Stage-1 Controls the Entropy Regime, Not the Outcome

Jianxiong Shen

Two-stage post-training -- a Stage-1 warm-start (supervised fine-tuning, SFT, or on-policy distillation, OPD) followed by Stage-2 reinforcement learning (RL) -- is increasingly use…