| O1 Replication Journey -- Part 2: Surpassing O1-preview through Simple Distillation, Big Progress or Bitter Lesson? | Nov 25, 2024 | HallucinationKnowledge Distillation | CodeCode Available | 7 |
| EvoAgentX: An Automated Framework for Evolving Agentic Workflows | Jul 4, 2025 | Code GenerationMath | CodeCode Available | 7 |
| Hunyuan-Large: An Open-Source MoE Model with 52 Billion Activated Parameters by Tencent | Nov 4, 2024 | Logical ReasoningMathematical Problem-Solving | CodeCode Available | 5 |
| LLaMA-Berry: Pairwise Optimization for O1-like Olympiad-Level Mathematical Reasoning | Oct 3, 2024 | Efficient ExplorationMathematical 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 |
| Efficiently Serving LLM Reasoning Programs with Certaindex | Dec 30, 2024 | Code GenerationMathematical Problem-Solving | CodeCode Available | 3 |
| ToRA: A Tool-Integrated Reasoning Agent for Mathematical Problem Solving | Sep 29, 2023 | Arithmetic ReasoningComputational Efficiency | CodeCode Available | 3 |
| DART-Math: Difficulty-Aware Rejection Tuning for Mathematical Problem-Solving | Jun 18, 2024 | Arithmetic ReasoningMath | CodeCode Available | 2 |
