@inproceedings{lee-etal-2026-summaries, title = "When Summaries Distort Decisions: Information Fidelity in {LLM}-Compressed Financial Analysis", author = "Lee, Hoyoung and Park, Suhwan and Lee, Seunghan and Seo, Jun and Lee, Jaehoon and Yoo, Sungdong and Kim, Minjae and Na, CheolWon and Wang, Zhangyang and Golkhou, Zach and Kim, Minkyu and Sabanis, Sotirios and Lopez-Lira, Alejandro and Mehta, Dhagash and Lee, Soonyoung and Choi, Chanyeol and Ahn, Wonbin and Lee, Yongjae", 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.232/", pages = "3870--3887", ISBN = "979-8-89176-460-6" }