Empirical Evaluation of Membership Inference Attacks on NLP Text Classifiers: A Baseline Study on SST-2
A controlled benchmark of membership inference vulnerability for text classification on the GLUE SST-2 sentiment dataset is presented and lightweight training adjustments can improve the privacy-utility trade-off without complex defenses.
W. Novak, Muhammad Abusaqer
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