VisualTrust2 min read
VisualTrust: Video Reasoning under On-Screen Claim Framing
On-screen text can describe what a video shows, or it can frame what the video is supposed to mean. Current benchmarks treat both alike, testing whether a model can read the text rather than whether it should trust it.
By Huachao Zhu, Junjielong Xu, Sicheng Li, Liang Yang, Mingtao Chen, Zhichao Hu, Li Jiang, Pinjia HearXiv - cs.CV (CV)
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Originally published by arXiv - cs.CV (CV) on Oct 16, 2026.
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