@inproceedings{yu-etal-2025-stochastic, title = "The Stochastic Parrot on {LLM}{'}s Shoulder: A Summative Assessment of Physical Concept Understanding", author = "Yu, Mo and Liu, Lemao and Wu, Junjie and Chung, Tsz Ting and Zhang, Shunchi and Li, Jiangnan and Yeung, Dit-Yan and Zhou, Jie", 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/landing_page/2025.naacl-long.569/", pages = "11416--11431", ISBN = "979-8-89176-189-6" }