The proposed anonymization system achieves near-optimal privacy with EER approximately 0.49 across seven European languages

our system achieves near-optimal privacy (EER $\approx$ 0.49), competitive intelligibility, and substantially better speech quality than dedicated anonymization baselines, while requiring no language-specific training.

http://arxiv.org/abs/2608.27360v1