Author

Jinchao Zhang

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#artificial intelligence Preprint Nov 2026

Think Less, Locally: Local Preference Learning for Reasoning Compression

Large reasoning models achieve strong performance on challenging tasks, but their long chain-of-thought often incurs substantial inference costs by continuing to deliberate after sufficient information has been obtained. Existing reasoning compression methods primarily operate on reasoning trajectories, paying less att...

Mu-Yao Yuan, Li-Yan Xu, Wei-Zhan Zhang et al. · 0 citations

Jul 2026

A New Role for Relevance: Guiding Corpus Interaction in Agentic Search

The Relevance-Aware RipGrep Search Agent (RARG) is introduced, which turns relevance into an execution prior for corpus interaction, and demonstrates that relevance-aware interaction enables faster and more reliable search convergence.

Jiang-Nan Li, Yuqing Li, Yu Mo et al. · arXiv.org · 2 citations