| Specializing Smaller Language Models towards Multi-Step Reasoning | Jan 30, 2023 | MathModel Selection | CodeCode Available | 2 |
| A Survey of Deep Learning for Mathematical Reasoning | Dec 20, 2022 | Deep LearningMath | CodeCode Available | 2 |
| Multi-View Reasoning: Consistent Contrastive Learning for Math Word Problem | Oct 21, 2022 | Contrastive LearningMath | CodeCode Available | 2 |
| Language Models are Multilingual Chain-of-Thought Reasoners | Oct 6, 2022 | GSM8KMath | CodeCode Available | 2 |
| PaLM: Scaling Language Modeling with Pathways | Apr 5, 2022 | Auto DebuggingCode Generation | CodeCode Available | 2 |
| Memorizing Transformers | Mar 16, 2022 | Language ModelingLanguage Modelling | CodeCode Available | 2 |
| Accelerating Sparse Deep Neural Networks | Apr 16, 2021 | GPUMath | CodeCode Available | 2 |
| Full Page Handwriting Recognition via Image to Sequence Extraction | Mar 11, 2021 | Handwriting RecognitionHandwritten Text Recognition | CodeCode Available | 2 |
| Measuring Mathematical Problem Solving With the MATH Dataset | Mar 5, 2021 | MathMathematical Problem-Solving | CodeCode Available | 2 |
| Reasoning or Memorization? Unreliable Results of Reinforcement Learning Due to Data Contamination | Jul 14, 2025 | MathMathematical Reasoning | CodeCode Available | 1 |
| A Practical Two-Stage Recipe for Mathematical LLMs: Maximizing Accuracy with SFT and Efficiency with Reinforcement Learning | Jul 11, 2025 | MathMathematical Reasoning | CodeCode Available | 1 |
| The Delta Learning Hypothesis: Preference Tuning on Weak Data can Yield Strong Gains | Jul 8, 2025 | MathMMLU | CodeCode Available | 1 |
| LLMThinkBench: Towards Basic Math Reasoning and Overthinking in Large Language Models | Jul 5, 2025 | BenchmarkingGPU | CodeCode Available | 1 |
| Evolving Prompts In-Context: An Open-ended, Self-replicating Perspective | Jun 22, 2025 | In-Context LearningLarge Language Model | CodeCode Available | 1 |
| OJBench: A Competition Level Code Benchmark For Large Language Models | Jun 19, 2025 | Math | CodeCode Available | 1 |
| Xolver: Multi-Agent Reasoning with Holistic Experience Learning Just Like an Olympiad Team | Jun 17, 2025 | Code GenerationGSM8K | CodeCode Available | 1 |
| Steering LLM Thinking with Budget Guidance | Jun 16, 2025 | Math | CodeCode Available | 1 |
| RePO: Replay-Enhanced Policy Optimization | Jun 11, 2025 | MathMathematical Reasoning | CodeCode Available | 1 |
| Resa: Transparent Reasoning Models via SAEs | Jun 11, 2025 | Math | CodeCode Available | 1 |
| ViCrit: A Verifiable Reinforcement Learning Proxy Task for Visual Perception in VLMs | Jun 11, 2025 | Code GenerationDiagnostic | CodeCode Available | 1 |
| SwS: Self-aware Weakness-driven Problem Synthesis in Reinforcement Learning for LLM Reasoning | Jun 10, 2025 | Knowledge DistillationMath | CodeCode Available | 1 |
| WeThink: Toward General-purpose Vision-Language Reasoning via Reinforcement Learning | Jun 9, 2025 | MathMathematical Reasoning | CodeCode Available | 1 |
| Generating Pedagogically Meaningful Visuals for Math Word Problems: A New Benchmark and Analysis of Text-to-Image Models | Jun 4, 2025 | Math | CodeCode Available | 1 |
| STORM-BORN: A Challenging Mathematical Derivations Dataset Curated via a Human-in-the-Loop Multi-Agent Framework | Jun 2, 2025 | Math | CodeCode Available | 1 |
| Agent-X: Evaluating Deep Multimodal Reasoning in Vision-Centric Agentic Tasks | May 30, 2025 | Autonomous DrivingMath | CodeCode Available | 1 |
