| 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 |
| GReaTer: Gradients over Reasoning Makes Smaller Language Models Strong Prompt Optimizers | Dec 12, 2024 | GSM8KPrompt Engineering | CodeCode Available | 1 |
| Neural-Symbolic Collaborative Distillation: Advancing Small Language Models for Complex Reasoning Tasks | Sep 20, 2024 | ARCGSM8K | CodeCode Available | 1 |
| MR-GSM8K: A Meta-Reasoning Benchmark for Large Language Model Evaluation | Dec 28, 2023 | GSM8KLanguage Model Evaluation | CodeCode Available | 1 |
| Achieving >97% on GSM8K: Deeply Understanding the Problems Makes LLMs Better Solvers for Math Word Problems | Apr 23, 2024 | Arithmetic ReasoningGSM8K | CodeCode Available | 1 |
| Neuro-Symbolic Integration Brings Causal and Reliable Reasoning Proofs | Nov 16, 2023 | Arithmetic ReasoningGSM8K | CodeCode Available | 1 |
| Self-Training Elicits Concise Reasoning in Large Language Models | Feb 27, 2025 | GSM8KIn-Context Learning | CodeCode Available | 1 |
| AskIt: Unified Programming Interface for Programming with Large Language Models | Aug 29, 2023 | Code GenerationFew-Shot Learning | CodeCode Available | 1 |
| DotaMath: Decomposition of Thought with Code Assistance and Self-correction for Mathematical Reasoning | Jul 4, 2024 | AvgGSM8K | CodeCode Available | 1 |
| Entropy-Regularized Process Reward Model | Dec 15, 2024 | GSM8KMath | CodeCode Available | 1 |
| Don't Trust: Verify -- Grounding LLM Quantitative Reasoning with Autoformalization | Mar 26, 2024 | Automated Theorem ProvingGSM8K | CodeCode Available | 1 |
| Math Neurosurgery: Isolating Language Models' Math Reasoning Abilities Using Only Forward Passes | Oct 22, 2024 | GSM8KLanguage Modeling | CodeCode Available | 1 |
| Markovian Transformers for Informative Language Modeling | Apr 29, 2024 | GSM8KInformativeness | CodeCode Available | 1 |
| Improving LLM Reasoning with Multi-Agent Tree-of-Thought Validator Agent | Sep 17, 2024 | GSM8KQuestion Answering | 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 |
| Math-Shepherd: Verify and Reinforce LLMs Step-by-step without Human Annotations | Dec 14, 2023 | Arithmetic ReasoningGSM8K | CodeCode Available | 1 |
| LoRA Done RITE: Robust Invariant Transformation Equilibration for LoRA Optimization | Oct 27, 2024 | GSM8KHellaSwag | CodeCode Available | 1 |
| Lexico: Extreme KV Cache Compression via Sparse Coding over Universal Dictionaries | Dec 12, 2024 | 4kGSM8K | CodeCode Available | 1 |
| Distillation Contrastive Decoding: Improving LLMs Reasoning with Contrastive Decoding and Distillation | Feb 21, 2024 | Arithmetic ReasoningGSM8K | CodeCode Available | 1 |
| GRACE: Discriminator-Guided Chain-of-Thought Reasoning | May 24, 2023 | GSM8KMath | CodeCode Available | 1 |
| Breaking Language Barriers in Multilingual Mathematical Reasoning: Insights and Observations | Oct 31, 2023 | GSM8KMath | CodeCode Available | 1 |
| Learning Goal-Conditioned Representations for Language Reward Models | Jul 18, 2024 | GSM8KMath | CodeCode Available | 1 |
| Multiple-Choice Questions are Efficient and Robust LLM Evaluators | May 20, 2024 | GSM8KHumanEval | CodeCode Available | 1 |
| Boosted Prompt Ensembles for Large Language Models | Apr 12, 2023 | GSM8KLanguage Modeling | CodeCode Available | 1 |
| Large (Vision) Language Models are Unsupervised In-Context Learners | Apr 3, 2025 | GSM8KIn-Context Learning | CodeCode Available | 1 |
