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

Описание и применение

Вторая модель выявила 29 комментариев, 27 из которых изменили статьи, и обнаружила все шесть искусственно введенных дефектов, а также один непланированный. Однако доступность модели была ограничена из‑за ошибок 503 и 429, что привело к задержкам.

Задача

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

Результат

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.

Рабочий процесс

• 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

Доказательства

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

Источник

All six planted defects were identified explicitly.

Источник

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

Источник