@inproceedings{takmaz-etal-2026-context, title = "When Context Misleads: Surprisal, Energy and Attention Entropy as Metrics of Coherence Illusions in {LLM}s", author = "Takmaz, Ece and Kumar, Nitin and Kloostra, Li and Dotlacil, Jakub", editor = "Arad, Dana and Belinkov, Yonatan and Chen, Hanjie and Feldhus, Nils and Mueller, Aaron and Mohebbi, Hosein and Sarti, Gabriele and Tutek, Martin", booktitle = "Proceedings of the 9th {B}lackbox{NLP} Workshop: Analyzing and Interpreting Neural Networks for {NLP}", month = oct, year = "2026", address = "Budapest, Hungary", publisher = "Association for Computational Linguistics", url = "https://aclanthology.org/2026.blackboxnlp-1.55/", pages = "986--1006", ISBN = "979-8-89176-476-7" }