What a Second Model Actually Catches: Seven Articles, Forty Review Comments, Measured

Description and use

The second model produced 29 comments, 27 of which altered the articles, and identified all six planted defects plus one unplanned finding. Availability was limited by 503 and 429 errors, causing delays.

Problem

Assess whether a cross‑model review process adds value beyond a careful author re‑read, and quantify its effectiveness and reliability.

Outcome

The cross‑model reviewer caught 29 comments, 27 of which altered the article, and identified all six planted defects plus one unplanned finding. Availability was limited: 13 API calls, 5 successful reviews, 38% success rate, with 503 and 429 errors.

Workflow

• Collect review logs from project’s review/ directory
• Code each comment by category and disposition
• Count comments per category
• Run a probe passage with six planted defects through the reviewer
• Compare probe results to known defects
• Analyze API call outcomes and availability
• Summarize findings and implications

Evidence

The model reviewed five of seven articles and produced 29 comments, 27 of which changed the text.

Source

All six planted defects were identified explicitly.

Source

The call log, article by article: REA failed once with 503, then succeeded on retry.

Source