@inproceedings{badawi-etal-2026-trust, title = "When Can We Trust {LLM}s in Mental Health? Large-Scale Benchmarks for Reliable {LLM} Evaluation", author = "Badawi, Abeer and Rahimi, Elahe and Laskar, Md Tahmid Rahman and Grach, Sheri and Bertrand, Lindsay and Danok, Lames and Dhanesh, Prathiba and Huang, Jimmy and Rudzicz, Frank and Dolatabadi, Elham", editor = "Demberg, Vera and Inui, Kentaro and Marquez, Llu{\'i}s", booktitle = "Proceedings of the 19th Conference of the {E}uropean Chapter of the {A}ssociation for {C}omputational {L}inguistics (Volume 1: Long Papers)", month = mar, year = "2026", address = "Rabat, Morocco", publisher = "Association for Computational Linguistics", url = "https://preview.aclanthology.org/ingest-eacl/2026.eacl-long.180/", pages = "3873--3896", ISBN = "979-8-89176-380-7" }