@inproceedings{lee-etal-2026-reducing, title = "Reducing Logprob Without Causal Verification: Diagnosing {SAE}-Based {PII} Suppression in {LLM}s", author = "Lee, Chaerin and Lee, Wonho and Park, Sohee and Choi, Daeseon", editor = "Zhang, Yue and Xu, Ruifeng and Purwarianti, Ayu and Rong, Tong and Suzuki, Jun", booktitle = "Findings of the {A}ssociation for {C}omputational {L}inguistics: {IJCNLP}-{AACL} 2026", month = nov, year = "2026", address = "Hengqin, China", publisher = "Association for Computational Linguistics", url = "https://aclanthology.org/2026.findings-aacl.182/", pages = "3636--3654", ISBN = "979-8-89176-444-6" }