| Don't Get Lost in the Trees: Streamlining LLM Reasoning by Overcoming Tree Search Exploration Pitfalls | Feb 16, 2025 | Computational EfficiencyGSM8K | CodeCode Available | 0 | 5 |
| Can LLMs Reason in the Wild with Programs? | Jun 19, 2024 | GSM8KMath | CodeCode Available | 0 | 5 |
| DIVE: Diversified Iterative Self-Improvement | Jan 1, 2025 | DiversityGSM8K | CodeCode Available | 0 | 5 |
| PaD: Program-aided Distillation Can Teach Small Models Reasoning Better than Chain-of-thought Fine-tuning | May 23, 2023 | Arithmetic ReasoningGSM8K | CodeCode Available | 0 | 5 |
| ArithmAttack: Evaluating Robustness of LLMs to Noisy Context in Math Problem Solving | Jan 14, 2025 | GSM8KMath | CodeCode Available | 0 | 5 |
| Distilling Reasoning Capabilities into Smaller Language Models | Dec 1, 2022 | GSM8KKnowledge Distillation | CodeCode Available | 0 | 5 |
| Not All Votes Count! Programs as Verifiers Improve Self-Consistency of Language Models for Math Reasoning | Oct 16, 2024 | AllGSM8K | CodeCode Available | 0 | 5 |
| NLoRA: Nyström-Initiated Low-Rank Adaptation for Large Language Models | Feb 20, 2025 | GSM8KNatural Language Understanding | CodeCode Available | 0 | 5 |
| Discriminative Policy Optimization for Token-Level Reward Models | May 29, 2025 | GSM8KLanguage Modeling | CodeCode Available | 0 | 5 |
| DiscQuant: A Quantization Method for Neural Networks Inspired by Discrepancy Theory | Jan 11, 2025 | GSM8KQuantization | CodeCode Available | 0 | 5 |
