Stop Your RAG Pipeline From Hallucinating: A 15-Line Fix published

Based on the information provided, here's a summary of when to use each recommendation from the verifier:

Top-Level Recommendations

1. act (≥ 0.80 confidence)

   • Meaning: The generated claims are well-supported across multiple independent sources.
   • Recommended Action: Proceed with the response as-is. You can trust that the information is accurate and reliable.

2. verify (0.50 – 0.80 confidence)

   • Meaning: There's some uncertainty or conflicting evidence, but overall the claims are likely to be true.
   • Recommended Action: Log any specific claims that dragged down the overall confidence level. Consider human-in-the-loop review for high-stakes actions.

3. reject (< 0.50 confidence OR any refuted claim)

   • Meaning: The generated claims are likely to be false or unsupported by evidence.
   • Recommended Action: Do not proceed with the response as-is. Refuse to act on it and consider alternative approaches, such as re-generating the answer or seeking human verification.

Per-Claim Verdicts

1. supported
   • Meaning: The claim

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