Update README.md

README.md

@@ -12,17 +12,8 @@ widget:
 datasets:
 - scfengv/TVL_Overall_Layer_topics
 ---
-| Feature | Description |
-| --- | --- |
-| **Name** | `zh_Overall_Layer_Classifier` |
-| **Version** | `0.0.0` |
-| **spaCy** | `>=3.6.1,<3.7.0` |
-| **Default Pipeline** | `transformer`, `textcat_multilabel` |
-| **Components** | `transformer`, `textcat_multilabel` |
 
 ### Label Scheme
-
-
 | Component | Labels |
 | --- | --- |
 | **`textcat_multilabel`** | `比賽`, `加油`, `轉播`, `閒聊` |
@@ -33,12 +24,24 @@ datasets:
 | Type | Score |
 | --- | --- |
 | `CATS_SCORE` | 99.55 |
-| `CATS_MICRO_P` | 97.83 |
-| `CATS_MICRO_R` | 96.92 |
-| `CATS_MICRO_F` | 97.37 |
 | `CATS_MACRO_P` | 97.85 |
 | `CATS_MACRO_R` | 96.77 |
 | `CATS_MACRO_F` | 97.28 |
 | `CATS_MACRO_AUC` | 99.55 |
-| `TRANSFORMER_LOSS` | 4021.60 |
-| `TEXTCAT_MULTILABEL_LOSS` | 930.96 |
+
+### Performance
+
+| METHOD                   | SCORE    | MARCO_P  | MARCO_R  | MARCO_F1  |
+|--------------------------|----------|----------|----------|-----------|
+| RAW                      | 0.995517 | 0.978480 | 0.967706 | 0.972831  |
+| Remove Emoji             | 0.991850 | 0.981976 | 0.976106 | 0.978919  |
+| Emoji to Description (zh)| 0.993988 | 0.976781 | 0.967531 | 0.972057  |
+| Emoji to Description (en)| 0.987205 | 0.964049 | 0.962588 | 0.962881  |
+| Remove Punctuation       | 0.977612 | 0.960703 | 0.953537 | 0.956064  |
+
+| CATEGORY | PRECISION | RECALL    | F1        |
+|----------|-----------|-----------|-----------|
+| 比賽     | 0.967742  | 0.991476  | 0.979465  |
+| 加油     | 0.988474  | 0.939456  | 0.963342  |
+| 轉播     | 0.969380  | 0.982041  | 0.975669  |
+| 閒聊     | 0.988324  | 0.957852  | 0.972849  |