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Enforce evidence-grounded outputs with explicit uncertainty.
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Baseado na classificação ocupacional SOC
Validate abstract completeness, length, and alignment.
Screen for excessive self-citation and suspicious citation patterns.
Run contradiction and alignment checks across all sections.
Check interpretation quality, limitations, and overclaiming.
Create stable anchors for sections, paragraphs, figures, tables, equations, and references.
Review datasets, baselines, metrics, fairness, and leakage risks.
| name | anti-hallucination-grounding |
| description | Enforce evidence-grounded outputs with explicit uncertainty. |
Enforce evidence-grounded outputs with explicit uncertainty.
Use explicit evidence, confidence, and conservative wording.
