From Representation to Readout: Mechanistic Analysis of Membership Signals in Language Models.

arXiv:2610.41445v1 Announce Type: cross Abstract: Membership inference aims to determine whether a particular example was included in a model's training data. Such membership signals are often broadly described as memorization, while the underlying mechanisms