@inproceedings{amin-etal-2026-spark, title = "{SP}ar{K}-Eval: Evaluating Structure-Aware Knowledge Acquisition in {LLM}s for Domain Adaptation to Industrial Records", author = "Amin, Ekant Muljibhai and Koreeda, Yuta and Sogawa, Yasuhiro", editor = "Liakata, Maria and Moreira, Viviane P. and Zhang, Jiajun and Jurgens, David", booktitle = "Findings of the {A}ssociation for {C}omputational {L}inguistics: {ACL} 2026", month = jul, year = "2026", address = "San Diego, California, United States", publisher = "Association for Computational Linguistics", url = "https://preview.aclanthology.org/ingest-acl-workshops/2026.findings-acl.1221/", pages = "24403--24418", ISBN = "979-8-89176-395-1" }