From Rubrics to Reliable Scores: Evidence-Grounded Text Evaluation with LLM Judges

Yihan Hong, Huaiyuan Yao, Bolin Shen +3

Rubric-based text evaluation increasingly relies on large language models (LLMs) as scalable judges, yet frozen black-box models can interpret the same criteria inconsistently, pro…