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English(EN) On the limits and opportunities of AI reviewers: Reviewing the reviews of Nature-family papers with 45 expert scientists

研究发现:AI审稿人在科学论文评审方面表现优于人类

一项新研究评估了AI审稿人与人类专家在评估科学论文方面的表现,发现像GPT-5.2、Gemini 3.0 Pro和Claude Opus 4.5等AI模型在某些指标上可以超越顶尖人类审稿人。虽然AI审稿人识别出了独特的问题,并在正确性和证据方面获得高度评价,但它们也表现出局限性,例如子领域知识有限以及评审意见过度重叠。研究结论认为,目前的AI审稿人最好作为人类专业知识的补充,而非替代品。 AI

影响 AI审稿人展现出增强科学出版领域人类专业知识的潜力,能够识别独特问题,但需要监督以确保一致性和深度。

排序理由 学术论文,详细介绍了一项关于AI在科学同行评审能力的研究。

在 arXiv cs.AI 阅读 →

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研究发现:AI审稿人在科学论文评审方面表现优于人类

报道来源 [2]

  1. arXiv cs.AI TIER_1 English(EN) · Seungone Kim, Dongkeun Yoon, Kiril Gashteovski, Juyoung Suk, Jinheon Baek, Pranjal Aggarwal, Ian Wu, Viktor Zaverkin, Spase Petkoski, Daniel R. Schrider, Ilija Dukovski, Francesco Santini, Biljana Mitreska, Yong Jeong, Kyeongha Kwon, Young Min Sim, Draga… ·

    On the limits and opportunities of AI reviewers: Reviewing the reviews of Nature-family papers with 45 expert scientists

    arXiv:2605.20668v1 Announce Type: cross Abstract: With the advancement of AI capabilities, AI reviewers are beginning to be deployed in scientific peer review, yet their capability and credibility remain in question: many scientists simply view them as probabilistic systems witho…

  2. arXiv cs.AI TIER_1 English(EN) · Graham Neubig ·

    On the limits and opportunities of AI reviewers: Reviewing the reviews of Nature-family papers with 45 expert scientists

    With the advancement of AI capabilities, AI reviewers are beginning to be deployed in scientific peer review, yet their capability and credibility remain in question: many scientists simply view them as probabilistic systems without the expertise to evaluate research, while other…