Author

Florian Matthes

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#natural language process... Preprint Aug 2026

DP-IPI: A Hybrid Differential Privacy Text Rewriting Mechanism for Indirect Personal Identifiers in Clinical Texts

The effectiveness of hybrid text privatization is demonstrated, which leverages the promise of DP in an efficient, usable manner and effectively reduces re-identification risks in clinical texts while being producing more coherent and usable output texts, leading to higher privacy-utility trade-offs.

Ibrahim Baroud, Stephen Meisenbacher, Sebastian Möller et al. · 0 citations

#natural language process... Preprint Aug 2026

PrivBench: A Holistic and Modular Benchmarking Platform for Evaluating Text-to-Text Privatization

Seeking to unify the evaluation of text-to-text privatization, PrivBench is introduced, a holistic and modular benchmarking platform for researchers and practitioners working on text privatization that evaluates privatization on a series of defined desiderata, which are structured into modules.

Stephen Meisenbacher, Andreea-Elena Bodea, A. Akın et al. · 0 citations