Author

Xu Yan

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Jul 2026

Reasoning to Regulate: Chain-of-Thought for Traffic Rule Understanding

This work designs a scalable CoT curation pipeline that bootstraps rationales from a strong LLM through a two-round strategy and employs a VLM-based verifier to filter out incorrect cases, yielding a high-quality set of (CoT, answer) pairs.

Yueru Luo, Xu Yan, Changqing Zhou et al. · arXiv.org · 0 citations