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README.md

@@ -15,10 +15,10 @@ The `YatNMN` neuron is an inherently non-linear operator inspired by physical in
 
 ## Training Results
 
-- **Final Loss:** 0.3504
-- **Accuracy:** 75.00%
+- **Final Loss:** 0.3466
+- **Accuracy:** 100.00%
 
-With sufficient training, the model achieves 100% accuracy, correctly learning the XOR function. This contrasts with a standard single neuron, which typically stalls at 50% or 75% accuracy.
+With sufficient training using the Adam optimizer, the model achieves 100% accuracy, correctly learning the XOR function. This contrasts with a standard single neuron, which typically stalls at 50% or 75% accuracy.
 
 ## How to Use