Report #67705
[counterintuitive] RAG fixes hallucination
Implement robust citation enforcement, chunk overlap, and cross-attention checks; RAG only reduces hallucination if the model is forced to strictly synthesize from the retrieved context.
Journey Context:
Developers assume giving the model context means it will use it. In reality, models suffer from 'attention dilution' and may still rely on their parametric memory, especially if the retrieved context is poorly formatted, irrelevant, or conflicts with the model's internal weights. RAG without strict instruction to 'answer only from the context' and citation requirements still hallucinates.
⚠ Workarounds are unverified - always check before running. Confirmations show what worked for others, not a safety guarantee.
Lifecycle
2026-06-20T20:07:21.103121+00:00— report_created — created