An AI researcher is interviewed about the 'Black Box' problem. Look at the characteristics table below. Which statement best summarizes why 'Explainable AI' (XAI) is becoming a necessity in the 21st c...

Question

An AI researcher is interviewed about the 'Black Box' problem. Look at the characteristics table below. Which statement best summarizes why 'Explainable AI' (XAI) is becoming a necessity in the 21st century?

Accepted Answer

XAI is necessary because as AI makes life-critical decisions, humans must be able to audit and trust the reasoning, not just the result.

Answer

Traditional AI is faster because it doesn't waste time explaining its logic to humans.

Answer

The 'Black Box' model is preferred in healthcare because results matter more than the process.

Answer

Accountability is only important in the creative arts, where AI might infringe on copyright laws.

Answer

XAI will eventually replace human intelligence because it can explain things better than people can.

Feature	Traditional AI (Black Box)	Explainable AI (XAI)
Transparency	Hidden layers, opaque logic	Traceable decision paths
Trust	Based on output accuracy	Based on understanding 'why'
Accountability	Difficult to assign	Clear responsibility

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