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State Key Lab of CAD & CG https, Zhejiang University, aim-uofa.github.io/CoEvoWhen
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Ultra-long video grounding is solved by evolving reusable agent skills and tools from VLM reasoning, bypassing parameter updates and separate planning models.
Current MLLMs struggle with fine-grained spatial reasoning, achieving only 37.2 F1 on challenging tasks compared to human performance of 84.0 F1.