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

AI & Machine Learning, Research, Computer Science(arxiv.org)view on HackerNews
zero-reinforcement learningemergent reasoningtrillion parameterscomputer sciencemachine learningresearch

Author: binyu

Date: 7/16/2026

Article Summary:
The paper presents a method for scaling zero-reinforcement learning (RL) to a trillion parameters, achieving emergent reasoning capabilities and demonstrating competitive performance on mathematical benchmarks.