Discuss the potential limitations and risks of over-relying on AI Explainability tools.
Instruction: Explain the dangers of excessive dependence on explainability tools and methods in AI systems.
Context: This question challenges the candidate to critically evaluate the potential downsides of an overemphasis on AI Explainability tools, including complacency and false confidence.
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The way I'd explain it in an interview is this: One major risk is false confidence. Explanation tools can make a model feel understood even when the explanation is approximate, unstable, or only locally valid...