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White-Box Attacks on Hate-speech BERT Classifiers in German with Explicit and Implicit Character Level Defense

2022-02-11 17:20:50
Shahrukh Khan, Mahnoor Shahid, Navdeeppal Singh

Abstract

In this work, we evaluate the adversarial robustness of BERT models trained on German Hate Speech datasets. We also complement our evaluation with two novel white-box character and word level attacks thereby contributing to the range of attacks available. Furthermore, we also perform a comparison of two novel character-level defense strategies and evaluate their robustness with one another.

Abstract (translated)

URL

https://arxiv.org/abs/2202.05778

PDF

https://arxiv.org/pdf/2202.05778.pdf


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