No offence, Bert -- I insult only humans! Multiple addressees sentence-level attack on toxicity detection neural network

October 19, 2023 ยท Declared Dead ยท ๐Ÿ› arXiv.org

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Authors Sergey Berezin, Reza Farahbakhsh, Noel Crespi arXiv ID 2310.13099 Category cs.CL: Computation & Language Cross-listed cs.AI, cs.LG Citations 0 Venue arXiv.org Last Checked 6 months ago
Abstract
We introduce a simple yet efficient sentence-level attack on black-box toxicity detector models. By adding several positive words or sentences to the end of a hateful message, we are able to change the prediction of a neural network and pass the toxicity detection system check. This approach is shown to be working on seven languages from three different language families. We also describe the defence mechanism against the aforementioned attack and discuss its limitations.
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