| Adaptive Rectification Sampling for Test-Time Compute Scaling | Apr 2, 2025 | GSM8KLogical Reasoning | CodeCode Available | 0 | 5 |
| EchoPrompt: Instructing the Model to Rephrase Queries for Improved In-context Learning | Sep 16, 2023 | Date UnderstandingGSM8K | CodeCode Available | 0 | 5 |
| Reasoning Under 1 Billion: Memory-Augmented Reinforcement Learning for Large Language Models | Apr 3, 2025 | GSM8KReinforcement Learning (RL) | CodeCode Available | 0 | 5 |
| Earlier Tokens Contribute More: Learning Direct Preference Optimization From Temporal Decay Perspective | Feb 20, 2025 | GSM8KMath | CodeCode Available | 0 | 5 |
| Re-Initialization Token Learning for Tool-Augmented Large Language Models | Jun 17, 2025 | GSM8KQuestion Answering | CodeCode Available | 0 | 5 |
| Scaling Speculative Decoding with Lookahead Reasoning | Jun 24, 2025 | GPUGSM8K | CodeCode Available | 0 | 5 |
| 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 |
| 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 |
| Can LLMs Reason in the Wild with Programs? | Jun 19, 2024 | GSM8KMath | CodeCode Available | 0 | 5 |
| NLoRA: Nyström-Initiated Low-Rank Adaptation for Large Language Models | Feb 20, 2025 | GSM8KNatural Language Understanding | CodeCode Available | 0 | 5 |
