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Why are surface n-gram overlap metrics such as ROUGE and BLEU considered inadequate for evaluating answer quality in production RAG systems like FieldDesk?

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advanced 45 min

Day 20: Evaluate Answer Quality and Groundedness

Evaluate Answer Quality and Groundedness

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What is the primary engineering rationale for enforcing the Veto Rule in the RAG generation scoring function above?

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In PolicyDesk, an automated LLM-as-a-judge evaluation harness decomposes an assistant answer into four atomic claims. Claims 1, 2, and 3 are logically entailed by retrieved corporate handbook chunks. Claim 4 asserts that employees traveling internationally receive an unapproved tax-free cash allowance of 500 euros, a statement absent from all retrieved evidence. How should the groundedness evaluator score this response?

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