@inproceedings{tikhomirov-savchenko-2026-selection, title = "The Selection Effect: Why Compact {LLM} Verifiers for Emotion Classification Fail Behind Encoder Confidence Gates", author = "Tikhomirov, Dmitry and Savchenko, Andrey", editor = "Lee, Hung-Yi and Dev, Sunipa and Li, Junyi Jessy and Elliott, Desmond", booktitle = "Proceedings of the 2026 Conference on Empirical Methods in Natural Language Processing", month = oct, year = "2026", address = "Budapest, Hungary", publisher = "Association for Computational Linguistics", url = "https://aclanthology.org/2026.emnlp-main.1049/", doi = "10.18653/2026.emnlp-main.1049", pages = "24095--24114", ISBN = "979-8-89176-459-0" }