| The Unreasonable Effectiveness of Entropy Minimization in LLM Reasoning | May 21, 2025 | Math | CodeCode Available | 1 |
| Meta-Design Matters: A Self-Design Multi-Agent System | May 21, 2025 | MathProblem Decomposition | CodeCode Available | 2 |
| Can LLMs understand Math? -- Exploring the Pitfalls in Mathematical Reasoning | May 21, 2025 | MathMathematical Reasoning | —Unverified | 0 |
| Learning to Rank Chain-of-Thought: An Energy-Based Approach with Outcome Supervision | May 21, 2025 | GSM8KLearning-To-Rank | —Unverified | 0 |
| ModelingAgent: Bridging LLMs and Mathematical Modeling for Real-World Challenges | May 21, 2025 | Mathvalid | CodeCode Available | 1 |
| SSR: Speculative Parallel Scaling Reasoning in Test-time | May 21, 2025 | DiversityMath | —Unverified | 0 |
| RL Tango: Reinforcing Generator and Verifier Together for Language Reasoning | May 21, 2025 | MathMathematical Reasoning | CodeCode Available | 2 |
| MIRB: Mathematical Information Retrieval Benchmark | May 21, 2025 | Automated Theorem ProvingInformation Retrieval | CodeCode Available | 0 |
| RL of Thoughts: Navigating LLM Reasoning with Inference-time Reinforcement Learning | May 20, 2025 | MathReinforcement Learning (RL) | —Unverified | 0 |
| Unearthing Gems from Stones: Policy Optimization with Negative Sample Augmentation for LLM Reasoning | May 20, 2025 | MathOffline RL | —Unverified | 0 |
