2 papers
cs.CV2026
VisualTrust: Video Reasoning under On-Screen Claim Framing
Huachao Zhu, Junjielong Xu, Sicheng Li +5
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 r…
cs.CV2026
VisualNeedle: Benchmarking Active Visual Search in Information-Dense Scenes
Jingru Chen, Yiming Liu, Mingtao Chen +5
Frontier multimodal large language models (MLLMs) have been reported to achieve over 90\% accuracy on fine-grained perception benchmarks. However, such scores do not necessarily im…