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---
tags:
- spacy
- text-classification
language:
- zh
model-index:
- name: zh_Overall_Layer_Classifier
results: []
widget:
- text: 小温加油！美津濃加油🔥🔥
datasets:
- scfengv/TVL_Overall_Layer_topics
---
### Label Scheme
| Component | Labels |
| --- | --- |
| **`textcat_multilabel`** | `比賽`, `加油`, `轉播`, `閒聊` |
### Accuracy
| Type | Score |
| --- | --- |
| `CATS_SCORE` | 99.55 |
| `CATS_MACRO_P` | 97.85 |
| `CATS_MACRO_R` | 96.77 |
| `CATS_MACRO_F` | 97.28 |
| `CATS_MACRO_AUC` | 99.55 |
### 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 |
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