| MathCoder: Seamless Code Integration in LLMs for Enhanced Mathematical Reasoning | Oct 5, 2023 | Arithmetic ReasoningGSM8K | CodeCode Available | 2 |
| MetaMath: Bootstrap Your Own Mathematical Questions for Large Language Models | Sep 21, 2023 | Arithmetic ReasoningGSM8K | CodeCode Available | 2 |
| Scaling Relationship on Learning Mathematical Reasoning with Large Language Models | Aug 3, 2023 | Arithmetic ReasoningGSM8K | CodeCode Available | 2 |
| Progressive-Hint Prompting Improves Reasoning in Large Language Models | Apr 19, 2023 | Arithmetic ReasoningGSM8K | CodeCode Available | 2 |
| Language Models are Multilingual Chain-of-Thought Reasoners | Oct 6, 2022 | GSM8KMath | CodeCode Available | 2 |
| Large Language Models are Zero-Shot Reasoners | May 24, 2022 | Arithmetic ReasoningCommon Sense Reasoning | CodeCode Available | 2 |
| IRanker: Towards Ranking Foundation Model | Jun 25, 2025 | GSM8Kmodel | CodeCode Available | 1 |
| CommVQ: Commutative Vector Quantization for KV Cache Compression | Jun 23, 2025 | GPUGSM8K | CodeCode Available | 1 |
| Xolver: Multi-Agent Reasoning with Holistic Experience Learning Just Like an Olympiad Team | Jun 17, 2025 | Code GenerationGSM8K | CodeCode Available | 1 |
| Topology of Reasoning: Understanding Large Reasoning Models through Reasoning Graph Properties | Jun 6, 2025 | GSM8K | CodeCode Available | 1 |
| Segment Policy Optimization: Effective Segment-Level Credit Assignment in RL for Large Language Models | May 29, 2025 | 2k4k | CodeCode Available | 1 |
| Data Whisperer: Efficient Data Selection for Task-Specific LLM Fine-Tuning via Few-Shot In-Context Learning | May 18, 2025 | GSM8KIn-Context Learning | CodeCode Available | 1 |
| Rewriting Pre-Training Data Boosts LLM Performance in Math and Code | May 5, 2025 | Code GenerationGSM8K | CodeCode Available | 1 |
| NeMo-Inspector: A Visualization Tool for LLM Generation Analysis | May 1, 2025 | GSM8KMath | CodeCode Available | 1 |
| Efficient Reasoning for LLMs through Speculative Chain-of-Thought | Apr 27, 2025 | GSM8KMath | CodeCode Available | 1 |
| Large (Vision) Language Models are Unsupervised In-Context Learners | Apr 3, 2025 | GSM8KIn-Context Learning | CodeCode Available | 1 |
| Entropy-Based Adaptive Weighting for Self-Training | Mar 31, 2025 | GSM8KMath | CodeCode Available | 1 |
| SafeMERGE: Preserving Safety Alignment in Fine-Tuned Large Language Models via Selective Layer-Wise Model Merging | Mar 21, 2025 | GSM8KSafety Alignment | CodeCode Available | 1 |
| Towards Hierarchical Multi-Step Reward Models for Enhanced Reasoning in Large Language Models | Mar 16, 2025 | Data AugmentationGSM8K | CodeCode Available | 1 |
| PromptCoT: Synthesizing Olympiad-level Problems for Mathematical Reasoning in Large Language Models | Mar 4, 2025 | GSM8KMath | CodeCode Available | 1 |
| FINEREASON: Evaluating and Improving LLMs' Deliberate Reasoning through Reflective Puzzle Solving | Feb 27, 2025 | GSM8KMath | CodeCode Available | 1 |
| Self-Training Elicits Concise Reasoning in Large Language Models | Feb 27, 2025 | GSM8KIn-Context Learning | CodeCode Available | 1 |
| SMART: Self-Aware Agent for Tool Overuse Mitigation | Feb 17, 2025 | GSM8KLarge Language Model | 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 |
| Entropy-Regularized Process Reward Model | Dec 15, 2024 | GSM8KMath | CodeCode Available | 1 |
