| Echo Chamber: RL Post-training Amplifies Behaviors Learned in Pretraining | Apr 10, 2025 | Mathematical ReasoningReinforcement Learning (RL) | CodeCode Available | 1 |
| Alice: Proactive Learning with Teacher's Demonstrations for Weak-to-Strong Generalization | Apr 9, 2025 | Logical ReasoningMathematical Reasoning | CodeCode Available | 1 |
| Boosting MLLM Reasoning with Text-Debiased Hint-GRPO | Mar 31, 2025 | Mathematical ReasoningMultimodal Reasoning | CodeCode Available | 1 |
| R-PRM: Reasoning-Driven Process Reward Modeling | Mar 27, 2025 | Mathematical Reasoning | CodeCode Available | 1 |
| Trajectory Balance with Asynchrony: Decoupling Exploration and Learning for Fast, Scalable LLM Post-Training | Mar 24, 2025 | DiversityLarge Language Model | CodeCode Available | 1 |
| MathFusion: Enhancing Mathematic Problem-solving of LLM through Instruction Fusion | Mar 20, 2025 | Data AugmentationMathematical Problem-Solving | CodeCode Available | 1 |
| MetaLadder: Ascending Mathematical Solution Quality via Analogical-Problem Reasoning Transfer | Mar 19, 2025 | Answer GenerationMathematical Reasoning | CodeCode Available | 1 |
| Enhancing LLM Reasoning with Iterative DPO: A Comprehensive Empirical Investigation | Mar 17, 2025 | Mathematical ReasoningReinforcement Learning (RL) | CodeCode Available | 1 |
| Implicit Reasoning in Transformers is Reasoning through Shortcuts | Mar 10, 2025 | Mathematical Reasoning | CodeCode Available | 1 |
| PromptCoT: Synthesizing Olympiad-level Problems for Mathematical Reasoning in Large Language Models | Mar 4, 2025 | GSM8KMath | CodeCode Available | 1 |
| CoT-UQ: Improving Response-wise Uncertainty Quantification in LLMs with Chain-of-Thought | Feb 24, 2025 | Mathematical ReasoningMisinformation | CodeCode Available | 1 |
| Forgotten Polygons: Multimodal Large Language Models are Shape-Blind | Feb 21, 2025 | MathMathematical Problem-Solving | CodeCode Available | 1 |
| Proving Olympiad Inequalities by Synergizing LLMs and Symbolic Reasoning | Feb 19, 2025 | Mathematical Reasoning | CodeCode Available | 1 |
| AdaptiveStep: Automatically Dividing Reasoning Step through Model Confidence | Feb 19, 2025 | Code GenerationDecision Making | CodeCode Available | 1 |
| Large Language Models for Multi-Robot Systems: A Survey | Feb 6, 2025 | Action GenerationBenchmarking | CodeCode Available | 1 |
| A Probabilistic Inference Approach to Inference-Time Scaling of LLMs using Particle-Based Monte Carlo Methods | Feb 3, 2025 | MathMathematical Reasoning | CodeCode Available | 1 |
| Control LLM: Controlled Evolution for Intelligence Retention in LLM | Jan 19, 2025 | MathMathematical Reasoning | CodeCode Available | 1 |
| Open Eyes, Then Reason: Fine-grained Visual Mathematical Understanding in MLLMs | Jan 11, 2025 | MathMathematical Problem-Solving | CodeCode Available | 1 |
| VoxEval: Benchmarking the Knowledge Understanding Capabilities of End-to-End Spoken Language Models | Jan 9, 2025 | BenchmarkingMathematical Problem-Solving | CodeCode Available | 1 |
| Entropy-Regularized Process Reward Model | Dec 15, 2024 | GSM8KMath | CodeCode Available | 1 |
| Critical Tokens Matter: Token-Level Contrastive Estimation Enhances LLM's Reasoning Capability | Nov 29, 2024 | GSM8KMath | CodeCode Available | 1 |
| Training and Evaluating Language Models with Template-based Data Generation | Nov 27, 2024 | Data AugmentationMath | CodeCode Available | 1 |
| UTMath: Math Evaluation with Unit Test via Reasoning-to-Coding Thoughts | Nov 11, 2024 | Code GenerationGSM8K | CodeCode Available | 1 |
| Assessing the Creativity of LLMs in Proposing Novel Solutions to Mathematical Problems | Oct 24, 2024 | Mathematical Reasoning | CodeCode Available | 1 |
| CoMAT: Chain of Mathematically Annotated Thought Improves Mathematical Reasoning | Oct 14, 2024 | MathMathematical Reasoning | CodeCode Available | 1 |
