@inproceedings{liu-etal-2025-world, title = "World Models with Hints of Large Language Models for Goal Achieving", author = "Liu, Zeyuan and Huan, Ziyu and Wang, Xiyao and Lyu, Jiafei and Tao, Jian and Li, Xiu and Huang, Furong and Xu, Huazhe", 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.3/", pages = "50--72", ISBN = "979-8-89176-189-6" }