| ReflectionCoder: Learning from Reflection Sequence for Enhanced One-off Code Generation | May 27, 2024 | Code GenerationHumanEval | CodeCode Available | 1 | 5 |
| Reasoning or Memorization? Unreliable Results of Reinforcement Learning Due to Data Contamination | Jul 14, 2025 | MathMathematical Reasoning | CodeCode Available | 1 | 5 |
| Climbing the Ladder of Reasoning: What LLMs Can-and Still Can't-Solve after SFT? | Apr 16, 2025 | Mathematical Reasoning | CodeCode Available | 1 | 5 |
| Implicit Reasoning in Transformers is Reasoning through Shortcuts | Mar 10, 2025 | Mathematical Reasoning | CodeCode Available | 1 | 5 |
| Reasoning on a Budget: Miniaturizing DeepSeek R1 with SFT-GRPO Alignment for Instruction-Tuned LLMs | May 16, 2025 | Deep Reinforcement LearningMathematical Reasoning | CodeCode Available | 1 | 5 |
| CoMAT: Chain of Mathematically Annotated Thought Improves Mathematical Reasoning | Oct 14, 2024 | MathMathematical Reasoning | CodeCode Available | 1 | 5 |
| RaDeR: Reasoning-aware Dense Retrieval Models | May 23, 2025 | MathMathematical Problem-Solving | CodeCode Available | 1 | 5 |
| RealMath: A Continuous Benchmark for Evaluating Language Models on Research-Level Mathematics | May 18, 2025 | Mathematical Reasoning | CodeCode Available | 1 | 5 |
| Question Translation Training for Better Multilingual Reasoning | Jan 15, 2024 | Mathematical ReasoningTranslation | CodeCode Available | 1 | 5 |
| Alice: Proactive Learning with Teacher's Demonstrations for Weak-to-Strong Generalization | Apr 9, 2025 | Logical ReasoningMathematical Reasoning | CodeCode Available | 1 | 5 |
| H-STAR: LLM-driven Hybrid SQL-Text Adaptive Reasoning on Tables | Jun 29, 2024 | Fact VerificationMathematical Reasoning | CodeCode Available | 1 | 5 |
| REAL-Prover: Retrieval Augmented Lean Prover for Mathematical Reasoning | May 27, 2025 | Language ModelingLanguage Modelling | CodeCode Available | 1 | 5 |
| Unlocking Reasoning Potential in Large Langauge Models by Scaling Code-form Planning | Sep 19, 2024 | FormInstruction Following | CodeCode Available | 1 | 5 |
| Learning From Mistakes Makes LLM Better Reasoner | Oct 31, 2023 | GSM8KMath | CodeCode Available | 1 | 5 |
| HARDMath: A Benchmark Dataset for Challenging Problems in Applied Mathematics | Oct 13, 2024 | Language ModelingLanguage Modelling | CodeCode Available | 1 | 5 |
| GeoQA: A Geometric Question Answering Benchmark Towards Multimodal Numerical Reasoning | May 30, 2021 | MathMathematical Reasoning | CodeCode Available | 1 | 5 |
| KTAE: A Model-Free Algorithm to Key-Tokens Advantage Estimation in Mathematical Reasoning | May 22, 2025 | Mathematical Reasoningreinforcement-learning | CodeCode Available | 1 | 5 |
| MathChat: Benchmarking Mathematical Reasoning and Instruction Following in Multi-Turn Interactions | May 29, 2024 | BenchmarkingDialogue Understanding | CodeCode Available | 1 | 5 |
| GSM-Symbolic: Understanding the Limitations of Mathematical Reasoning in Large Language Models | Oct 7, 2024 | GSM8KLogical Reasoning | CodeCode Available | 1 | 5 |
| GOLD: Geometry Problem Solver with Natural Language Description | May 1, 2024 | Math | CodeCode Available | 1 | 5 |
| Harnessing Negative Signals: Reinforcement Distillation from Teacher Data for LLM Reasoning | May 30, 2025 | MathMathematical Reasoning | CodeCode Available | 1 | 5 |
| GRPO-LEAD: A Difficulty-Aware Reinforcement Learning Approach for Concise Mathematical Reasoning in Language Models | Apr 13, 2025 | Mathematical Reasoning | CodeCode Available | 1 | 5 |
| IconQA: A New Benchmark for Abstract Diagram Understanding and Visual Language Reasoning | Oct 25, 2021 | Arithmetic ReasoningMathematical Question Answering | CodeCode Available | 1 | 5 |
| Reasoning over Uncertain Text by Generative Large Language Models | Feb 14, 2024 | Decision MakingMathematical Reasoning | CodeCode Available | 0 | 5 |
| Probability-Consistent Preference Optimization for Enhanced LLM Reasoning | May 29, 2025 | Mathematical Reasoning | CodeCode Available | 0 | 5 |
