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Preprint Oct 2026

RVG-Bench: A Benchmark for Reasoning-Driven Audio-Visual Temporal Grounding

Existing temporal video grounding (TVG) benchmarks primarily focus on localizing target video segments according to descriptive text queries of the visual content. However, real-world queries are more diverse and often require the model to first understand the user's intent before localization, such as finding visual e...

Yue Feng, Bo-Shen Xu, Zihao Yue et al. · 0 citations
Preprint Aug 2026

Ground, Cover, and Refine: Evidence-Centric Frame Selection for Long-Video Question Answering

GCR is proposed, a training-free framework that casts fixed-budget frame selection as a joint evidence curation problem and maintains a fixed number of chronologically ordered frames and requires no VLM training or architectural modification.

Fan Wei, Si-Ru Zhong, Run-Min Dong et al. · 2 citations

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