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Author

Varun Praveen

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Preprint Aug 2026

From Detection to Understanding: TAR and TAR-Bench for Multi-Task Traffic Anomaly Reasoning

Detecting a traffic anomaly does not establish whether a video-language model can explain what happened, localize it in time, or identify its causes. We introduce TAR (Traffic Anomaly Reasoning) and TAR-Bench, paired resources for training and evaluating these complementary capabilities across 10 tasks spanning questio...

Han Zhang, Yilin Zhao, Zaid Pervaiz Bhat et al. · 1 citation

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