Scientific Validation (Feynman Protocol)
Comparative analysis of the Enhanced Interpretability Framework vs. Standard Entropy Baselines.
Discovery Rate
+415
New patterns identified
Layer Coverage
12 vs 3
Full-stack vs Sparse
Complexity Events
40
High-order structures found
Verdict
Superior
Enhanced Framework validated
Layer-wise Pattern Density
Distribution of discovered interpretability signals across model depth.
Layer 1
50
Layer 2
50
Layer 3
50
Layer 4
50
Layer 5
50
Layer 6
10
Layer 7
30
Layer 8
30
Layer 9
30
Layer 10
30
Layer 11
5
Layer 12
30
Enhanced
Original Baseline
Comparison Methodology
The OriginalEntropyFramework (Baseline) analyzes only layers 0, 6, and 11, relying solely on Shannon Entropy.
"We missed 75 critical patterns by skipping intermediate layers. The Enhanced framework's exhaustive scan is non-negotiable for safety."
The EnhancedMultiMetricFramework analyzes all 12 layers using 4 distinct metrics:
- Shannon Entropy
- Spectral Complexity (SVD)
- Information Flow (KL Div)
- Activation Diversity