Anmol Goel

Auditing Language Model Unlearning via Information Decomposition

2026 · TUbilio (Technical University of Darmstadt)

We expose a critical limitation in current approaches to machine unlearning in language models: despite the apparent success of unlearning algorithms, information about the forgotten data remains linearly decodable from internal representations. To systematically assess …