Panduan Kejuruteraan: Hire a Freelance AI Programmer for RAG Evaluation (Context Precision & Faithfulness). Aldian Fazrihady ialah Programmer Bebas Kanan & Jurutera AI (Python, Django, FastAPI, React, Next.js, TypeScript, Golang).

Quantify and eliminate RAG hallucinations using automated Context Precision, Context Recall, and Answer Faithfulness metrics built by senior freelance AI programmer Aldian Fazrihady.

def compute_faithfulness_ratio(extracted_claims: list[str], supported_claims: list[bool]) -> float:
    if not extracted_claims:
        return 1.0
    return round(sum(1 for ok in supported_claims if ok) / len(extracted_claims), 4)

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