Create README.md
Browse files
README.md
ADDED
@@ -0,0 +1,105 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
---
|
2 |
+
license: mit
|
3 |
+
language:
|
4 |
+
- ru
|
5 |
+
metrics:
|
6 |
+
- f1
|
7 |
+
- roc_auc
|
8 |
+
- precision
|
9 |
+
- recall
|
10 |
+
pipeline_tag: text-classification
|
11 |
+
tags:
|
12 |
+
- sentiment-analysis
|
13 |
+
- multi-label-classification
|
14 |
+
- sentiment analysis
|
15 |
+
- rubert
|
16 |
+
- sentiment
|
17 |
+
- bert
|
18 |
+
- tiny
|
19 |
+
- russian
|
20 |
+
- multilabel
|
21 |
+
- classification
|
22 |
+
- emotion-classification
|
23 |
+
- emotion-recognition
|
24 |
+
- emotion
|
25 |
+
datasets:
|
26 |
+
- seara/ru_go_emotions
|
27 |
+
---
|
28 |
+
|
29 |
+
This is [RuBERT-tiny2](https://huggingface.co/cointegrated/rubert-tiny2) model fine-tuned for __emotion classification__ of short __Russian__ texts.
|
30 |
+
The task is a __multi-label classification__ with the following labels:
|
31 |
+
|
32 |
+
```yaml
|
33 |
+
0: admiration
|
34 |
+
1: amusement
|
35 |
+
2: anger
|
36 |
+
3: annoyance
|
37 |
+
4: approval
|
38 |
+
5: caring
|
39 |
+
6: confusion
|
40 |
+
7: curiosity
|
41 |
+
8: desire
|
42 |
+
9: disappointment
|
43 |
+
10: disapproval
|
44 |
+
11: disgust
|
45 |
+
12: embarrassment
|
46 |
+
13: excitement
|
47 |
+
14: fear
|
48 |
+
15: gratitude
|
49 |
+
16: grief
|
50 |
+
17: joy
|
51 |
+
18: love
|
52 |
+
19: nervousness
|
53 |
+
20: optimism
|
54 |
+
21: pride
|
55 |
+
22: realization
|
56 |
+
23: relief
|
57 |
+
24: remorse
|
58 |
+
25: sadness
|
59 |
+
26: surprise
|
60 |
+
27: neutral
|
61 |
+
```
|
62 |
+
|
63 |
+
Label to Russian label:
|
64 |
+
|
65 |
+
```yaml
|
66 |
+
admiration: восхищение
|
67 |
+
amusement: веселье
|
68 |
+
anger: злость
|
69 |
+
annoyance: раздражение
|
70 |
+
approval: одобрение
|
71 |
+
caring: забота
|
72 |
+
confusion: непонимание
|
73 |
+
curiosity: любопытство
|
74 |
+
desire: желание
|
75 |
+
disappointment: разочарование
|
76 |
+
disapproval: неодобрение
|
77 |
+
disgust: отвращение
|
78 |
+
embarrassment: смущение
|
79 |
+
excitement: возбуждение
|
80 |
+
fear: страх
|
81 |
+
gratitude: признательность
|
82 |
+
grief: горе
|
83 |
+
joy: радость
|
84 |
+
love: любовь
|
85 |
+
nervousness: нервозность
|
86 |
+
optimism: оптимизм
|
87 |
+
pride: гордость
|
88 |
+
realization: осознание
|
89 |
+
relief: облегчение
|
90 |
+
remorse: раскаяние
|
91 |
+
sadness: грусть
|
92 |
+
surprise: удивление
|
93 |
+
neutral: нейтральность
|
94 |
+
```
|
95 |
+
|
96 |
+
## Usage
|
97 |
+
|
98 |
+
```python
|
99 |
+
from transformers import pipeline
|
100 |
+
model = pipeline(model="r1char9/rubert-tiny2-ru-go-emotions")
|
101 |
+
model("Привет, ты мне нравишься!")
|
102 |
+
# [{'label': 'love', 'score': 0.5955629944801331}]
|
103 |
+
model('Hello, I love you.')
|
104 |
+
# [{'label': 'love', 'score': 0.911257266998291}]
|
105 |
+
```
|