Update README.md

README.md

@@ -66,27 +66,35 @@ This yields the following output:
 ---
 
 ### Results
-- F-score (micro) 0.8403
-- F-score (macro) 0.8656
-- Accuracy 0.7357
+- F-score (micro) 0.9773
+- F-score (macro) 0.9461
+- Accuracy 0.9773
 
 ```
 By class:
               precision    recall  f1-score   support
 
-         LOC     0.8789    0.8589    0.8688      4083
-         ORG     0.8390    0.7653    0.8005      3166
-         PER     0.8395    0.8169    0.8280      2741
-         DAT     0.8648    0.7957    0.8288      1150
-         MON     0.9758    0.9020    0.9374       357
-         TIM     0.8500    0.8193    0.8344       166
-         PCT     0.9615    0.9615    0.9615       156
-
-   micro avg     0.8616    0.8200    0.8403     11819
-   macro avg     0.8871    0.8456    0.8656     11819
-weighted avg     0.8613    0.8200    0.8400     11819
- samples avg     0.7357    0.7357    0.7357     11819
-
-Loss: 0.06893542408943176
+        NOUN     0.9770    0.9849    0.9809      6420
+         ADP     0.9947    0.9916    0.9932      1909
+         ADJ     0.9342    0.9128    0.9234      1525
+       PUNCT     1.0000    1.0000    1.0000      1365
+        VERB     0.9840    0.9711    0.9775      1141
+       CCONJ     0.9912    0.9937    0.9925       794
+         AUX     0.9622    0.9799    0.9710       546
+        PRON     0.9751    0.9865    0.9808       517
+       SCONJ     0.9797    0.9757    0.9777       494
+         NUM     0.9948    1.0000    0.9974       385
+         ADV     0.9343    0.9033    0.9185       362
+         DET     0.9773    0.9711    0.9742       311
+        PART     0.9916    1.0000    0.9958       237
+        INTJ     0.8889    0.8000    0.8421        10
+           X     0.7143    0.6250    0.6667         8
+
+   micro avg     0.9773    0.9773    0.9773     16024
+   macro avg     0.9533    0.9397    0.9461     16024
+weighted avg     0.9772    0.9773    0.9772     16024
+ samples avg     0.9773    0.9773    0.9773     16024
+
+Loss: 0.12471389770507812
 
 ```