@inproceedings{ventirozos-etal-2025-sure, title = "Are You Sure You{'}re Positive? Consolidating Chain-of-Thought Agents with Uncertainty Quantification for Aspect-Category Sentiment Analysis", author = "Ventirozos, Filippos and Appleby, Peter A. and Shardlow, Matthew", editor = "Kamalloo, Ehsan and Gontier, Nicolas and Lu, Xing Han and Dziri, Nouha and Murty, Shikhar and Lacoste, Alexandre", booktitle = "Proceedings of the 1st Workshop for Research on Agent Language Models (REALM 2025)", month = jul, year = "2025", address = "Vienna, Austria", publisher = "Association for Computational Linguistics", url = "https://preview.aclanthology.org/mtsummit-25-ingestion/2025.realm-1.22/", doi = "10.18653/v1/2025.realm-1.22", pages = "309--326", ISBN = "979-8-89176-264-0" }