@inproceedings{song-etal-2026-mechanistic, title = "Mechanistic Interpretability Should Prioritize Feature Consistency in Sparse Autoencoders", author = "Song, Xiangchen and Muhamed, Aashiq and Zheng, Yujia and Kong, Lingjing and Tang, Zeyu and Diab, Mona T. and Smith, Virginia and Zhang, Kun", editor = "Liakata, Maria and Moreira, Viviane P. and Zhang, Jiajun and Jurgens, David", booktitle = "Proceedings of the 64th Annual Meeting of the {A}ssociation for {C}omputational {L}inguistics (Volume 1: Long Papers)", month = jul, year = "2026", address = "San Diego, California, United States", publisher = "Association for Computational Linguistics", url = "https://preview.aclanthology.org/ingest-acl/2026.acl-long.99/", pages = "2172--2210", ISBN = "979-8-89176-390-6" }