@article{trainingfreedropoutsamplingforsemanticto, title = {Training-free Dropout Sampling for Semantic Token Acceptance in Speculative Decoding}, author = {Jeongtae Lee and Minjung Jo and Hyunjoon Jeong and Gunho Park and Sunghyeon Woo and Joonghoon Kim and Se Jung Kwon and Dongsoo Lee}, year = {2026}, eprint = {2603.03333}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2603.03333}, }