@inproceedings{gupta-etal-2026-confusion, title = "From Confusion to Clarity: Confusion-Aware Retrieval and Knowledge Injection for Text Classification", author = "Gupta, Manish and Giri, Chaitanya and Talur, Jayasimha", editor = "Atanasova, Pepa and Haffari, Gholamreza and Wang, Minghan", booktitle = "Proceedings of the 2026 Conference on Empirical Methods in Natural Language Processing: Industry Track", month = oct, year = "2026", address = "Budapest, Hungary", publisher = "Association for Computational Linguistics", url = "https://aclanthology.org/2026.emnlp-industry.125/", pages = "2149--2164", ISBN = "979-8-89176-460-6" }