Asked about Error analysis: read traces before you write evals

Why binary judges rather than a one to five scale?

An answer that works

A binary question about one failure mode can be checked against human labels and has a clear meaning. A five point scale has no agreed meaning between adjacent points, drifts between runs and between graders, and nobody can act on an average of 3.4.

What gets marked up

Marked up if the candidate ties this to validation: you can measure how often a binary judge agrees with your labels on both passes and failures.

Reading an answer is not being able to give one. The section that teaches this is Error analysis: read traces before you write evals, 6 hours of Evaluation.

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