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| Better Process Supervision with Bi-directional Rewarding Signals | Mar 6, 2025 | Language ModelingLanguage Modelling | —Unverified | 0 |
| Towards Understanding Multi-Round Large Language Model Reasoning: Approximability, Learnability and Generalizability | Mar 5, 2025 | Language ModelingLanguage Modelling | —Unverified | 0 |
| Process-based Self-Rewarding Language Models | Mar 5, 2025 | Mathematical Reasoning | CodeCode Available | 0 |
| An Efficient and Precise Training Data Construction Framework for Process-supervised Reward Model in Mathematical Reasoning | Mar 4, 2025 | Mathematical Reasoning | CodeCode Available | 0 |
| Self-Evolved Preference Optimization for Enhancing Mathematical Reasoning in Small Language Models | Mar 4, 2025 | GSM8KMath | —Unverified | 0 |
| PromptCoT: Synthesizing Olympiad-level Problems for Mathematical Reasoning in Large Language Models | Mar 4, 2025 | GSM8KMath | CodeCode Available | 1 |
| None of the Above, Less of the Right: Parallel Patterns between Humans and LLMs on Multi-Choice Questions Answering | Mar 3, 2025 | Business EthicsEthics | —Unverified | 0 |
| MV-MATH: Evaluating Multimodal Math Reasoning in Multi-Visual Contexts | Feb 28, 2025 | MathMathematical Reasoning | —Unverified | 0 |
| Multi2: Multi-Agent Test-Time Scalable Framework for Multi-Document Processing | Feb 27, 2025 | Document SummarizationLarge Language Model | —Unverified | 0 |
| OmniRouter: Budget and Performance Controllable Multi-LLM Routing | Feb 27, 2025 | AI AgentMathematical Reasoning | CodeCode Available | 0 |
| Thinking Slow, Fast: Scaling Inference Compute with Distilled Reasoners | Feb 27, 2025 | MambaMathematical Reasoning | —Unverified | 0 |
| Revisiting Self-Consistency from Dynamic Distributional Alignment Perspective on Answer Aggregation | Feb 27, 2025 | DiversityMathematical Reasoning | —Unverified | 0 |
| Meta-Reasoner: Dynamic Guidance for Optimized Inference-time Reasoning in Large Language Models | Feb 27, 2025 | Mathematical ReasoningMulti-Armed Bandits | —Unverified | 0 |
| Self-rewarding correction for mathematical reasoning | Feb 26, 2025 | Mathematical Reasoning | CodeCode Available | 3 |
| Weaker LLMs' Opinions Also Matter: Mixture of Opinions Enhances LLM's Mathematical Reasoning | Feb 26, 2025 | GSM8KMathematical Reasoning | —Unverified | 0 |
| LeanProgress: Guiding Search for Neural Theorem Proving via Proof Progress Prediction | Feb 25, 2025 | Automated Theorem ProvingMathematical Reasoning | —Unverified | 0 |
| Towards Thinking-Optimal Scaling of Test-Time Compute for LLM Reasoning | Feb 25, 2025 | MathMathematical Reasoning | —Unverified | 0 |
| Linguistic Generalizability of Test-Time Scaling in Mathematical Reasoning | Feb 24, 2025 | MathMathematical Reasoning | CodeCode Available | 0 |
| CoT-UQ: Improving Response-wise Uncertainty Quantification in LLMs with Chain-of-Thought | Feb 24, 2025 | Mathematical ReasoningMisinformation | CodeCode Available | 1 |
| The Relationship Between Reasoning and Performance in Large Language Models -- o3 (mini) Thinks Harder, Not Longer | Feb 21, 2025 | MathMathematical Reasoning | CodeCode Available | 0 |
| Forgotten Polygons: Multimodal Large Language Models are Shape-Blind | Feb 21, 2025 | MathMathematical Problem-Solving | CodeCode Available | 1 |
| CER: Confidence Enhanced Reasoning in LLMs | Feb 20, 2025 | MathMathematical Reasoning | CodeCode Available | 0 |
| Retrieval-Augmented Process Reward Model for Generalizable Mathematical Reasoning | Feb 20, 2025 | Mathematical ReasoningRetrieval | —Unverified | 0 |
| Full-Step-DPO: Self-Supervised Preference Optimization with Step-wise Rewards for Mathematical Reasoning | Feb 20, 2025 | Mathematical Reasoning | —Unverified | 0 |
