@article{whencontextmisleadssurprisalenergyandatt, title = {When Context Misleads: Surprisal, Energy and Attention Entropy as Metrics of Coherence Illusions in LLMs}, author = {Ece Takmaz and Nitin Kumar and Li Kloostra and Jakub Dotlacil}, year = {2026}, eprint = {2606.21203}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2606.21203}, }