Per-dev z-scoring

Standardization of ρd and dr components using development-set mean and standard deviation.

Neighborhood — ranked by edge-count

method

per-dev z-scaling
related_to
Standardizing ρd and dr using dev-set means and stds to form dimensionless components of S.

artifact

cosine ≥ 0.65 · no typed edge

Entities in the same semantic neighborhood but without a typed relation to this one — candidates for new edges or unrecognized duplicates.

Dev-Set Whitening and Z-Scoring Protocolmethod0.755
Preprocessing pipeline for standardizing ρd, dr, and S across layers/models using dev-set covariance
whitening and z-scoring proceduremethod0.722
Calibration protocol: whiten embeddings on dev pool, z-score ρd and dr per layer.
Causal Contrast Z-Scoremethod0.711
Per-(emotion, token) z-score computed as injected emotion activation minus mean of 170 other probes, contrasted against no-steering baseline
ZX-Calculusconcept0.703
Quantum diagrammatic formalism (2007); mentioned as non-example of complete compositionality due to lack of clear ontological counterparts.
whitening and z-scoring protocolmethod0.698
Standardization of ρd, dr, and log k on dev set for computing S.
X Developmentinstitute0.693
Regulative Developmentconcept0.693
Property of embryos to achieve invariant species-specific morphology despite drastic perturbations and abnormal starting conditions, revealing goal-directed cellular coordination.
multiplicative scoringconcept0.692
Score = (sum of completed quartet values) × (number of quartets), making portfolio composition consequential.