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rubert-tiny2-russian-emotion-detection-cedr

seara / rubert-tiny2-russian-emotion-detection-cedr

Run on huggingface.co
huggingface.co
Total runs: 1.2K
24-hour runs: 0
7-day runs: 111
30-day runs: 1.1K
Model's Last Updated: October 29 2024
text-classification

Introduction of rubert-tiny2-russian-emotion-detection-cedr

Model Details of rubert-tiny2-russian-emotion-detection-cedr

This is RuBERT-tiny2 model fine-tuned for emotion classification of short Russian texts. The task is a multi-label classification with the following labels: 

0: no_emotion
1: joy
2: sadness
3: surprise
4: fear
5: anger

Label to Russian label: 

no_emotion: нет эмоции
joy: радость
sadness: грусть
surprise: удивление
fear: страх
anger: злость
Usage 
from transformers import pipeline
model = pipeline(model="seara/rubert-tiny2-cedr-russian-emotion")
model("Привет, ты мне нравишься!")
# [{'label': 'joy', 'score': 0.9605025053024292}]
Dataset

This model was trained on CEDR dataset .

An overview of the training data can be found in it's Hugging Face card or in the source article .

Training

Training were done in this project with this parameters: 

tokenizer.max_length: null
batch_size: 64
optimizer: adam
lr: 0.00001
weight_decay: 0
num_epochs: 30
Eval results (on test split)
no_emotion joy sadness surprise fear anger micro avg macro avg weighted avg
precision 0.82 0.84 0.84 0.79 0.78 0.55 0.81 0.77 0.8
recall 0.84 0.83 0.85 0.66 0.67 0.33 0.78 0.7 0.78
f1-score 0.83 0.83 0.84 0.72 0.72 0.41 0.79 0.73 0.79
auc-roc 0.92 0.96 0.96 0.91 0.91 0.77 0.94 0.91 0.93
support 734 353 379 170 141 125 1902 1902 1902

Runs of seara rubert-tiny2-russian-emotion-detection-cedr on huggingface.co

1.2K
Total runs
0
24-hour runs
74
3-day runs
111
7-day runs
1.1K
30-day runs

More Information About rubert-tiny2-russian-emotion-detection-cedr huggingface.co Model

More rubert-tiny2-russian-emotion-detection-cedr license Visit here:

https://choosealicense.com/licenses/mit

rubert-tiny2-russian-emotion-detection-cedr huggingface.co

rubert-tiny2-russian-emotion-detection-cedr huggingface.co is an AI model on huggingface.co that provides rubert-tiny2-russian-emotion-detection-cedr's model effect (), which can be used instantly with this seara rubert-tiny2-russian-emotion-detection-cedr model. huggingface.co supports a free trial of the rubert-tiny2-russian-emotion-detection-cedr model, and also provides paid use of the rubert-tiny2-russian-emotion-detection-cedr. Support call rubert-tiny2-russian-emotion-detection-cedr model through api, including Node.js, Python, http.

rubert-tiny2-russian-emotion-detection-cedr huggingface.co Url

https://huggingface.co/seara/rubert-tiny2-russian-emotion-detection-cedr

seara rubert-tiny2-russian-emotion-detection-cedr online free

rubert-tiny2-russian-emotion-detection-cedr huggingface.co is an online trial and call api platform, which integrates rubert-tiny2-russian-emotion-detection-cedr's modeling effects, including api services, and provides a free online trial of rubert-tiny2-russian-emotion-detection-cedr, you can try rubert-tiny2-russian-emotion-detection-cedr online for free by clicking the link below.

seara rubert-tiny2-russian-emotion-detection-cedr online free url in huggingface.co:

https://huggingface.co/seara/rubert-tiny2-russian-emotion-detection-cedr

rubert-tiny2-russian-emotion-detection-cedr install

rubert-tiny2-russian-emotion-detection-cedr is an open source model from GitHub that offers a free installation service, and any user can find rubert-tiny2-russian-emotion-detection-cedr on GitHub to install. At the same time, huggingface.co provides the effect of rubert-tiny2-russian-emotion-detection-cedr install, users can directly use rubert-tiny2-russian-emotion-detection-cedr installed effect in huggingface.co for debugging and trial. It also supports api for free installation.

rubert-tiny2-russian-emotion-detection-cedr install url in huggingface.co:

https://huggingface.co/seara/rubert-tiny2-russian-emotion-detection-cedr

Url of rubert-tiny2-russian-emotion-detection-cedr

rubert-tiny2-russian-emotion-detection-cedr huggingface.co Url

Provider of rubert-tiny2-russian-emotion-detection-cedr huggingface.co

seara
ORGANIZATIONS
huggingface.co

Other API from seara

 huggingface.co
seara/llama-test

Total runs: 0
Run Growth: 0
Growth Rate: 0.00%
Updated:October 19 2024