RL Is Neither a Panacea Nor a Mirage: Understanding Supervised vs. Reinforcement Learning Fine-Tuning for LLMs. - Hangzhan Jin; Sicheng Lv; Sifan Wu; Mohammad Hamdaqa (CoRR, 2025)