consistency-audit

You can check for internal consistency by auditing the PDF document directly. The skill analyzes the paper's text against itself to identify contradictions in method descriptions and numerical claims without requiring external ground truth.

Yes, you can audit a research paper without external code or data. The consistency audit operates exclusively on PDF documents, using internal logic to verify that reported improvements and metrics match the evaluated method.

Intra-paper consistency checking for academic integrity identifies contradictions within a single research paper. It ensures that the method description, reported metrics, and claims remain logically aligned throughout the document.

To verify numerical claims in a PDF document, run a consistency audit on the paper directory. This analysis compares the text against itself to detect discrepancies and contradictions in the reported metrics without needing external validation sources.

No, the consistency audit operates strictly on PDF-only execution. It eliminates the need for source code or external data to evaluate the paper's internal logic and claims.