| Offline Reinforcement Learning for LLM Multi-Step Reasoning | Dec 20, 2024 | GSM8KMath | CodeCode Available | 2 |
| ProcessBench: Identifying Process Errors in Mathematical Reasoning | Dec 9, 2024 | GSM8KMath | CodeCode Available | 2 |
| How to Correctly do Semantic Backpropagation on Language-based Agentic Systems | Dec 4, 2024 | GSM8K | CodeCode Available | 2 |
| Preference Optimization for Reasoning with Pseudo Feedback | Nov 25, 2024 | GSM8KMath | CodeCode Available | 2 |
| Language Models are Hidden Reasoners: Unlocking Latent Reasoning Capabilities via Self-Rewarding | Nov 6, 2024 | ARCGSM8K | CodeCode Available | 2 |
| Enhancing Multi-Step Reasoning Abilities of Language Models through Direct Q-Function Optimization | Oct 11, 2024 | GSM8KLanguage Modeling | CodeCode Available | 2 |
| Omni-MATH: A Universal Olympiad Level Mathematic Benchmark For Large Language Models | Oct 10, 2024 | GSM8KMath | CodeCode Available | 2 |
| VinePPO: Unlocking RL Potential For LLM Reasoning Through Refined Credit Assignment | Oct 2, 2024 | GSM8KMath | CodeCode Available | 2 |
| Balancing LoRA Performance and Efficiency with Simple Shard Sharing | Sep 19, 2024 | Computational EfficiencyGSM8K | CodeCode Available | 2 |
| CMM-Math: A Chinese Multimodal Math Dataset To Evaluate and Enhance the Mathematics Reasoning of Large Multimodal Models | Sep 4, 2024 | GSM8KMath | CodeCode Available | 2 |
| Physics of Language Models: Part 2.1, Grade-School Math and the Hidden Reasoning Process | Jul 29, 2024 | GSM8KMath | CodeCode Available | 2 |
| Weak-to-Strong Reasoning | Jul 18, 2024 | GSM8KMath | CodeCode Available | 2 |
| LoRA-XS: Low-Rank Adaptation with Extremely Small Number of Parameters | May 27, 2024 | BenchmarkingGSM8K | CodeCode Available | 2 |
| MathBench: Evaluating the Theory and Application Proficiency of LLMs with a Hierarchical Mathematics Benchmark | May 20, 2024 | College MathematicsGSM8K | CodeCode Available | 2 |
| Exploring the Compositional Deficiency of Large Language Models in Mathematical Reasoning | May 5, 2024 | GSM8KMath | CodeCode Available | 2 |
| Self-Explore: Enhancing Mathematical Reasoning in Language Models with Fine-grained Rewards | Apr 16, 2024 | GSM8KMath | CodeCode Available | 2 |
| LLM2LLM: Boosting LLMs with Novel Iterative Data Enhancement | Mar 22, 2024 | Data AugmentationGSM8K | CodeCode Available | 2 |
| GSM-Plus: A Comprehensive Benchmark for Evaluating the Robustness of LLMs as Mathematical Problem Solvers | Feb 29, 2024 | GSM8KMath | CodeCode Available | 2 |
| Reformatted Alignment | Feb 19, 2024 | GSM8KHallucination | CodeCode Available | 2 |
| Autonomous Data Selection with Zero-shot Generative Classifiers for Mathematical Texts | Feb 12, 2024 | Continual PretrainingGSM8K | CodeCode Available | 2 |
| Training Large Language Models for Reasoning through Reverse Curriculum Reinforcement Learning | Feb 8, 2024 | GSM8Kreinforcement-learning | CodeCode Available | 2 |
| SuperCLUE-Math6: Graded Multi-Step Math Reasoning Benchmark for LLMs in Chinese | Jan 22, 2024 | DiversityGSM8K | CodeCode Available | 2 |
| Meta Prompting for AI Systems | Nov 20, 2023 | Data InteractionGSM8K | CodeCode Available | 2 |
| Language Models are Super Mario: Absorbing Abilities from Homologous Models as a Free Lunch | Nov 6, 2023 | DecoderGSM8K | CodeCode Available | 2 |
| MuggleMath: Assessing the Impact of Query and Response Augmentation on Math Reasoning | Oct 9, 2023 | Arithmetic ReasoningData Augmentation | CodeCode Available | 2 |
