| FINEREASON: Evaluating and Improving LLMs' Deliberate Reasoning through Reflective Puzzle Solving | Feb 27, 2025 | GSM8KMath | CodeCode Available | 1 |
| Large Language Models as Optimizers | Sep 7, 2023 | GSM8K | CodeCode Available | 1 |
| Math Neurosurgery: Isolating Language Models' Math Reasoning Abilities Using Only Forward Passes | Oct 22, 2024 | GSM8KLanguage Modeling | CodeCode Available | 1 |
| Over-Reasoning and Redundant Calculation of Large Language Models | Jan 21, 2024 | GSM8KMath | CodeCode Available | 1 |
| MyGO Multiplex CoT: A Method for Self-Reflection in Large Language Models via Double Chain of Thought Thinking | Jan 20, 2025 | Decision MakingGSM8K | CodeCode Available | 1 |
| Evaluating LLMs' Mathematical and Coding Competency through Ontology-guided Interventions | Jan 17, 2024 | Arithmetic ReasoningCode Generation | CodeCode Available | 1 |
| Fine-Grained Self-Endorsement Improves Factuality and Reasoning | Feb 23, 2024 | GSM8KLanguage Modeling | —Unverified | 0 |
| FG-PRM: Fine-grained Hallucination Detection and Mitigation in Language Model Mathematical Reasoning | Oct 8, 2024 | GSM8KHallucination | —Unverified | 0 |
| CoRE: Enhancing Metacognition with Label-free Self-evaluation in LRMs | Jul 8, 2025 | GSM8KMath | —Unverified | 0 |
| Automatic Robustness Stress Testing of LLMs as Mathematical Problem Solvers | Jun 5, 2025 | GSM8KMath | —Unverified | 0 |
| Fast on the Easy, Deep on the Hard: Efficient Reasoning via Powered Length Penalty | Jun 12, 2025 | GSM8K | —Unverified | 0 |
| A Careful Examination of Large Language Model Performance on Grade School Arithmetic | May 1, 2024 | GSM8KLanguage Modeling | —Unverified | 0 |
| Falcon: Faster and Parallel Inference of Large Language Models through Enhanced Semi-Autoregressive Drafting and Custom-Designed Decoding Tree | Dec 17, 2024 | GSM8KHumanEval | —Unverified | 0 |
| Cool-Fusion: Fuse Large Language Models without Training | Jul 29, 2024 | Combinatorial OptimizationGSM8K | —Unverified | 0 |
| Automatic Prompt Selection for Large Language Models | Apr 3, 2024 | GSM8KQuestion Answering | —Unverified | 0 |
| ControlMath: Controllable Data Generation Promotes Math Generalist Models | Sep 20, 2024 | Data AugmentationDiversity | —Unverified | 0 |
| Meaning-Typed Programming: Language Abstraction and Runtime for Model-Integrated Applications | May 14, 2024 | GSM8KMath | —Unverified | 0 |
| Exploring an LM to generate Prolog Predicates from Mathematics Questions | Sep 7, 2023 | GSM8KLanguage Modeling | —Unverified | 0 |
| Explicit Knowledge Transfer for Weakly-Supervised Code Generation | Nov 30, 2022 | Code GenerationFew-Shot Learning | —Unverified | 0 |
| Contrastive Decoding Improves Reasoning in Large Language Models | Sep 17, 2023 | GSM8KHellaSwag | —Unverified | 0 |
| Excessive Reasoning Attack on Reasoning LLMs | Jun 17, 2025 | GSM8K | —Unverified | 0 |
| Evolving LLMs' Self-Refinement Capability via Iterative Preference Optimization | Feb 8, 2025 | GSM8KMath | —Unverified | 0 |
| Concise Thoughts: Impact of Output Length on LLM Reasoning and Cost | Jul 29, 2024 | GSM8KPrompt Engineering | —Unverified | 0 |
| Evolutionary Pre-Prompt Optimization for Mathematical Reasoning | Dec 5, 2024 | Few-Shot LearningGSM8K | —Unverified | 0 |
| Evaluation of LLMs for mathematical problem solving | May 30, 2025 | GSM8KMathematical Problem-Solving | —Unverified | 0 |