How would you investigate a disputed model prediction using interpretability tools?

Instruction: A user disputes one model output. Explain how you would check the input and model version, choose and validate an explanation method, and communicate what it can and cannot establish.

Context: Assesses practical interpretation and investigation of one output, distinct from a general list of interpretability benefits.

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First reproduce the output using the relevant model, preprocessing, configuration and input snapshot, subject to permitted access. Check for missing or stale fields, encoding errors and whether the user received the intended output. An explanation of the wrong version or corrupted input will not resolve the dispute.

For a simple model, inspect its actual coefficients or decision path in the correct units and...

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