process reward model

Retrieval-Augmented Process Reward Model for Generalizable Mathematical Reasoning ACL 2025 Rewarding Progress: Scaling Automated Process Verifiers for LLM Reasoning ICLR 2025 RMultiplex200K: Toward Reliable Multimodal Process Supervision for Visual Language Models on Telecommunications ICCV 2025 R-PRM: Reasoning-Driven Process Reward Modeling EMNLP 2025 rStar-Math: Small LLMs Can Master Math Reasoning with Self-Evolved Deep Thinking ICML 2025 SCOPE: Compress Mathematical Reasoning Steps for Efficient Automated Process Annotation ACL 2025 Search-in-Context: Efficient Multi-Hop QA over Long Contexts via Monte Carlo Tree Search with Dynamic KV Retrieval ACL 2025 The Lessons of Developing Process Reward Models in Mathematical Reasoning ACL 2025 VersaPRM: Multi-Domain Process Reward Model via Synthetic Reasoning Data ICML 2025 ViLBench: A Suite for Vision-Language Process Reward Modeling EMNLP 2025 Math-Shepherd: Verify and Reinforce LLMs Step-by-step without Human Annotations ACL 2024 SUDS: Scalable Urban Dynamic Scenes CVPR 2023