Emergent Slow Thinking in LLMs as Inverse Tree Freezing

Sihan Hu, Xiansheng Cai, Yuan Huang +5

Reinforcement learning with verifiable rewards (RLVR) enables large language models to acquire slow, multi-step reasoning from sparse final-answer signals. We provide a statistical…