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

说明与用途

第二模型产生了29条评论，其中27条导致文章更改，并识别了所有六个植入缺陷以及一个未计划的发现。由于503和429错误，模型可用性受限，导致延迟。

问题

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

结果

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.

工作流

• 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

证据

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

来源

All six planted defects were identified explicitly.

来源

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

来源