added Decode

app.py

@@ -103,7 +103,8 @@ class DeBERTaV3Model:
         label = "Insincere" if (F.softmax(preds[0], dim=1)[:, 1]>0.4878) else "Sincere"
         probs = {
             "Probability": float(F.softmax(preds[0], dim=1)[:, 1]),
-            "Sequence": test_tensor[test_tensor != 0]
+            "Sequence": test_tensor[test_tensor != 0],
+            "Decoded Sequence": tokenizer.decode(test_tensor[test_tensor != 0], skip_special_tokens=True)
         }
         return label, probs
 
@@ -130,7 +131,8 @@ class BiLSTMModel:
         probs = {
             "Probability": float(avg_pred),
             "Model Probabilities": {"Model 1": float(pred1), "Model 2": float(pred2), "Model 3": float(pred3), "Model 4": float(pred4)},
-            "Sequence": seq
+            "Sequence": seq,
+            "Decoded Sequence": " ".join([list(word_dict.keys())[list(word_dict.values()).index(i)] for i in seq])
         }
         return label, probs