How do you assess the effectiveness of an AI Explainability technique?

Instruction: Describe the criteria and processes you use to evaluate the success of explainability methods applied to AI models. A blinded study compares two explanation interfaces. Users prefer A, but detect 6 of 20 planted model errors with A and 14 of 20 with B. B takes 30 seconds longer per case. The intended workflow is error review. Recommend what to investigate before choosing.

Context: This question explores the candidate's methodological approach to validating the impact of explainability techniques, highlighting their analytical skills.

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I assess it by asking three questions...

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