arxivcs.CLcs.AIcs.LG2026-07-01
Auditing Forgetting in Limited Memory Language Models
Limited Memory Language Models (LMLMs) externalize factual knowledge to a database to enable deletion-based unlearning without retraining. Existing evaluations measure post-deletion correctness in aggregate and cannot tell whether a deleted fact persists through residual parametr…