step-level supervision

3 papers

• ReasonFlux-PRM: Trajectory-Aware PRMs for Long Chain-of-Thought Reasoning in LLMs
• SPC: Evolving Self-Play Critic via Adversarial Games for LLM Reasoning
• VLM-R³: Region Recognition, Reasoning, and Refinement for Enhanced Multimodal Chain-of-Thought