| LoRI: Reducing Cross-Task Interference in Multi-Task Low-Rank Adaptation | Apr 10, 2025 | Code GenerationContinual Learning | CodeCode Available | 2 |
| Alice: Proactive Learning with Teacher's Demonstrations for Weak-to-Strong Generalization | Apr 9, 2025 | Logical ReasoningMathematical Reasoning | CodeCode Available | 1 |
| Right Question is Already Half the Answer: Fully Unsupervised LLM Reasoning Incentivization | Apr 8, 2025 | MathMathematical Reasoning | CodeCode Available | 2 |
| Synthetic Data Generation & Multi-Step RL for Reasoning & Tool Use | Apr 7, 2025 | GSM8KMath | —Unverified | 0 |
| Efficient Reinforcement Finetuning via Adaptive Curriculum Learning | Apr 7, 2025 | MathMathematical Reasoning | CodeCode Available | 2 |
| Do LLM Evaluators Prefer Themselves for a Reason? | Apr 4, 2025 | BenchmarkingCode Generation | CodeCode Available | 0 |
| Sample, Don't Search: Rethinking Test-Time Alignment for Language Models | Apr 4, 2025 | GSM8KMathematical Reasoning | —Unverified | 0 |
| Explain with Visual Keypoints Like a Real Mentor! A Benchmark for Multimodal Solution Explanation | Apr 4, 2025 | MathMathematical Reasoning | —Unverified | 0 |
| LLM Library Learning Fails: A LEGO-Prover Case Study | Apr 3, 2025 | Mathematical ReasoningMisconceptions | —Unverified | 0 |
| LexPam: Legal Procedure Awareness-Guided Mathematical Reasoning | Apr 3, 2025 | Mathematical ReasoningQuestion Answering | —Unverified | 0 |
| LLM for Complex Reasoning Task: An Exploratory Study in Fermi Problems | Apr 3, 2025 | Mathematical Reasoning | —Unverified | 0 |
| MegaMath: Pushing the Limits of Open Math Corpora | Apr 3, 2025 | DiversityMath | CodeCode Available | 2 |
| How Difficulty-Aware Staged Reinforcement Learning Enhances LLMs' Reasoning Capabilities: A Preliminary Experimental Study | Apr 1, 2025 | Code GenerationMath | —Unverified | 0 |
| GenPRM: Scaling Test-Time Compute of Process Reward Models via Generative Reasoning | Apr 1, 2025 | MathMathematical Reasoning | —Unverified | 0 |
| VerifiAgent: a Unified Verification Agent in Language Model Reasoning | Apr 1, 2025 | Language ModelingLanguage Modelling | CodeCode Available | 0 |
| Brains vs. Bytes: Evaluating LLM Proficiency in Olympiad Mathematics | Apr 1, 2025 | MathMathematical Problem-Solving | —Unverified | 0 |
| MedReason: Eliciting Factual Medical Reasoning Steps in LLMs via Knowledge Graphs | Apr 1, 2025 | Knowledge GraphsMathematical Reasoning | CodeCode Available | 3 |
| The Axiom-Based Atlas: A Structural Mapping of Theorems via Foundational Proof Vectors | Mar 31, 2025 | Mathematical Reasoning | —Unverified | 0 |
| Crossing the Reward Bridge: Expanding RL with Verifiable Rewards Across Diverse Domains | Mar 31, 2025 | Mathematical Reasoningreinforcement-learning | —Unverified | 0 |
| Boosting MLLM Reasoning with Text-Debiased Hint-GRPO | Mar 31, 2025 | Mathematical ReasoningMultimodal Reasoning | CodeCode Available | 1 |
| Challenging the Boundaries of Reasoning: An Olympiad-Level Math Benchmark for Large Language Models | Mar 27, 2025 | Data VisualizationMath | CodeCode Available | 0 |
| Entropy-Aware Branching for Improved Mathematical Reasoning | Mar 27, 2025 | Mathematical Reasoning | —Unverified | 0 |
| R-PRM: Reasoning-Driven Process Reward Modeling | Mar 27, 2025 | Mathematical Reasoning | CodeCode Available | 1 |
| Proof or Bluff? Evaluating LLMs on 2025 USA Math Olympiad | Mar 27, 2025 | MathMathematical Reasoning | —Unverified | 0 |
| Embodied-Reasoner: Synergizing Visual Search, Reasoning, and Action for Embodied Interactive Tasks | Mar 27, 2025 | Imitation LearningMathematical Reasoning | CodeCode Available | 2 |
