Update README.md

README.md

@@ -54,3 +54,22 @@ Code output is:
 
 As the probability of 1 (=It's a paraphrase) is 0.7863 and the probability of 0 (=It is not a paraphrase) is 0.2137, we can conclude, for our previous example, that "pouco depois do assassinato" is a paraphrase of "logo após o homicidio".
 
+# Evaluation results
+
+We have used as test dataset 16500 pairs of phrases human tagged. 
+
+Metrics obtained are:
+
+```
+metrics={
+ 'test_loss': 0.6074697375297546, 
+ 'test_accuracy': 0.7809, 
+ 'test_precision': 0.7157638466220329, 
+ 'test_recall': 0.40551724137931033, 
+ 'test_f1': 0.5177195685670262, 
+ 'test_matthews_correlation': 0.41603913834665324, 
+ 'test_runtime': 16.4585, 
+ 'test_samples_per_second': 607.587, 
+ 'test_steps_per_second': 19.017
+}
+```