| CriticLean: Critic-Guided Reinforcement Learning for Mathematical Formalization | Jul 8, 2025 | Active LearningAutomated Theorem Proving | CodeCode Available | 1 | 5 |
| Critical Tokens Matter: Token-Level Contrastive Estimation Enhances LLM's Reasoning Capability | Nov 29, 2024 | GSM8KMath | CodeCode Available | 1 | 5 |
| A Causal Framework to Quantify the Robustness of Mathematical Reasoning with Language Models | Oct 21, 2022 | MathMathematical Reasoning | CodeCode Available | 1 | 5 |
| GSM-Symbolic: Understanding the Limitations of Mathematical Reasoning in Large Language Models | Oct 7, 2024 | GSM8KLogical Reasoning | CodeCode Available | 1 | 5 |
| Open Eyes, Then Reason: Fine-grained Visual Mathematical Understanding in MLLMs | Jan 11, 2025 | MathMathematical Problem-Solving | CodeCode Available | 1 | 5 |
| Auto-Regressive Next-Token Predictors are Universal Learners | Sep 13, 2023 | Mathematical ReasoningText Generation | CodeCode Available | 1 | 5 |
| GOLD: Geometry Problem Solver with Natural Language Description | May 1, 2024 | Math | CodeCode Available | 1 | 5 |
| CoT-UQ: Improving Response-wise Uncertainty Quantification in LLMs with Chain-of-Thought | Feb 24, 2025 | Mathematical ReasoningMisinformation | CodeCode Available | 1 | 5 |
| AdaptiveStep: Automatically Dividing Reasoning Step through Model Confidence | Feb 19, 2025 | Code GenerationDecision Making | CodeCode Available | 1 | 5 |
| A Multi-Modal Neural Geometric Solver with Textual Clauses Parsed from Diagram | Feb 22, 2023 | Geometry Problem SolvingMathematical Reasoning | CodeCode Available | 1 | 5 |