Author

Jia Zhu

2 papers indexed here

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Jul 2026

DREvo: Distilling Recalibrated Historical Experience for Harness Self-Evolution

A new harness self-evolution method, named DREvo, is proposed, which integrates function-level evidence anchoring, state-dependent evidence recalibration, and role-conditioned search intent distillation to determine which historical evidence remains valid and where the harness should evolve next.

Hanghui Guo, Wei-Jie Shi, Zhangze Chen et al. · arXiv.org · 4 citations

#artificial intelligence Review Sep 2026

Beyond Final Decisions: A Process-Centric Benchmark for Transparent AI-Assisted Peer Review

Peer review is central to quality control in science. However, existing evaluations of AI-assisted peer review mainly focus on the overall quality of generated reviews or the accuracy of final decisions. They therefore provide limited evidence about whether model decisions are supported by sufficient and reliable revie...

Siming Yuan, Xue-Yi Zhang, Wang-Ze Ni et al. · 0 citations