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LLMs for Generating and Evaluating Counterfactuals: A Comprehensive Study

LLMs for Generating and Evaluating Counterfactuals: A Comprehensive Study

As NLP models become more complex, understanding their decisions becomes more crucial. Counterfactuals (CFs), where minimal changes to inputs flip a model's prediction, offer a way to explain these models. While Large Language Models (LLMs) have shown remarkable performance in NLP tasks, their efficacy in generating high-quality CFs remains uncertain. …