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@@ -24,15 +24,15 @@ license: mit
 Fine-tuned `distilbert-base-multilingual-cased` on the ConceptNet 4-layer enterprise voice intent taxonomy.
 
 ## Accuracy
-- Fast-path classifier: **83%** · <5ms latency
-- Neural model: **98.6%** · <100ms latency
-- L3 Predictive precision: **100%**
+- Overall: **98.6%**
+- Layer 3 Predictive: **100% precision**
+- Trained on 584 examples, tested on 146
 
-## The 4 Layers
-- **L1 Basic** — "Do X" — immediate execution
-- **L2 Context-Aware** — "Do X when Y" — conditional
-- **L3 Predictive** — "Do X before Y" — proactive
-- **L4 Autonomous** — "Do X always" — persistent agent
+## The 4-Layer Taxonomy
+- **Layer 1 — Basic:** "Do X" — immediate execution
+- **Layer 2 — Context-Aware:** "Do X when Y" — conditional execution
+- **Layer 3 — Predictive:** "Do X before Y" — proactive execution
+- **Layer 4 — Autonomous:** "Do X always" — persistent agent deployment
 
 ## Languages
 English · French · Spanish · German · Italian · Portuguese · Chinese · Arabic · Russian
@@ -49,4 +49,4 @@ classifier("Send the report when the contract is signed")
 - GitHub: https://github.com/wushu75/ConceptNet
 - Website: https://conceptnet.co.uk
 
-*© 2026 ConceptNet Ltd · Patents pending*
+*Patents pending · © 2026 ConceptNet Ltd*