Seeing is Believing: Grounding Long-Video Understanding in Spatio-Temporal Visual Evidence
Zhao-Yang Wei, Guo-Liang Wang, Guo-Hua Gao et al.
· 6 citations
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Preprint
Sep 2026
Video-HolmesV2: Can MLLMs Reason with Spatio-Temporal Audio-Visual Evidence in Long Videos?
Video-HolmesV2 is presented, a novel benchmark designed for Deep Audio-Visual Coupling that enforces an Evidence-Based Evaluation, requiring models to justify answers with precise spatio-temporal audio-visual evidence, thereby reducing confounding effects of guessing and hallucinated evidence.
Zhao-Yang Wei, Zi-Peng Wang, Yu-She Cao et al.
· 0 citations
Evidence-Grounded Trustworthy Multimodal Reasoning and Evaluation Benchmark in Complex Urban Scenes
Evidence-grounded visual reasoning (EGVOR) is proposed, departing from implicit inference, EGVOR reformulates reasoning as the explicit generation of Evidence Atoms–structured triplets that enforce strict spatial-semantic alignment.
Zhao-Yang Wei, Bo-Wen Jiang, Xumeng Han et al.
· International Journal of Com... · 6 citations
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