Towards Feasible Counterfactual Explanations: A Taxonomy Guided Template-Based NLG Method
Towards Feasible Counterfactual Explanations: A Taxonomy Guided Template-Based NLG Method
Counterfactual Explanations (cf-XAI) describe the smallest changes in feature values necessary to change an outcome from one class to another. However, many cf-XAI methods neglect the feasibility of those changes. In this paper, we introduce a novel approach for presenting cf-XAI in natural language (Natural-XAI), giving careful consideration to actionable …