Do We Need Adam? Surprisingly Strong and Sparse Reinforcement Learning with SGD in LLMs. - Sagnik Mukherjee; Lifan Yuan; Pavan Jayasinha; Dilek Hakkani-Tür; Hao Peng 009 (CoRR, 2026)