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A Survey on Natural Language Counterfactual Generation

A Survey on Natural Language Counterfactual Generation

Natural Language Counterfactual generation aims to minimally modify a given text such that the modified text will be classified into a different class. The generated counterfactuals provide insight into the reasoning behind a model's predictions by highlighting which words significantly influence the outcomes. Additionally, they can be used to detect …