| CoT-Valve: Length-Compressible Chain-of-Thought Tuning | Feb 13, 2025 | GSM8K | CodeCode Available | 2 |
| Language Models are Hidden Reasoners: Unlocking Latent Reasoning Capabilities via Self-Rewarding | Nov 6, 2024 | ARCGSM8K | CodeCode Available | 2 |
| LoRA-XS: Low-Rank Adaptation with Extremely Small Number of Parameters | May 27, 2024 | BenchmarkingGSM8K | CodeCode Available | 2 |
| Physics of Language Models: Part 2.1, Grade-School Math and the Hidden Reasoning Process | Jul 29, 2024 | GSM8KMath | CodeCode Available | 2 |
| Preference Optimization for Reasoning with Pseudo Feedback | Nov 25, 2024 | GSM8KMath | CodeCode Available | 2 |
| Seek in the Dark: Reasoning via Test-Time Instance-Level Policy Gradient in Latent Space | May 19, 2025 | GSM8KMath | CodeCode Available | 2 |
| Neural-Symbolic Collaborative Distillation: Advancing Small Language Models for Complex Reasoning Tasks | Sep 20, 2024 | ARCGSM8K | CodeCode Available | 1 |
| NeMo-Inspector: A Visualization Tool for LLM Generation Analysis | May 1, 2025 | GSM8KMath | CodeCode Available | 1 |
| Neuro-Symbolic Integration Brings Causal and Reliable Reasoning Proofs | Nov 16, 2023 | Arithmetic ReasoningGSM8K | CodeCode Available | 1 |
| OVM, Outcome-supervised Value Models for Planning in Mathematical Reasoning | Nov 16, 2023 | Arithmetic ReasoningGSM8K | CodeCode Available | 1 |
| Automatic Model Selection with Large Language Models for Reasoning | May 23, 2023 | 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 |
| CommVQ: Commutative Vector Quantization for KV Cache Compression | Jun 23, 2025 | GPUGSM8K | CodeCode Available | 1 |
| Over-Reasoning and Redundant Calculation of Large Language Models | Jan 21, 2024 | GSM8KMath | CodeCode Available | 1 |
| Coevolving with the Other You: Fine-Tuning LLM with Sequential Cooperative Multi-Agent Reinforcement Learning | Oct 8, 2024 | GSM8KMulti-agent Reinforcement Learning | CodeCode Available | 1 |
| Math-Shepherd: Verify and Reinforce LLMs Step-by-step without Human Annotations | Dec 14, 2023 | Arithmetic ReasoningGSM8K | 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 |
| 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 |
| Markovian Transformers for Informative Language Modeling | Apr 29, 2024 | GSM8KInformativeness | CodeCode Available | 1 |
| Math Neurosurgery: Isolating Language Models' Math Reasoning Abilities Using Only Forward Passes | Oct 22, 2024 | GSM8KLanguage Modeling | CodeCode Available | 1 |
| Multiple-Choice Questions are Efficient and Robust LLM Evaluators | May 20, 2024 | GSM8KHumanEval | 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 |
| Don't Trust: Verify -- Grounding LLM Quantitative Reasoning with Autoformalization | Mar 26, 2024 | Automated Theorem ProvingGSM8K | CodeCode Available | 1 |
