@article{ettrlbalancingexplorationandexploitation, title = {ETTRL: Balancing Exploration and Exploitation in LLM Test-Time Reinforcement Learning Via Entropy Mechanism}, author = {Jia Liu and ChangYi He and YingQiao Lin and MingMin Yang and FeiYang Shen and ShaoGuo Liu}, year = {2025}, eprint = {2508.11356}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2508.11356}, }