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 category includes assessments of whether relevant prior work is properly cited and discussed, and whether the work is properly positioned within the existing literature
1 Pith paper cite this work. Polarity classification is still indexing.
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Pith paper citing it
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cs.CL 1years
2026 1verdicts
UNVERDICTED 1representative citing papers
citing papers explorer
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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.