@inproceedings{yao-etal-2026-beyond-helpfulness, title = "Beyond Helpfulness: A Teaching-over-Solving Diagnostic for Measuring Educational Impact in {LLM} Tutors", author = "Yao, Junyi and Zheng, Zihao and Li, Baichuan", editor = "Atwell, Katherine and Borah, Angana and Dementieva, Daryna and Kreiss, Elisa and Kotonya, Neema and Liu, Jiarui and Olson, Liz and Wan, Ruyuan and Zhao, Jieyu", booktitle = "Proceedings of the Fifth Workshop on {NLP} for Positive Impact ({NLP}4{PI})", month = oct, year = "2026", address = "Budapest, Hungary", publisher = "Association for Computational Linguistics", url = "https://aclanthology.org/2026.nlp4pi-1.8/", pages = "77--82", ISBN = "979-8-89176-495-8" }