UPDATE EmCoder TO V2

README.md

@@ -179,7 +179,7 @@ $$
 
 
 ### Entropy-based Uncertainty Decomposition
-EmCoder computes probabilistic uncertainty using Information Theory metrics over $N$ stochastic forward passes
+EmCoder computes probabilistic uncertainty using Information Theory metrics over N stochastic forward passes
 
 **Demonstration of model uncertainty utilization**  
 To validate uncertainty quantification, reject the top **X%** most uncertain (epistemic) classifications. The model's Macro F1 jumps from 0.488 to above 0.70, proving that the model's self-reported uncertainty is highly correlated with its actual error rate