Interpret evaluation results

Read a validation result by connecting the question, measured criteria, and evidence.

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1. Start with the question

Identify what the test was designed to measure. Check whether it compares branches, tests a capability, or uses a reference threshold.

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2. Read the measured values

Compare each metric with its stated criterion. A diagnostic metric provides context but does not determine the verdict unless required by the spec. Read the PR result

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3. Check the evidence

Open the executed notebook and inspect the data, seed, compute tier, and any limitations recorded by the run. Open the executed notebook

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4. Decide what remains unknown

A passing offline evaluation does not establish downstream production impact. An inconclusive or no-signal result means the chosen test did not establish a reliable answer.

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Next steps

Results and evidence · Validation spec · Compute and limits