Update README.md

README.md

@@ -64,29 +64,31 @@ FinanceBERT was evaluated on a held-out test set and achieved the following perf
 
 Classification Report:
 
-class_index: 0
+Negative Sentiment - class_index: 0
   -  precision: 0.84
   -  recall: 0.90
   -  f1_score: 0.87
   -  support: 29
     
-class_index: 1
+Neutral Sentiment - class_index: 1
   -  precision: 0.94
   -  recall: 0.94
   -  f1_score: 0.94
   -  support: 199
 
-class_index: 2
+Positive Setniment - class_index: 2
   -  precision: 0.90
   -  recall: 0.88
   -  f1_score: 0.89
   -  support: 83
 
 Confusion Matrix:
-  - actual_0: [26, 2, 1]
-  - actual_1: [4, 188, 7]
-  - actual_2: [1, 9, 73]
-
+  
+| Predicted       | Negative | Neutral | Positive |
+|-----------------|----------|---------|----------|
+| Actual Negative | 26       | 2       | 1        |
+| Actual Neutral  | 4        | 188     | 7        |
+| Actual Positive | 1        | 9       | 73       |
 
 # Limitations
 FinanceBERT has been rigorously trained and tested to ensure reliable performance across a variety of financial texts. However, there are several limitations to consider: