| Improving Small-Scale Large Language Models Function Calling for Reasoning Tasks | Oct 24, 2024 | Logical ReasoningMathematical Problem-Solving | —Unverified | 0 |
| Non-myopic Generation of Language Models for Reasoning and Planning | Oct 22, 2024 | Computational EfficiencyLanguage Modelling | CodeCode Available | 1 |
| FG-PRM: Fine-grained Hallucination Detection and Mitigation in Language Model Mathematical Reasoning | Oct 8, 2024 | GSM8KHallucination | —Unverified | 0 |
| Can LLMs plan paths with extra hints from solvers? | Oct 7, 2024 | Mathematical Problem-SolvingProgram Synthesis | —Unverified | 0 |
| LLaMA-Berry: Pairwise Optimization for O1-like Olympiad-Level Mathematical Reasoning | Oct 3, 2024 | Efficient ExplorationMathematical Problem-Solving | CodeCode Available | 5 |
| PersonaMath: Enhancing Math Reasoning through Persona-Driven Data Augmentation | Oct 2, 2024 | Data AugmentationDiversity | —Unverified | 0 |
| BEATS: Optimizing LLM Mathematical Capabilities with BackVerify and Adaptive Disambiguate based Efficient Tree Search | Sep 26, 2024 | MathMathematical Problem-Solving | CodeCode Available | 1 |
| Building Math Agents with Multi-Turn Iterative Preference Learning | Sep 4, 2024 | GSM8KMath | —Unverified | 0 |
| Logic Contrastive Reasoning with Lightweight Large Language Model for Math Word Problems | Aug 29, 2024 | GSM8KLanguage Modeling | —Unverified | 0 |
| Benchmarking Large Language Models for Math Reasoning Tasks | Aug 20, 2024 | BenchmarkingIn-Context Learning | CodeCode Available | 0 |
