Tianshu Wang

Ring-Zero: Scaling Zero RL to a Trillion Parameters for Emergent Reasoning

This work presents a stable and efficient training pipeline, incorporating algorithmic and system optimizations such as clipped importance sampling, training-inference ratio correction, and mixed-precision control, and proposes a structured evaluation framework across three dimensions: comprehensibility, reproducibility, and efficiency.