@inproceedings{xiong-etal-2025-hs, title = "{HS}-{ST}a{R}: Hierarchical Sampling for Self-Taught Reasoners via Difficulty Estimation and Budget Reallocation", author = "Xiong, Feng and Xu, Hongling and Wang, Yifei and Cheng, Runxi and Wang, Yong and Chu, Xiangxiang", 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://preview.aclanthology.org/name-variant-enfa-fane/2025.emnlp-main.282/", doi = "10.18653/v1/2025.emnlp-main.282", pages = "5539--5555", ISBN = "979-8-89176-332-6" }