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Dev Tools · 2h ago

RAG tool flags unsupported claims by checking citations after generation

By Meridian48 News Desk · Summarised from DEV Community ·

SWIRL 5 adds a post-generation check that splits answers into atomic claims and verifies each against cited sources. Claims lacking support are flagged inline before the user reads them. The system addresses claim segmentation, citation omission, and latency to make hallucination detection practical.

Meridian48 take
The approach is pragmatic—it doesn't eliminate hallucinations but forces transparency, which may be more valuable than false promises of perfect accuracy.
Read the full reporting
Making RAG admit when it's guessing: source-grounded hallucination checks →
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