@inproceedings{zhong-etal-2026-beyond-isolated, title = "Beyond Isolated Dots: Benchmarking Structured Table Construction as Deep Knowledge Extraction", author = "Zhong, Tianyun and Mo, Guozhao and Liu, Yanjiang and Chen, Yihan and Kong, Lingdi and Chen, Xuanang and Lu, Yaojie and Lin, Hongyu and ye, Shiwei and Jiang, Shanshan and Dong, Bin and Sun, Le and He, Ben and Han, Xianpei", 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.160/", pages = "3545--3574", ISBN = "979-8-89176-439-2" }