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Paper

FirstPass: Grounding AI Scientific Judgment in Multi-Round Editorial Outcomes

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AI summary

arXiv:2606. 20769v1 Announce Type: new Abstract: AI systems for peer review fail on three fronts: they train on Computer Science and Machine Learning venues alone, ignore the iterative dialogue that validates science, and evaluate on stylistic mimicry rather than real editorial judgment.