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CriticGen: Generation-Aware Evaluation as Actionable Feedback
Not provided in the abstract
evaluationfeedbackmodel improvementlanguage models
2609.05439
Builder Relevance
1d ago80%
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.
Paper to code
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