@inproceedings{nandi-etal-2026-scaling, title = "Scaling Intent Understanding: A Framework for Classification with Clarification using Lightweight {LLM}s", author = "Nandi, Subhadip and Agarwal, Tanishka and Singh, Anshika and Bhatt, Priyanka", editor = {Matusevych, Yevgen and Eryi{\u{g}}it, G{\"u}l{\c{s}}en and Aletras, Nikolaos}, booktitle = "Proceedings of the 19th Conference of the {E}uropean Chapter of the {A}ssociation for {C}omputational {L}inguistics (Volume 5: Industry Track)", month = mar, year = "2026", address = "Rabat, Morocco", publisher = "Association for Computational Linguistics", url = "https://preview.aclanthology.org/ingest-eacl/2026.eacl-industry.14/", pages = "181--192", ISBN = "979-8-89176-384-5" }