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Aspect-based Review Scoring on ICLR-5k

2.26Actionability ScoreBayes
1.56321.74411.9252.1059Jun 29, 2026

Evaluation results

MethodLinks
BayesGenerator=Mistral3-24B2026.062.262.532.862.77
+ ConformalGenerator=Mistral3-24B2026.062.262.532.872.77
+ ConformalGenerator=Gemma3-27B2026.062.142.482.843.07
BayesGenerator=Gemma3-27B2026.062.132.482.843.06
MinmaxGenerator=Mistral3-24B2026.062.132.442.822.77
MinmaxGenerator=Gemma3-27B2026.062.042.492.833.07
SamplingGenerator=Gemma3-27B2026.061.992.442.83.02
SamplingGenerator=Mistral3-24B2026.061.922.372.772.68
BayesGenerator=Qwen3-30B2026.061.692.882.83.32
+ ConformalGenerator=Qwen3-30B2026.061.682.872.793.31
MinmaxGenerator=Qwen3-30B2026.061.672.962.823.36
SamplingGenerator=Qwen3-30B2026.061.592.842.773.28