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 paper organization, writing clarity, figure quality, and overall presentation effectiveness
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
fields
cs.CL 1years
2026 1verdicts
UNVERDICTED 1representative citing papers
citing papers explorer
-
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.