| Large Language Models as Optimizers | Sep 7, 2023 | GSM8K | CodeCode Available | 1 | 5 |
| Lexico: Extreme KV Cache Compression via Sparse Coding over Universal Dictionaries | Dec 12, 2024 | 4kGSM8K | CodeCode Available | 1 | 5 |
| Design of Chain-of-Thought in Math Problem Solving | Sep 20, 2023 | DiversityGSM8K | CodeCode Available | 1 | 5 |
| SORSA: Singular Values and Orthonormal Regularized Singular Vectors Adaptation of Large Language Models | Aug 21, 2024 | 8kGSM8K | CodeCode Available | 1 | 5 |
| Topology of Reasoning: Understanding Large Reasoning Models through Reasoning Graph Properties | Jun 6, 2025 | GSM8K | CodeCode Available | 1 | 5 |
| Xolver: Multi-Agent Reasoning with Holistic Experience Learning Just Like an Olympiad Team | Jun 17, 2025 | Code GenerationGSM8K | CodeCode Available | 1 | 5 |
| Fill in the Blank: Exploring and Enhancing LLM Capabilities for Backward Reasoning in Math Word Problems | Oct 3, 2023 | GSM8KMath | CodeCode Available | 0 | 5 |
| COrAL: Order-Agnostic Language Modeling for Efficient Iterative Refinement | Oct 12, 2024 | Code GenerationComputational Efficiency | CodeCode Available | 0 | 5 |
| SEGO: Sequential Subgoal Optimization for Mathematical Problem-Solving | Oct 19, 2023 | GSM8KMath | CodeCode Available | 0 | 5 |
| Exploring LLM Reasoning Through Controlled Prompt Variations | Apr 2, 2025 | GSM8KMathematical Problem-Solving | CodeCode Available | 0 | 5 |
| Exploring Equation as a Better Intermediate Meaning Representation for Numerical Reasoning | Aug 21, 2023 | GSM8K | CodeCode Available | 0 | 5 |
| AgentGroupChat-V2: Divide-and-Conquer Is What LLM-Based Multi-Agent System Need | Jun 18, 2025 | GSM8KHumanEval | CodeCode Available | 0 | 5 |
| ShareLoRA: Parameter Efficient and Robust Large Language Model Fine-tuning via Shared Low-Rank Adaptation | Jun 16, 2024 | Continual LearningGSM8K | CodeCode Available | 0 | 5 |
| Scaling Speculative Decoding with Lookahead Reasoning | Jun 24, 2025 | GPUGSM8K | CodeCode Available | 0 | 5 |
| Scheherazade: Evaluating Chain-of-Thought Math Reasoning in LLMs with Chain-of-Problems | Sep 30, 2024 | GSM8KMath | CodeCode Available | 0 | 5 |
| SBI-RAG: Enhancing Math Word Problem Solving for Students through Schema-Based Instruction and Retrieval-Augmented Generation | Oct 17, 2024 | GSM8KLanguage Modeling | CodeCode Available | 0 | 5 |
| Activation Steering for Chain-of-Thought Compression | Jul 7, 2025 | GSM8KMath | CodeCode Available | 0 | 5 |
| EquivPruner: Boosting Efficiency and Quality in LLM-Based Search via Action Pruning | May 22, 2025 | GSM8KMath | CodeCode Available | 0 | 5 |
| CODI: Compressing Chain-of-Thought into Continuous Space via Self-Distillation | Feb 28, 2025 | GSM8K | CodeCode Available | 0 | 5 |
| Reasoning Under 1 Billion: Memory-Augmented Reinforcement Learning for Large Language Models | Apr 3, 2025 | GSM8KReinforcement Learning (RL) | CodeCode Available | 0 | 5 |
| Enhancing Knowledge Distillation for LLMs with Response-Priming Prompting | Dec 18, 2024 | GSM8KKnowledge Distillation | CodeCode Available | 0 | 5 |
| Adaptive Rectification Sampling for Test-Time Compute Scaling | Apr 2, 2025 | GSM8KLogical Reasoning | CodeCode Available | 0 | 5 |
| Re-Initialization Token Learning for Tool-Augmented Large Language Models | Jun 17, 2025 | GSM8KQuestion Answering | CodeCode Available | 0 | 5 |
| EchoPrompt: Instructing the Model to Rephrase Queries for Improved In-context Learning | Sep 16, 2023 | Date UnderstandingGSM8K | CodeCode Available | 0 | 5 |
| Earlier Tokens Contribute More: Learning Direct Preference Optimization From Temporal Decay Perspective | Feb 20, 2025 | GSM8KMath | CodeCode Available | 0 | 5 |
