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| O1 Replication Journey -- Part 2: Surpassing O1-preview through Simple Distillation, Big Progress or Bitter Lesson? | Nov 25, 2024 | HallucinationKnowledge Distillation | CodeCode Available | 7 |
| LLaMA-Berry: Pairwise Optimization for O1-like Olympiad-Level Mathematical Reasoning | Oct 3, 2024 | Efficient ExplorationMathematical Problem-Solving | CodeCode Available | 5 |
| Hunyuan-Large: An Open-Source MoE Model with 52 Billion Activated Parameters by Tencent | Nov 4, 2024 | Logical ReasoningMathematical Problem-Solving | CodeCode Available | 5 |
| G-LLaVA: Solving Geometric Problem with Multi-Modal Large Language Model | Dec 18, 2023 | Language ModelingLanguage Modelling | CodeCode Available | 4 |
| MAVIS: Mathematical Visual Instruction Tuning with an Automatic Data Engine | Jul 11, 2024 | Contrastive LearningLanguage Modelling | CodeCode Available | 4 |
| PCToolkit: A Unified Plug-and-Play Prompt Compression Toolkit of Large Language Models | Mar 26, 2024 | Code CompletionFew-Shot Learning | CodeCode Available | 3 |
| ToRA: A Tool-Integrated Reasoning Agent for Mathematical Problem Solving | Sep 29, 2023 | Arithmetic ReasoningComputational Efficiency | CodeCode Available | 3 |
| Efficiently Serving LLM Reasoning Programs with Certaindex | Dec 30, 2024 | Code GenerationMathematical Problem-Solving | CodeCode Available | 3 |
| ChatGLM-Math: Improving Math Problem-Solving in Large Language Models with a Self-Critique Pipeline | Apr 3, 2024 | MathMathematical Problem-Solving | CodeCode Available | 2 |
| DART-Math: Difficulty-Aware Rejection Tuning for Mathematical Problem-Solving | Jun 18, 2024 | Arithmetic ReasoningMath | CodeCode Available | 2 |
| Math-LLaVA: Bootstrapping Mathematical Reasoning for Multimodal Large Language Models | Jun 25, 2024 | DiversityMath | CodeCode Available | 2 |
| Adaptive Graph of Thoughts: Test-Time Adaptive Reasoning Unifying Chain, Tree, and Graph Structures | Feb 7, 2025 | Mathematical Problem-Solvingreinforcement-learning | CodeCode Available | 2 |
| Nexus: A Lightweight and Scalable Multi-Agent Framework for Complex Tasks Automation | Feb 26, 2025 | Code GenerationHumanEval | CodeCode Available | 2 |
| Measuring Mathematical Problem Solving With the MATH Dataset | Mar 5, 2021 | MathMathematical Problem-Solving | CodeCode Available | 2 |
| Agent RL Scaling Law: Agent RL with Spontaneous Code Execution for Mathematical Problem Solving | May 12, 2025 | MathMathematical Problem-Solving | CodeCode Available | 2 |
| MathOdyssey: Benchmarking Mathematical Problem-Solving Skills in Large Language Models Using Odyssey Math Data | Jun 26, 2024 | BenchmarkingMath | CodeCode Available | 2 |
| Solving Inequality Proofs with Large Language Models | Jun 9, 2025 | Mathematical Problem-SolvingRelation Prediction | CodeCode Available | 1 |
| Entropy-Based Adaptive Weighting for Self-Training | Mar 31, 2025 | GSM8KMath | 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 |
| MathChat: Benchmarking Mathematical Reasoning and Instruction Following in Multi-Turn Interactions | May 29, 2024 | BenchmarkingDialogue Understanding | CodeCode Available | 1 |
| Training and Evaluating Language Models with Template-based Data Generation | Nov 27, 2024 | Data AugmentationMath | CodeCode Available | 1 |
| MathFusion: Enhancing Mathematic Problem-solving of LLM through Instruction Fusion | Mar 20, 2025 | Data AugmentationMathematical Problem-Solving | CodeCode Available | 1 |
| Non-myopic Generation of Language Models for Reasoning and Planning | Oct 22, 2024 | Computational EfficiencyLanguage Modelling | CodeCode Available | 1 |
| Abstractors and relational cross-attention: An inductive bias for explicit relational reasoning in Transformers | Apr 1, 2023 | Inductive BiasMathematical Problem-Solving | CodeCode Available | 1 |
