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PaperDoctor: Evidence-Grounded and Actionable Feedback for Scientific Papers in Progress

Autoresearch agents are reshaping the research ecosystem, but they can also let flawed claims enter the literature at scale. Human advisors catch such issues in drafts through careful, traceable feedback, yet advisor-style assessment requires extensive manual effort and does not scale. To shift automated paper assessme...

K. Lin, Si-Yuan Hu, Pan Lu et al. · 1 citation
Preprint Aug 2026

Rubrics as Visual-Repair Context for Self-Evolving UI-to-Code Generation

Evaluations demonstrate that RubSE substantially outperforms na\"ive self-evolution in final-round and best-round settings, achieving more stable refinement trajectories and a higher trajectory-level performance ceiling.

Tianyi Xiong, Zhengyuan Yang, Xiaofei Wang et al. · 2 citations

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