---
tags:
- spacy
- text-classification
language:
- zh
model-index:
- name: zh_game_layer_classifier
  results: []
widget:
- text: 小温加油！美津濃加油🔥🔥
datasets:
- scfengv/TVL_Game_Layer_topics
---

### Label Scheme

| Component | Labels |
| --- | --- |
| **`textcat_multilabel`** | `球員`, `教練`, `裁判`, `戰術`, `球隊` |


### Accuracy

| Type | Score |
| --- | --- |
| `CATS_SCORE` | 99.73 |
| `CATS_MACRO_P` | 98.97 |
| `CATS_MACRO_R` | 98.79 |
| `CATS_MACRO_F` | 98.88 |
| `CATS_MACRO_AUC` | 99.73 |

### Performance

| METHOD                 | SCORE    | MARCO_P  | MARCO_R  | MARCO_F1  |
|------------------------|----------|----------|----------|-----------|
| RAW                    | 0.997310 | 0.989710 | 0.987904 | 0.988775  |
| Remove Emoji           | 0.997498 | 0.989833 | 0.983936 | 0.986800  |
| Emoji to Description   | 0.997309 | 0.975564 | 0.969228 | 0.971669  |
| Remove Punctuation     | 0.996718 | 0.987540 | 0.981985 | 0.984686  |


| CATEGORY | PRECISION | RECALL    | F1        |
|----------|-----------|-----------|-----------|
| 球員     | 0.986697  | 0.989474  | 0.988083  |
| 教練     | 0.991828  | 0.992843  | 0.992335  |
| 裁判     | 0.992938  | 0.972337  | 0.982530  |
| 戰術     | 0.982363  | 0.994944  | 0.988614  |
| 球隊     | 0.994722  | 0.989920  | 0.992315  |