribute…

Information Retrieval · Computer Science 2021-06-14 Bin Hao , Min Zhang , Weizhi Ma , Shaoyun Shi , Xinxing Yu , Houzhi Shan , Yiqun Liu , Shaoping Ma

User emotion analysis toward videos is to automatically recognize the general emotional status of viewers from the multimedia content embedded in the online video stream. Existing works fall in two categories: 1) visual-based methods, which…

Computer Vision and Pattern Recognition · Computer Science 2018-11-20 Chenchen Li , Jialin Wang , Hongwei Wang , Miao Zhao , Wenjie Li , Xiaotie Deng
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