21:38
2026-07-16
arxiv.org
artificial-intelligence
Ring-Zero: Scaling Zero RL to a Trillion Parameters for Emergent Reasoning
Researchers have scaled zero reinforcement learning to a trillion-parameter model, Ring-2.5-1T-Zero, achieving emergent reasoning abilities such as self-verification and parallel reasoning without hum…