| ZipCache: Accurate and Efficient KV Cache Quantization with Salient Token Identification | May 23, 2024 | GPUGSM8K | CodeCode Available | 1 |
| Multiple-Choice Questions are Efficient and Robust LLM Evaluators | May 20, 2024 | GSM8KHumanEval | CodeCode Available | 1 |
| Markovian Transformers for Informative Language Modeling | Apr 29, 2024 | GSM8KInformativeness | CodeCode Available | 1 |
| Achieving >97% on GSM8K: Deeply Understanding the Problems Makes LLMs Better Solvers for Math Word Problems | Apr 23, 2024 | Arithmetic ReasoningGSM8K | CodeCode Available | 1 |
| Toward Self-Improvement of LLMs via Imagination, Searching, and Criticizing | Apr 18, 2024 | Arithmetic ReasoningGSM8K | CodeCode Available | 1 |
| Don't Trust: Verify -- Grounding LLM Quantitative Reasoning with Autoformalization | Mar 26, 2024 | Automated Theorem ProvingGSM8K | CodeCode Available | 1 |
| Large Language Models are Contrastive Reasoners | Mar 13, 2024 | GSM8K | CodeCode Available | 1 |
| Masked Thought: Simply Masking Partial Reasoning Steps Can Improve Mathematical Reasoning Learning of Language Models | Mar 4, 2024 | Data AugmentationGSM8K | CodeCode Available | 1 |
| Keeping LLMs Aligned After Fine-tuning: The Crucial Role of Prompt Templates | Feb 28, 2024 | GSM8KSafety Alignment | CodeCode Available | 1 |
| Distillation Contrastive Decoding: Improving LLMs Reasoning with Contrastive Decoding and Distillation | Feb 21, 2024 | Arithmetic ReasoningGSM8K | CodeCode Available | 1 |
