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Apollo
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Apollo is a family of video-LMMs
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2026-02-07 17:03:11
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Apollo: An Exploration of Video Understanding in Large Multimodal Models Apollo: An Exploration of Video Understanding in Large Multimodal Models Orr Zohar , Xiaohan Wang , Yann Dubois , Nikhil Mehta , Tong Xiao , Philippe Hansen-Estruch , Licheng Yu , Xiaofang Wang , Felix Juefei-Xu , Ning Zhang , Serena Yeung-Levy , and Xide Xia 1 Meta GenAI 2 Stanford University We investigate the mechanisms that drive video understanding in large multimodal models and provide actionable insights for the community. Our work includes: Systematic exploration of the design space of video-LMMs, uncovering critical factors that drive performance. Investigation of training schedules and data mixtures, providing practical insights for optimizing model performance. Discovery of "Scaling Consistency," enabling efficient design decisions on smaller LMMs that generalize to larger scales. A novel benchmark, ApolloBench, for efficient evaluation. ...
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