| M1: Towards Scalable Test-Time Compute with Mamba Reasoning Models | Apr 14, 2025 | MambaMath | CodeCode Available | 1 |
| MAGDi: Structured Distillation of Multi-Agent Interaction Graphs Improves Reasoning in Smaller Language Models | Feb 2, 2024 | Language ModellingLarge Language Model | CodeCode Available | 1 |
| LoRA Soups: Merging LoRAs for Practical Skill Composition Tasks | Oct 16, 2024 | Mathparameter-efficient fine-tuning | CodeCode Available | 1 |
| Is Bigger and Deeper Always Better? Probing LLaMA Across Scales and Layers | Dec 7, 2023 | MathMultiple-choice | CodeCode Available | 1 |
| LogQuant: Log-Distributed 2-Bit Quantization of KV Cache with Superior Accuracy Preservation | Mar 25, 2025 | Code CompletionLanguage Modeling | CodeCode Available | 1 |
| Lottery Ticket Adaptation: Mitigating Destructive Interference in LLMs | Jun 24, 2024 | Instruction FollowingMath | CodeCode Available | 1 |
| LLMThinkBench: Towards Basic Math Reasoning and Overthinking in Large Language Models | Jul 5, 2025 | BenchmarkingGPU | CodeCode Available | 1 |
| A Neural Network Solves, Explains, and Generates University Math Problems by Program Synthesis and Few-Shot Learning at Human Level | Dec 31, 2021 | Few-Shot LearningLanguage Modelling | CodeCode Available | 1 |
| Leveraging Online Olympiad-Level Math Problems for LLMs Training and Contamination-Resistant Evaluation | Jan 24, 2025 | Math | CodeCode Available | 1 |
| Advancing Multimodal Reasoning via Reinforcement Learning with Cold Start | May 28, 2025 | MathMultimodal Reasoning | CodeCode Available | 1 |
| LEVER: Learning to Verify Language-to-Code Generation with Execution | Feb 16, 2023 | Arithmetic ReasoningCode Generation | CodeCode Available | 1 |
| OptiBench Meets ReSocratic: Measure and Improve LLMs for Optimization Modeling | Jul 13, 2024 | BenchmarkingMath | CodeCode Available | 1 |
| CREATOR: Tool Creation for Disentangling Abstract and Concrete Reasoning of Large Language Models | May 23, 2023 | 2kMath | CodeCode Available | 1 |
| Benchmarking Large Language Models for Persian: A Preliminary Study Focusing on ChatGPT | Apr 3, 2024 | BenchmarkingGeneral Knowledge | CodeCode Available | 1 |
| MathChat: Converse to Tackle Challenging Math Problems with LLM Agents | Jun 2, 2023 | Elementary MathematicsMath | CodeCode Available | 1 |
| Learning to Reason Deductively: Math Word Problem Solving as Complex Relation Extraction | Mar 19, 2022 | MathMath Word Problem Solving | CodeCode Available | 1 |
| BEATS: Optimizing LLM Mathematical Capabilities with BackVerify and Adaptive Disambiguate based Efficient Tree Search | Sep 26, 2024 | MathMathematical Problem-Solving | CodeCode Available | 1 |
| Learning Goal-Conditioned Representations for Language Reward Models | Jul 18, 2024 | GSM8KMath | CodeCode Available | 1 |
| Learning Multi-Step Reasoning by Solving Arithmetic Tasks | Jun 2, 2023 | MathMathematical Reasoning | CodeCode Available | 1 |
| Critical Tokens Matter: Token-Level Contrastive Estimation Enhances LLM's Reasoning Capability | Nov 29, 2024 | GSM8KMath | CodeCode Available | 1 |
| An Early Evaluation of GPT-4V(ision) | Oct 25, 2023 | Math | CodeCode Available | 1 |
| Let's Verify Math Questions Step by Step | May 20, 2025 | MathMathematical Reasoning | CodeCode Available | 1 |
| LASeR: Learning to Adaptively Select Reward Models with Multi-Armed Bandits | Oct 2, 2024 | Instruction FollowingMath | CodeCode Available | 1 |
| Large Language Models Can Be Easily Distracted by Irrelevant Context | Jan 31, 2023 | Arithmetic ReasoningLanguage Modeling | CodeCode Available | 1 |
| Large (Vision) Language Models are Unsupervised In-Context Learners | Apr 3, 2025 | GSM8KIn-Context Learning | CodeCode Available | 1 |
