Forget Narrowly, Retain Broadly: Unlearning as an Asymmetric Generalization Problem

Amit Peleg, Naman Deep Singh, Naama Pearl +2

Machine unlearning in LLMs is the targeted removal of specific knowledge while preserving all other capabilities, critical for privacy and safety. Yet existing benchmarks measure i…