| Enhancing the Geometric Problem-Solving Ability of Multimodal LLMs via Symbolic-Neural Integration | Apr 17, 2025 | Geometry Problem SolvingLarge Language Model | CodeCode Available | 1 |
| Entropy-Regularized Process Reward Model | Dec 15, 2024 | GSM8KMath | CodeCode Available | 1 |
| MAPO: Advancing Multilingual Reasoning through Multilingual Alignment-as-Preference Optimization | Jan 12, 2024 | Mathematical Reasoning | CodeCode Available | 1 |
| Living in the Moment: Can Large Language Models Grasp Co-Temporal Reasoning? | Jun 13, 2024 | Mathematical ReasoningQuestion Answering | CodeCode Available | 1 |
| LogicVista: Multimodal LLM Logical Reasoning Benchmark in Visual Contexts | Jul 6, 2024 | Logical ReasoningMathematical Reasoning | CodeCode Available | 1 |
| LIME: Learning Inductive Bias for Primitives of Mathematical Reasoning | Jan 15, 2021 | Inductive BiasMathematical Reasoning | CodeCode Available | 1 |
| Echo Chamber: RL Post-training Amplifies Behaviors Learned in Pretraining | Apr 10, 2025 | Mathematical ReasoningReinforcement Learning (RL) | 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 |
| Boosting MLLM Reasoning with Text-Debiased Hint-GRPO | Mar 31, 2025 | Mathematical ReasoningMultimodal Reasoning | CodeCode Available | 1 |
| LIMOPro: Reasoning Refinement for Efficient and Effective Test-time Scaling | May 25, 2025 | Computational EfficiencyMathematical Reasoning | CodeCode Available | 1 |
