#process reward model

MetaStone-S1 introduces a unified reflective generative approach that achieves OpenAI o3-mini-level reasoning performance with significantly reduced computational resources, pioneering efficient AI reasoning architectures.

WEB-SHEPHERD is a new process reward model that significantly improves web navigation agents by providing step-level feedback and increasing cost efficiency by 10 times compared to previous models.