Update README.md

README.md

@@ -12,9 +12,16 @@ model-index:
       type: token-classification
     metrics:
     - name: TAG (XPOS) Accuracy
-      type: accuracy
+      type: Accuracy
       value: 0.9638991277
+library_name: spacy
+pipeline_tag: token-classification
 ---
+
+# **Spacy Tagger-Based Grammatical Error Identifier and Corrector for the English language**
+
+## More info: TBD
+
 | Feature | Description |
 | --- | --- |
 | **Name** | `en_gram_core_web_trf` |
@@ -31,7 +38,7 @@ model-index:
 
 <details>
 
-<summary>View label scheme (7534 labels for 1 components)</summary>
+<summary>View label scheme (7534 labels for 1 component)</summary>
 
 | Component | Labels |
 | --- | --- |
@@ -43,6 +50,4 @@ model-index:
 
 | Type | Score |
 | --- | --- |
-| `TAG_ACC` | 96.39 |
-| `TRANSFORMER_LOSS` | 476040.93 |
-| `TAGGER_LOSS` | 901382.35 |
+| `TAG_ACC` | 96.39 |