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Wan-Qiang Liang

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Jul 2026

CalibratedRubric: Task-Adaptive Rubric Banks for Open-Ended LLM Evaluation

CalibratedRubric is introduced, a task-adaptive framework that combines type-specific scoring, Bayesian rubric-measurability filtering, and item response theory (IRT)-based bank assembly that supports CalibratedRubric as an efficient, uncertainty-aware approach to open-ended LLM evaluation.

Mengting Chen, Yan-Shu Sun, Wan-Qiang Liang et al. · arXiv.org · 0 citations