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Hidden Killer: Invisible Textual Backdoor Attacks with Syntactic Trigger

128 Citations2021
Fanchao Qi, Mukai Li, Yangyi Chen
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This paper conducts extensive experiments to demonstrate that the syntactic trigger-based attack method can achieve comparable attack performance to the insertion-based methods but possesses much higher invisibility and stronger resistance to defenses.

Abstract

Fanchao Qi, Mukai Li, Yangyi Chen, Zhengyan Zhang, Zhiyuan Liu, Yasheng Wang, Maosong Sun. Proceedings of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing (Volume 1: Long Papers). 2021.