Can RL Teach Long-Horizon Reasoning to LLMs? Expressiveness Is Key

Tianle Wang, Zhaoyang Wang, Guangchen Lan +4

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…