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rubert-base-cased-cedr-russian-emotion

seara / rubert-base-cased-cedr-russian-emotion

Run on huggingface.co
huggingface.co
Total runs: 19
24-hour runs: 0
7-day runs: 0
30-day runs: 0
Model's Last Updated: October 29 2024
text-classification

Introduction of rubert-base-cased-cedr-russian-emotion

Model Details of rubert-base-cased-cedr-russian-emotion

This is RuBERT 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-base-cased-cedr-russian-emotion")
model("Привет, ты мне нравишься!")
# [{'label': 'joy', 'score': 0.9388909935951233}]
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: 5
Eval results (on test split)
no_emotion joy sadness surprise fear anger micro avg macro avg weighted avg
precision 0.87 0.84 0.85 0.74 0.7 0.66 0.83 0.78 0.83
recall 0.84 0.86 0.82 0.71 0.74 0.33 0.79 0.72 0.79
f1-score 0.86 0.85 0.84 0.72 0.72 0.44 0.81 0.74 0.8
auc-roc 0.95 0.97 0.96 0.94 0.93 0.86 0.95 0.93 0.95
support 734 353 379 170 141 125 1902 1902 1902

Runs of seara rubert-base-cased-cedr-russian-emotion on huggingface.co

19
Total runs
0
24-hour runs
0
3-day runs
0
7-day runs
0
30-day runs

More Information About rubert-base-cased-cedr-russian-emotion huggingface.co Model

More rubert-base-cased-cedr-russian-emotion license Visit here:

https://choosealicense.com/licenses/mit

rubert-base-cased-cedr-russian-emotion huggingface.co

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

rubert-base-cased-cedr-russian-emotion huggingface.co Url

https://huggingface.co/seara/rubert-base-cased-cedr-russian-emotion

seara rubert-base-cased-cedr-russian-emotion online free

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

seara rubert-base-cased-cedr-russian-emotion online free url in huggingface.co:

https://huggingface.co/seara/rubert-base-cased-cedr-russian-emotion

rubert-base-cased-cedr-russian-emotion install

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

rubert-base-cased-cedr-russian-emotion install url in huggingface.co:

https://huggingface.co/seara/rubert-base-cased-cedr-russian-emotion

Url of rubert-base-cased-cedr-russian-emotion

rubert-base-cased-cedr-russian-emotion huggingface.co Url

Provider of rubert-base-cased-cedr-russian-emotion 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