How Deep Can LLMs Learn to Reason? Expressiveness Is Key.

arXiv:2605.06638v4 Announce Type: replace Abstract: Reinforcement learning (RL) has been applied to improve large language model (LLM) reasoning, yet the systematic study of how training scales with task difficulty has been hampered by the lack of controlled,