@inproceedings{fang-etal-2026-gift, title = "{GIFT}: Goal-Injected Fine-Tuning for Efficient Manipulation Policy Adaptation", author = "Fang, Xiaoyuan and Feng, Shuo and Wang, Yuxuan and Cheng, Enhua and Zhou, Peng and Li, Piji", editor = "Lee, Hung-Yi and Dev, Sunipa and Li, Jessy and Elliott, Desmond", booktitle = "Proceedings of the 2026 Conference on Empirical Methods in Natural Language Processing", month = oct, year = "2026", address = "Budapest, Hungary", publisher = "Association for Computational Linguistics", url = "https://aclanthology.org/2026.emnlp-main.860/", pages = "19903--19922", ISBN = "979-8-89176-459-0" }