| GReaTer: Gradients over Reasoning Makes Smaller Language Models Strong Prompt Optimizers | Dec 12, 2024 | GSM8KPrompt Engineering | CodeCode Available | 1 |
| Lexico: Extreme KV Cache Compression via Sparse Coding over Universal Dictionaries | Dec 12, 2024 | 4kGSM8K | CodeCode Available | 1 |
| Critical Tokens Matter: Token-Level Contrastive Estimation Enhances LLM's Reasoning Capability | Nov 29, 2024 | GSM8KMath | CodeCode Available | 1 |
| What Do Learning Dynamics Reveal About Generalization in LLM Reasoning? | Nov 12, 2024 | GSM8KMath | CodeCode Available | 1 |
| UTMath: Math Evaluation with Unit Test via Reasoning-to-Coding Thoughts | Nov 11, 2024 | Code GenerationGSM8K | CodeCode Available | 1 |
| LoRA Done RITE: Robust Invariant Transformation Equilibration for LoRA Optimization | Oct 27, 2024 | GSM8KHellaSwag | CodeCode Available | 1 |
| Math Neurosurgery: Isolating Language Models' Math Reasoning Abilities Using Only Forward Passes | Oct 22, 2024 | GSM8KLanguage Modeling | CodeCode Available | 1 |
| Coevolving with the Other You: Fine-Tuning LLM with Sequential Cooperative Multi-Agent Reinforcement Learning | Oct 8, 2024 | GSM8KMulti-agent Reinforcement Learning | CodeCode Available | 1 |
| GSM-Symbolic: Understanding the Limitations of Mathematical Reasoning in Large Language Models | Oct 7, 2024 | GSM8KLogical Reasoning | CodeCode Available | 1 |
| Neural-Symbolic Collaborative Distillation: Advancing Small Language Models for Complex Reasoning Tasks | Sep 20, 2024 | ARCGSM8K | CodeCode Available | 1 |
