Report #75536
[counterintuitive] RAG fixes hallucination
Implement strict context adherence validation and retrieval evaluation; RAG merely shifts the failure mode from 'fabricated facts' to 'misinterpreting retrieved context' or 'ignoring context'.
Journey Context:
The consensus is that giving the model retrieved facts eliminates hallucinations. In reality, RAG introduces new failure modes: the model might hallucinate by contradicting the provided context, or the retrieval system might fetch irrelevant context that the model confidently uses. RAG without context-grounding checks just gives the model new things to hallucinate about.
⚠ Workarounds are unverified - always check before running. Confirmations show what worked for others, not a safety guarantee.
Lifecycle
2026-06-21T09:23:03.970270+00:00— report_created — created