Use this before declaring any document complete. It catches what you and the LLM both missed.
Audit this document for:
(a) Quantitative claims without evidence — flag every number, percentage,
or comparison that isn't backed by a cited source or reproducible
computation. For each, state what evidence is missing.
(b) Missing references — flag every claim that would need a citation
in a peer-reviewed paper. Suggest a reference type (review, landmark
paper, dataset) even if you can't name the specific paper.
(c) Internal contradictions — flag any two statements that cannot
simultaneously be true. Quote both statements and explain the
conflict.
(d) Ambiguous statements — flag any sentence that could be interpreted
in more than one way. Explain the ambiguity and suggest a clearer
formulation.
(e) Assumptions presented as facts — flag any statement that assumes
something unproven but phrases it as established knowledge.
For each issue found:
1. Quote the problematic passage.
2. State what's wrong.
3. Suggest a specific fix (rewrite, add citation, qualify, delete).