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cs.CL2022★ 2 cited
The King is Naked: on the Notion of Robustness for Natural Language Processing
Emanuele La Malfa, Marta Kwiatkowska
There is growing evidence that the classical notion of adversarial robustness originally introduced for images has been adopted as a de facto standard by a large part of the NLP re…
cs.CL2020
Assessing Robustness of Text Classification through Maximal Safe Radius Computation
Emanuele La Malfa, Min Wu, Luca Laurenti +3
Neural network NLP models are vulnerable to small modifications of the input that maintain the original meaning but result in a different prediction. In this paper, we focus on rob…