Papers/2609.05439
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CriticGen: Generation-Aware Evaluation as Actionable Feedback

Not provided in the abstract

evaluationfeedbackmodel improvementlanguage models
2609.05439
Builder Relevance
80%
1d ago

Abstract

CriticGen proposes a fine-grained, generation-aware evaluation framework that transforms evaluation into actionable control for model improvement.

Reality Card

Core Claim

CriticGen improves the quality of evaluation rubrics, leading to a 73.17% improvement in answer quality with a 93.28% non-degradation rate.

Method / Result

Achieves a Pearson correlation of 0.9556 and a Spearman correlation of 0.9560.

Limitations

The abstract does not specify limitations or reproducibility concerns.

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