math reasoning benchmarks

5 papers

• $Q\sharp$: Provably Optimal Distributional RL for LLM Post-Training
• Accelerated Sampling from Masked Diffusion Models via Entropy Bounded Unmasking
• Act Only When It Pays: Efficient Reinforcement Learning for LLM Reasoning via Selective Rollouts
• On the Effect of Negative Gradient in Group Relative Deep Reinforcement Optimization
• Tapered Off-Policy REINFORCE - Stable and efficient reinforcement learning for large language models