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Validity typeConstruct
Pass conditionMultiple independent metrics from different evidence families nominate the same components
Evidence familyMeasurement (cross-metric agreement)
Minimum reportingJaccard similarity between metric outputs; both metrics’ component lists; interpretation of any disagreement
Common failure modeRunning multiple metrics but not checking whether they agree; treating agreement as assumed

Running one metric and claiming a circuit is not enough. Convergent validity requires triangulation across independent measurement traditions.

Satisfied when:

  1. ≥3 metrics from different evidence families have been run. Two ablation variants (both causal) do not satisfy — they measure the same thing differently. Families count as independent when the failure of one’s core assumption would not automatically invalidate the other: e.g., causal + structural + representational.
  2. The metrics agree on component membership. Overlap is reported, not thresholded: what counts as agreement depends on the size of the circuit and on the spread each metric shows under resampling.
  3. Disagreement is treated as a finding. Low Jaccard overlap must be reported as a primary result and investigated — not silently resolved by choosing the preferred metric.

When two discovery methods from different evidence families nominate substantially different component sets, the disagreement typically means one of:

  • One metric has a methodological flaw explaining its output;
  • The two metrics are sensitive to different real properties (e.g., structurally consistent but causally inactive components vs. causally active but structurally atypical ones);
  • The construct (e.g., “the SVA circuit”) is underspecified and metrics track different things under the same label.

All three interpretations are scientifically important. Convergent validity is failed, and the disagreement is reported as a result.

Metric typeEvidence family
Attribution patchingCausal
DAS-IIARepresentational
Weight-space analysis (SVD, composition scores)Structural
Activation statistics (LLC, probe accuracy)Structural / Representational
Bootstrap stabilityMeasurement

Three metrics from different evidence families constitute the test at Triangulated; two establish a partial result.

  • List every metric used and its evidence family.
  • For each pair from different families: Jaccard similarity.
  • Note which components appear in every metric, and which are unique to one.
  • Where the metrics disagree, report the disagreement explicitly and state which of the three interpretations above is most consistent with the data.