2 papers
cs.CL2024
Characterizing Stereotypical Bias from Privacy-preserving Pre-Training
Stefan Arnold, Rene Gröbner, Annika Schreiner
Differential Privacy (DP) can be applied to raw text by exploiting the spatial arrangement of words in an embedding space. We investigate the implications of such text privatizatio…
cs.CL2023
Disentangling the Linguistic Competence of Privacy-Preserving BERT
Stefan Arnold, Nils Kemmerzell, Annika Schreiner
Differential Privacy (DP) has been tailored to address the unique challenges of text-to-text privatization. However, text-to-text privatization is known for degrading the performan…