Deep explanation

Evaluate Generation quality in an AI search product

RAGEasyScenario Based8 min read

Junior evaluation interview question on Generation within RAG.

Quick answer

Start by framing the problem in production terms for Generation, then explain the root causes, a step-by-step investigation path, and the architecture or process changes you would ship for a Junior RAG role.

The interview question

an AI search product needs an evaluation strategy for Generation. Metrics look stable, but users still complain about quality. How would you design offline and online evaluation?

Deep explanation

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