I checked six LLM-as-judge tools against human labels. The scoreboard was the wrong thing to read.
A developer evaluated six LLM-as-judge tools—DeepEval, Confident AI, Evidently, Braintrust, Promptfoo, and Future AGI—and found that none of them prioritize validating judge outputs against human labe…