| Toward Self-Improvement of LLMs via Imagination, Searching, and Criticizing | Apr 18, 2024 | Arithmetic ReasoningGSM8K | 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 |
| Design of Chain-of-Thought in Math Problem Solving | Sep 20, 2023 | DiversityGSM8K | CodeCode Available | 1 |
| DELLA-Merging: Reducing Interference in Model Merging through Magnitude-Based Sampling | Jun 17, 2024 | GSM8KMath | 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 |
| Multiple-Choice Questions are Efficient and Robust LLM Evaluators | May 20, 2024 | GSM8KHumanEval | CodeCode Available | 1 |
| Math-Shepherd: Verify and Reinforce LLMs Step-by-step without Human Annotations | Dec 14, 2023 | Arithmetic ReasoningGSM8K | CodeCode Available | 1 |
| Data Contamination Quiz: A Tool to Detect and Estimate Contamination in Large Language Models | Nov 10, 2023 | GSM8KMemorization | CodeCode Available | 1 |
| Math Neurosurgery: Isolating Language Models' Math Reasoning Abilities Using Only Forward Passes | Oct 22, 2024 | GSM8KLanguage Modeling | CodeCode Available | 1 |
| NeMo-Inspector: A Visualization Tool for LLM Generation Analysis | May 1, 2025 | GSM8KMath | CodeCode Available | 1 |
| Hierarchical Prompting Taxonomy: A Universal Evaluation Framework for Large Language Models Aligned with Human Cognitive Principles | Jun 18, 2024 | Arithmetic ReasoningCode Generation | CodeCode Available | 1 |
| GSM-Symbolic: Understanding the Limitations of Mathematical Reasoning in Large Language Models | Oct 7, 2024 | GSM8KLogical Reasoning | CodeCode Available | 1 |
| Markovian Transformers for Informative Language Modeling | Apr 29, 2024 | GSM8KInformativeness | CodeCode Available | 1 |
| GReaTer: Gradients over Reasoning Makes Smaller Language Models Strong Prompt Optimizers | Dec 12, 2024 | GSM8KPrompt Engineering | CodeCode Available | 1 |
| Critical Tokens Matter: Token-Level Contrastive Estimation Enhances LLM's Reasoning Capability | Nov 29, 2024 | GSM8KMath | CodeCode Available | 1 |
| LoRA Done RITE: Robust Invariant Transformation Equilibration for LoRA Optimization | Oct 27, 2024 | GSM8KHellaSwag | CodeCode Available | 1 |
| Masked Thought: Simply Masking Partial Reasoning Steps Can Improve Mathematical Reasoning Learning of Language Models | Mar 4, 2024 | Data AugmentationGSM8K | CodeCode Available | 1 |
| Lexico: Extreme KV Cache Compression via Sparse Coding over Universal Dictionaries | Dec 12, 2024 | 4kGSM8K | CodeCode Available | 1 |
| Learning Goal-Conditioned Representations for Language Reward Models | Jul 18, 2024 | GSM8KMath | CodeCode Available | 1 |
| Large (Vision) Language Models are Unsupervised In-Context Learners | Apr 3, 2025 | GSM8KIn-Context Learning | CodeCode Available | 1 |
| Learning From Mistakes Makes LLM Better Reasoner | Oct 31, 2023 | GSM8KMath | CodeCode Available | 1 |
| FINEREASON: Evaluating and Improving LLMs' Deliberate Reasoning through Reflective Puzzle Solving | Feb 27, 2025 | GSM8KMath | CodeCode Available | 1 |
| Improving LLM Reasoning with Multi-Agent Tree-of-Thought Validator Agent | Sep 17, 2024 | GSM8KQuestion Answering | CodeCode Available | 1 |
| IRanker: Towards Ranking Foundation Model | Jun 25, 2025 | GSM8Kmodel | CodeCode Available | 1 |
| Learning Math Reasoning from Self-Sampled Correct and Partially-Correct Solutions | May 28, 2022 | Arithmetic ReasoningEfficient Exploration | CodeCode Available | 1 |
