Author

Hang Zhang

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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

#artificial intelligence Preprint Aug 2026

TuringLLM: Efficiently Scaling Foundation Models Toward Physical AI

Despite its compact active-parameter budget, Turing-20B-A2B achieves, at the base-model stage, overall general capability exceeding Qwen3-8B Base and approaching Qwen3.5-9B Base, while maintaining strong long-context performance and favorable prefill-latency scaling.

Yu-Heng Zhang, Yizhao Wang, Daijun Zhu et al. · 0 citations