@inproceedings{deng-etal-2026-structuring, title = "Structuring the Unstructured: A Systematic Review of Text-to-Structure Generation with a Universal Evaluation Framework", author = "Deng, Zheye and Chan, Chunkit and Zheng, Tianshi and Fan, Wei and Wang, Weiqi and Song, Yangqiu", editor = "Zhang, Yue and Xu, Ruifeng and Purwarianti, Ayu and Rong, Tong and Suzuki, Jun", booktitle = "Proceedings of the 15th International Joint Conference on Natural Language Processing and the 5th Conference of the {A}sia-Pacific Chapter of the {A}ssociation for {C}omputational {L}inguistics (Volume 1: Long Papers)", month = nov, year = "2026", address = "Hengqin, China", publisher = "Association for Computational Linguistics", url = "https://aclanthology.org/2026.aacl-long.205/", pages = "4533--4561", ISBN = "979-8-89176-439-2" }