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Auditing and Repairing LLM-as-Judge Failures in a Production Text-to-SQL Pipeline

Liu, Haowei et al.
arXiv (All) · Papers
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computation-and-languagemachine-learning
Production text-to-SQL pipelines often end with an LLM-as-judge whose agreement with human annotators has never actually been measured. When we checked ours, the deployed gpt-4o-mini judge agreed with two-author gold at only Cohen's kappa = 0.04 on a disagreement-enriched set and 0.42 on a uniform-r
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