| Enhancing Knowledge Distillation for LLMs with Response-Priming Prompting | Dec 18, 2024 | GSM8KKnowledge Distillation | CodeCode Available | 0 |
| Falcon: Faster and Parallel Inference of Large Language Models through Enhanced Semi-Autoregressive Drafting and Custom-Designed Decoding Tree | Dec 17, 2024 | GSM8KHumanEval | —Unverified | 0 |
| SepLLM: Accelerate Large Language Models by Compressing One Segment into One Separator | Dec 16, 2024 | GSM8KLanguage Modeling | CodeCode Available | 4 |
| Entropy-Regularized Process Reward Model | Dec 15, 2024 | GSM8KMath | CodeCode Available | 1 |
| GReaTer: Gradients over Reasoning Makes Smaller Language Models Strong Prompt Optimizers | Dec 12, 2024 | GSM8KPrompt Engineering | CodeCode Available | 1 |
| A Graph-Based Synthetic Data Pipeline for Scaling High-Quality Reasoning Instructions | Dec 12, 2024 | GSM8KKnowledge Graphs | —Unverified | 0 |
| Lexico: Extreme KV Cache Compression via Sparse Coding over Universal Dictionaries | Dec 12, 2024 | 4kGSM8K | CodeCode Available | 1 |
| SmolTulu: Higher Learning Rate to Batch Size Ratios Can Lead to Better Reasoning in SLMs | Dec 11, 2024 | ARCGSM8K | —Unverified | 0 |
| Learning to Reason via Self-Iterative Process Feedback for Small Language Models | Dec 11, 2024 | Domain GeneralizationGSM8K | —Unverified | 0 |
| ProcessBench: Identifying Process Errors in Mathematical Reasoning | Dec 9, 2024 | GSM8KMath | CodeCode Available | 2 |
