@inproceedings{song-etal-2025-accelerated, title = "Accelerated Test-Time Scaling with Model-Free Speculative Sampling", author = "Song, Woomin and Dingliwal, Saket and Jayanthi, Sai Muralidhar and Ganesh, Bhavana and Shin, Jinwoo and Galstyan, Aram and Bodapati, Sravan Babu", editor = "Christodoulopoulos, Christos and Chakraborty, Tanmoy and Rose, Carolyn and Peng, Violet", booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing", month = nov, year = "2025", address = "Suzhou, China", publisher = "Association for Computational Linguistics", url = "https://aclanthology.org/2025.emnlp-main.1558/", pages = "30611--30624", ISBN = "979-8-89176-332-6" }