| Can Pruning Improve Reasoning? Revisiting Long-CoT Compression with Capability in Mind for Better Reasoning | May 20, 2025 | Large Language ModelMathematical Reasoning | —Unverified | 0 |
| DRP: Distilled Reasoning Pruning with Skill-aware Step Decomposition for Efficient Large Reasoning Models | May 20, 2025 | GSM8KMathematical Reasoning | —Unverified | 0 |
| AAPO: Enhance the Reasoning Capabilities of LLMs with Advantage Momentum | May 20, 2025 | Mathematical ReasoningReinforcement Learning (RL) | —Unverified | 0 |
| Let's Verify Math Questions Step by Step | May 20, 2025 | MathMathematical Reasoning | CodeCode Available | 1 |
| DeepEyes: Incentivizing "Thinking with Images" via Reinforcement Learning | May 20, 2025 | HallucinationMathematical Reasoning | CodeCode Available | 5 |
| Mind the Gap: Bridging Thought Leap for Improved Chain-of-Thought Tuning | May 20, 2025 | Logical ReasoningMathematical Reasoning | —Unverified | 0 |
| WirelessMathBench: A Mathematical Modeling Benchmark for LLMs in Wireless Communications | May 20, 2025 | Mathematical ReasoningMultiple-choice | —Unverified | 0 |
| General-Reasoner: Advancing LLM Reasoning Across All Domains | May 20, 2025 | AllMath | CodeCode Available | 3 |
| OSoRA: Output-Dimension and Singular-Value Initialized Low-Rank Adaptation | May 20, 2025 | Common Sense ReasoningMathematical Reasoning | —Unverified | 0 |
| Causal Head Gating: A Framework for Interpreting Roles of Attention Heads in Transformers | May 19, 2025 | In-Context LearningInstruction Following | —Unverified | 0 |
| Selective Code Generation for Functional Guarantees | May 19, 2025 | Code GenerationHallucination | —Unverified | 0 |
| Guided Search Strategies in Non-Serializable Environments with Applications to Software Engineering Agents | May 19, 2025 | Mathematical Reasoning | —Unverified | 0 |
| Unlocking the Potential of Difficulty Prior in RL-based Multimodal Reasoning | May 19, 2025 | 2kMathematical Reasoning | —Unverified | 0 |
| MindOmni: Unleashing Reasoning Generation in Vision Language Models with RGPO | May 19, 2025 | DecoderImage Generation | CodeCode Available | 0 |
| Optimizing Anytime Reasoning via Budget Relative Policy Optimization | May 19, 2025 | Mathematical ReasoningReinforcement Learning (RL) | CodeCode Available | 2 |
| Step-wise Adaptive Integration of Supervised Fine-tuning and Reinforcement Learning for Task-Specific LLMs | May 19, 2025 | Mathematical ReasoningReinforcement Learning (RL) | —Unverified | 0 |
| Trust, But Verify: A Self-Verification Approach to Reinforcement Learning with Verifiable Rewards | May 19, 2025 | Mathematical Reasoning | CodeCode Available | 1 |
| MM-PRM: Enhancing Multimodal Mathematical Reasoning with Scalable Step-Level Supervision | May 19, 2025 | MathMathematical Reasoning | CodeCode Available | 4 |
| AutoMathKG: The automated mathematical knowledge graph based on LLM and vector database | May 19, 2025 | Data AugmentationIn-Context Learning | —Unverified | 0 |
| RealMath: A Continuous Benchmark for Evaluating Language Models on Research-Level Mathematics | May 18, 2025 | Mathematical Reasoning | CodeCode Available | 1 |
| DisCO: Reinforcing Large Reasoning Models with Discriminative Constrained Optimization | May 18, 2025 | Mathematical Reasoning | CodeCode Available | 2 |
| MARGE: Improving Math Reasoning for LLMs with Guided Exploration | May 18, 2025 | MathMathematical Reasoning | CodeCode Available | 0 |
| SEED-GRPO: Semantic Entropy Enhanced GRPO for Uncertainty-Aware Policy Optimization | May 18, 2025 | MathMathematical Reasoning | —Unverified | 0 |
| HARDMath2: A Benchmark for Applied Mathematics Built by Students as Part of a Graduate Class | May 17, 2025 | MathMathematical Problem-Solving | CodeCode Available | 0 |
| Token-Level Uncertainty Estimation for Large Language Model Reasoning | May 16, 2025 | Language ModelingLanguage Modelling | —Unverified | 0 |
