Eval JavaScript - Search Videos

Binary Evals vs. Rating Scales: One Actually Predicts User Satisfaction

YouTubeHamel Husain

Binary Evals vs. Rating Scales: One Actually Predicts User Satisfaction

High eval scores but poor user satisfaction is a signal your metrics are measuring the wrong thing. The issue comes down to how humans and AI interpret quality differently—and why numerical scales amplify that gap. When LLMs assign scores like 3.5 vs 3.8, they're not actually capturing meaningful quality differences. These gradations feel ...

1.9K views1 month ago

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