Unverified50% confidenceBenchmarkExact time
Shopify calibrated the agreement between LLM judges and human judgment from kappa 0.02 to 0.61, while agreement between humans is 0.69.
1
Sources
50%
Confidence
Medium-term (~90 days)
Relevance
10/21/2026
First Seen
Valid until: 1/19/2027
Sources
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Related Claims
UnverifiedThe paper's core evaluation metric is the agreement between LLMs and human annotators.65% similarUnverifiedThe epistemic calibration test examines whether a model can accurately perceive the boundaries of its own knowledge, whereas traditional LLM benchmarks such as MMLU and HumanEval typically use accuracy as the sole metric.61% similarUnverifiedIf the acceptance test is "looks fine," the accepted field becomes a constant, the attempt-count metric loses meaning, and the ledger should be skipped entirely.59% similar
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