Beyond Rating proposes five text-centric metrics for AI reviewers and demonstrates that aligning AI focus on paper weaknesses with human experts is required for reliable automated review scoring.
This includes assessments of whether sufficient information is provided for reproducing the results, code availability, and parameter documentation
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Beyond Rating: A Comprehensive Evaluation and Benchmark for AI Reviews
Beyond Rating proposes five text-centric metrics for AI reviewers and demonstrates that aligning AI focus on paper weaknesses with human experts is required for reliable automated review scoring.