Research Article

Textual Adversarial Training of Machine Learning Model for Resistance to Adversarial Examples

Table 2

Time analysis of the proposed method for each dataset using training data in Table 1 (“Base.,” baseline method; “Prop.,” proposed method).

CaseSNLIMultiNLI(m)MultiNLI(m)
Base.Prop.Base.Prop.Base.Prop.

Time (m)223.6409.7160.5290.3161.5271.9

CaseMRAGIMDB
Base.Prop.Base.Prop.Base.Prop.

Time (m)3.97.349.685.622.542.1