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Verification & Integrity

Protocols to validate AI outputs and reduce hallucinations.

RA
Research Atlas Team
Updated February 5, 2026

Editorial Policy

  • Guides are curated by the Research Atlas editorial team and revised when workflows, policies, or tooling materially change.
  • Factual claims should be traceable to source documents listed in each guide's Sources section.
  • Generative outputs are treated as drafts and require researcher verification before use in manuscripts or protocols.

VERIFY Heuristic#

  • Vague matches: does the output lack concrete detail?
  • Excessive specificity: are numbers suspiciously perfect?
  • Recent claims: does it cite papers beyond the model’s knowledge?

High-Five Verification Protocol#

  • Replicate: run on a second model.
  • Verify citations: click every link and DOI.
  • Check against primary sources and canonical references.

Sources

  • AI in research report (Verification)
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