OPV: Outcome-based Process Verifier for Efficient Long Chain-of-Thought Verification

OPV: Outcome-based Process Verifier for Efficient Long Chain-of-Thought Verification

11 December 2025

Zijian Wu

Lingkai Kong

Wenwei Zhang

Songyang Gao

Yuzhe Gu

Zhongrui Cai

Tianyou Ma

Yuhong Liu

Zhi Wang

Runyuan Ma

Guangyu Wang

Wei Li

Conghui He

Dahua Lin

Kai Chen

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