From 7a47efd79270928be00d71364f5a98a2dcf345b1 Mon Sep 17 00:00:00 2001 From: Keith Manville Date: Wed, 18 Nov 2020 08:32:06 -0500 Subject: [PATCH] fixed title --- pages/case-studies-page.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/pages/case-studies-page.md b/pages/case-studies-page.md index e3ef38b..11c8fa8 100644 --- a/pages/case-studies-page.md +++ b/pages/case-studies-page.md @@ -167,7 +167,7 @@ MITRE AI Red Team None ---- -## Imitating and Attacking Machine Translation Systems - Google, Bing, and Systran +## Attack on Machine Translation - Google Translate, Bing Translator, and Systran Translate **Summary of Incident:** Machine translation services (such as Google Translate, Bing Translator, and Systran Translate) provide public-facing UIs and APIs. A research group at UC Berkeley utilized these public endpoints to create an "imitation model" with near-production, state-of-the-art translation quality. Beyond demonstrating that IP can be stolen from a black-box system, they used the imitation model to successfully transfer adversarial examples to the real production services. These adversarial inputs successfully cause targeted word flips, vulgar outputs, and dropped sentences on Google Translate and Systran Translate websites.