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How Closely Do LLM Reviews Align with Human Peer Review?
大模型评审能否取代人类同行评议？这项研究用数据揭示两者契合度，为AI辅助科研评审提供参考。
arXiv:2608.03659v1 Announce Type: new Abstract: Large language models (LLMs) are increasingly used to generate scientific reviews, yet existing evalua…
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Intelligence Is Not the Bottleneck: Validating an LLM First-Pass Manuscript Score Against Peer-Review Outcomes
验证LLM给学术手稿打分的可靠性，AIPR系统从五个维度评分，结果竟然与真实同行评审高度一致。
arXiv:2606.15887v1 Announce Type: cross Abstract: Large language model (LLM) systems are increasingly proposed to assist peer review, yet most evaluat…
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AI can help scientists publish less
基于Nature Astronomy新观点，探讨AI如何帮助科学家减少冗余发表、转向高质量研究
arXiv:2606.13829v1 Announce Type: cross Abstract: We can do more than defend science from a flood of AI-assisted papers. Used well, AI offers a histor…
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Science Is Drowning in AI Slop
揭示AI生成垃圾论文正严重威胁学术出版的可信度，科学界需警惕。
Article URL: https://www.theatlantic.com/science/2026/01/ai-slop-science-publishing/685704/ Comments URL: https://news.ycombinator.com/item?id=4843240…
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Send the arXiv AI-generated slop, get a yearlong vacation from submissions
arXiv对AI生成伪科学内容零容忍，违规者将被封禁一年并永久标记，科研诚信再升级。
One of the site's moderators described the new policy on social media.
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CitePrism: Human-in-the-Loop AI for Citation Auditing and Editorial Integrity
人机协作AI系统，自动化引文审计，提升编辑完整性，解决学术出版中引文检查的碎片化难题。
arXiv:2605.16000v1 Announce Type: cross Abstract: Editors and reviewers are expected to ensure that manuscripts cite relevant, accurate, current, and …