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Evaluating LLM Systems in Production: Ragas, TruLens, and LLM-as-a-Judge

By Sayyed Abrar Akhtar โ€ข Published 2025-02-09
Quantify hallucination rates, context relevance, faithfulness, and answer correctness systematically.

Deploying enterprise LLMs without automated evaluation frameworks leads to unexpected regressions. Utilizing the "RAG Triad" (Faithfulness, Answer Relevance, Context Precision) ensures robust continuous deployment.

Tags:#LLMOps#Evaluation#Testing

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