@inproceedings{xiaolongwang-etal-2026-beyond, title = "Beyond Task-Based Evaluation: Toward Situated Benchmarks for Educational {LLM}s", author = "Xiaolongwang and Xu, Tianyi and Zou, Rui and Zuo, Jiawen and Zhang, Mingzi and Li, Keqian and Zhao, Zhe and Wei, Ye and Zhou, Aimin", editor = "Lee, Hung-Yi and Dev, Sunipa and Li, Jessy and Elliott, Desmond", booktitle = "Findings of the {A}ssociation for {C}omputational {L}inguistics: {EMNLP} 2026", month = oct, year = "2026", address = "Budapest, Hungary", publisher = "Association for Computational Linguistics", url = "https://aclanthology.org/2026.findings-emnlp.1503/", pages = "32011--32023", ISBN = "979-8-89176-462-0" }