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Adversarial Attack on NLP

Last modified: 2023-10-05

Adversarial examples causes NLP models to misrecognition.

Automation

Using TextAttack

TextAttack is a Python framework for adversarial attacks, training models in NLP.

# TextFooler
textattack attack --model bert-base-uncased-mr --recipe textfooler --num-examples 100

# DeepWordBug
textattack attack --model distilbert-base-uncased-cola --recipe deepwordbug --num-examples 100