| VoxEval: Benchmarking the Knowledge Understanding Capabilities of End-to-End Spoken Language Models | Jan 9, 2025 | BenchmarkingMathematical Problem-Solving | CodeCode Available | 1 |
| A Systematic Study and Comprehensive Evaluation of ChatGPT on Benchmark Datasets | May 29, 2023 | Bias DetectionCode Generation | CodeCode Available | 1 |
| SwS: Self-aware Weakness-driven Problem Synthesis in Reinforcement Learning for LLM Reasoning | Jun 10, 2025 | Knowledge DistillationMath | CodeCode Available | 1 |
| Code-Vision: Evaluating Multimodal LLMs Logic Understanding and Code Generation Capabilities | Feb 17, 2025 | Code GenerationHumanEval | CodeCode Available | 1 |
| Evaluating Language Models for Mathematics through Interactions | Jun 2, 2023 | Language ModellingMathematical Problem-Solving | CodeCode Available | 1 |
| Open Eyes, Then Reason: Fine-grained Visual Mathematical Understanding in MLLMs | Jan 11, 2025 | MathMathematical Problem-Solving | CodeCode Available | 1 |
| MORSE-500: A Programmatically Controllable Video Benchmark to Stress-Test Multimodal Reasoning | Jun 5, 2025 | Dataset GenerationMathematical Problem-Solving | CodeCode Available | 1 |
| Exposing Numeracy Gaps: A Benchmark to Evaluate Fundamental Numerical Abilities in Large Language Models | Feb 16, 2025 | Language ModelingLanguage Modelling | CodeCode Available | 1 |
| MathCAMPS: Fine-grained Synthesis of Mathematical Problems From Human Curricula | Jul 1, 2024 | Mathematical Problem-Solving | CodeCode Available | 1 |
| RaDeR: Reasoning-aware Dense Retrieval Models | May 23, 2025 | MathMathematical Problem-Solving | CodeCode Available | 1 |
| Insights into Alignment: Evaluating DPO and its Variants Across Multiple Tasks | Apr 23, 2024 | Mathematical Problem-SolvingQuestion Answering | CodeCode Available | 1 |
| Forgotten Polygons: Multimodal Large Language Models are Shape-Blind | Feb 21, 2025 | MathMathematical Problem-Solving | CodeCode Available | 1 |
| Advancing Reasoning in Large Language Models: Promising Methods and Approaches | Feb 5, 2025 | Mathematical Problem-SolvingSurvey | —Unverified | 0 |
| Reasoning with OmniThought: A Large CoT Dataset with Verbosity and Cognitive Difficulty Annotations | May 16, 2025 | Code GenerationMathematical Problem-Solving | —Unverified | 0 |
| Bayesian artificial brain with ChatGPT | Aug 28, 2023 | Mathematical Problem-Solving | —Unverified | 0 |
| MathFimer: Enhancing Mathematical Reasoning by Expanding Reasoning Steps through Fill-in-the-Middle Task | Feb 17, 2025 | Code CompletionGSM8K | —Unverified | 0 |
| Large Language Models for Mathematical Reasoning: Progresses and Challenges | Jan 31, 2024 | DiversityMath | —Unverified | 0 |
| Kwai-STaR: Transform LLMs into State-Transition Reasoners | Nov 7, 2024 | GSM8KMathematical Problem-Solving | —Unverified | 0 |
| Automating Mathematical Proof Generation Using Large Language Model Agents and Knowledge Graphs | Feb 4, 2025 | Formal LogicKnowledge Graphs | —Unverified | 0 |
| JiuZhang 2.0: A Unified Chinese Pre-trained Language Model for Multi-task Mathematical Problem Solving | Jun 19, 2023 | In-Context LearningLanguage Modeling | —Unverified | 0 |
| Improving Small-Scale Large Language Models Function Calling for Reasoning Tasks | Oct 24, 2024 | Logical ReasoningMathematical Problem-Solving | —Unverified | 0 |
| How Do Large Language Monkeys Get Their Power (Laws)? | Feb 24, 2025 | Language ModelingLanguage Modelling | —Unverified | 0 |
| Holistic Capability Preservation: Towards Compact Yet Comprehensive Reasoning Models | Apr 9, 2025 | Instruction FollowingMathematical Problem-Solving | —Unverified | 0 |
| Can reasoning models comprehend mathematical problems in Chinese ancient texts? An empirical study based on data from Suanjing Shishu | May 22, 2025 | Mathematical Problem-Solving | —Unverified | 0 |
| Can LLMs plan paths with extra hints from solvers? | Oct 7, 2024 | Mathematical Problem-SolvingProgram Synthesis | —Unverified | 0 |
