| Entropy-Guided Watermarking for LLMs: A Test-Time Framework for Robust and Traceable Text Generation | Apr 16, 2025 | GSM8KMath | —Unverified | 0 |
| Question Tokens Deserve More Attention: Enhancing Large Language Models without Training through Step-by-Step Reading and Question Attention Recalibration | Apr 13, 2025 | GSM8K | —Unverified | 0 |
| Supervised Optimism Correction: Be Confident When LLMs Are Sure | Apr 10, 2025 | GSM8KMath | —Unverified | 0 |
| Synthetic Data Generation & Multi-Step RL for Reasoning & Tool Use | Apr 7, 2025 | GSM8KMath | —Unverified | 0 |
| Sustainable LLM Inference for Edge AI: Evaluating Quantized LLMs for Energy Efficiency, Output Accuracy, and Inference Latency | Apr 4, 2025 | BenchmarkingGSM8K | —Unverified | 0 |
| Sample, Don't Search: Rethinking Test-Time Alignment for Language Models | Apr 4, 2025 | GSM8KMathematical Reasoning | —Unverified | 0 |
| Reasoning Under 1 Billion: Memory-Augmented Reinforcement Learning for Large Language Models | Apr 3, 2025 | GSM8KReinforcement Learning (RL) | CodeCode Available | 0 |
| Adaptive Rectification Sampling for Test-Time Compute Scaling | Apr 2, 2025 | GSM8KLogical Reasoning | CodeCode Available | 0 |
| Exploring LLM Reasoning Through Controlled Prompt Variations | Apr 2, 2025 | GSM8KMathematical Problem-Solving | CodeCode Available | 0 |
| D^2LoRA: Data-Driven LoRA Initialization for Low Resource Tasks | Mar 23, 2025 | GSM8K | —Unverified | 0 |
