@inproceedings{he-etal-2025-guiding, title = "Guiding Through Complexity: What Makes Good Supervision for Hard Reasoning Tasks?", author = "He, Xuan and Yin, Da and Peng, Nanyun", editor = "Chiruzzo, Luis and Ritter, Alan and Wang, Lu", booktitle = "Proceedings of the 2025 Conference of the Nations of the Americas Chapter of the Association for Computational Linguistics: Human Language Technologies (Volume 1: Long Papers)", month = apr, year = "2025", address = "Albuquerque, New Mexico", publisher = "Association for Computational Linguistics", url = "https://preview.aclanthology.org/fix-sig-urls/2025.naacl-long.550/", pages = "11006--11046", ISBN = "979-8-89176-189-6" }