Module metrics 

Core coherence metrics for attention mechanism evaluation.

Structs

DeltaMetric

Result of comparing baseline vs. gated attention outputs.

Functions

contradiction_rate

Measures the rate of contradictory outputs (negative dot product) between pairs.

delta_behavior

Computes the behavioral delta between baseline and gated attention outputs.

entailment_consistency

Mean pairwise cosine similarity between consecutive output vectors.