Decoupling planning from answer authority in long-video agents reduces evidence misalignment and raises accuracy to 55.1% on LVBench and 62.0% on LongVideoBench.
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VideoSEAL: Mitigating Evidence Misalignment in Agentic Long Video Understanding by Decoupling Answer Authority
Decoupling planning from answer authority in long-video agents reduces evidence misalignment and raises accuracy to 55.1% on LVBench and 62.0% on LongVideoBench.