@inproceedings{nemkova-indukuri-2026-decomposing, title = "Decomposing Self-Reflection in {LLM} Agents: Diagnostic Scaffolds, Uncertainty Labels, and Action Diversity", author = "Nemkova, Poli and Indukuri, Haeshitha", editor = "Kamalloo, Ehsan and Gontier, Nicolas and Rozanov, Nikolai and Hashemzadeh, Maryam and Arora, Akhil", booktitle = "Proceedings of the Second Workshop for {RE}search on Agent Language Models ({REALM} 2026)", month = oct, year = "2026", address = "Budapest, Hungary", publisher = "Association for Computational Linguistics", url = "https://aclanthology.org/2026.realm-1.21/", pages = "306--322", ISBN = "979-8-89176-485-9" }