1
Glasp for Firefox
火狐浏览器划词高亮神器，连PDF和视频都能一键总结，知识管理党必备
Highlight and summarize any page, PDF, or video in Firefox Discussion | Link
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HAS: Highlight-guided Attention Steering for Multimodal LLM Video Summarization
提出高亮引导注意力调控方法，让多模态大模型更精准地生成视频摘要。
arXiv:2607.17994v1 Announce Type: cross Abstract: Video understanding has become more and more important with the growth of Artificial Intelligence (A…
3
Scribby: A Multi-Level LLM Framework for Semantic Video Analysis
多级LLM框架Scribby，专攻长视频语义分析，为教育、直播等场景提供结构化解读
arXiv:2606.14762v1 Announce Type: cross Abstract: As video content continues to expand across educational platforms, recorded lectures, and live-strea…
4
Show HN: Summarize YT Video by pasting url into AI chat[video]
粘贴YouTube视频链接到AI聊天框，即可自动生成视频摘要，无需手动观看，集成在AI工具中操作更便捷。
We added tooling to our chat to make it agentic. It can control our 40+ apps suite. One of the tools is url fetching with pagination. Comments URL: ht…
5
A Systematic Evaluation of Positional Bias in Multi-Video Summarization with MLLMs
系统性评估多模态大模型在多视频摘要中的位置偏差，揭示排序影响生成质量的规律。
arXiv:2606.04596v1 Announce Type: new Abstract: Multimodal Large Language Models (MLLMs) are increasingly used for video understanding, yet their reli…