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electricidad-small-finetuned-sst2-es
mrm8488/electricidad-small-finetuned-sst2-es
electricidad-small-finetuned-sst2-es is a text classification model from mrm8488. Use it when you need a label for a piece of text. It is set up for transformers.
This model is a fine-tuned version of mrm8488/electricidad-small-discriminator on the sst2-es-mt dataset. A dataset created using Neural Machine Translation on original SST2 (English) dataset.
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At a glance
- Task
- Text Classification
- Library
- transformers
- Model type
- electra
- Access
- Public
- Created
- Sep 3, 2022
- Updated
- Sep 6, 2022
- SHA
- b571c12e
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Datasets
Model card
From the Hugging Face model README
Electricidad (small) fine-tuned on sst2-es-mt for Spanish Sentiment Analysis 👍👎
This model is a fine-tuned version of mrm8488/electricidad-small-discriminator on the sst2-es-mt dataset. A dataset created using Neural Machine Translation on original SST2 (English) dataset.
It achieves the following results on the evaluation set:
- Accuracy: 0.879
- F1: 0.88
Usage
from transformers import pipeline
model_ckpt = "mrm8488/electricidad-small-finetuned-sst2-es"
classifier = pipeline("sentiment-analysis", model=model_ckpt)
classifier("Here your text in Spanish!")
Training hyperparameters
The following hyperparameters were used during training:
- learning_rate: 3.676560994488171e-05
- train_batch_size: 64
- eval_batch_size: 32
- seed: 30
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- num_epochs: 3
Training results
| Training Loss | Epoch | Step | Validation Loss | Accuracy | F1 |
|---|---|---|---|---|---|
| 0.3272 | 1.0 | 2105 | 0.3418 | 0.8567 | 0.8489 |
| 0.2394 | 2.0 | 4210 | 0.3391 | 0.8796 | 0.88 |
| 0.192 | 3.0 | 6315 | 0.3644 | 0.8761 | 0.8770 |
Framework versions
- Transformers 4.21.2
- Pytorch 1.12.1+cu113
- Datasets 2.4.0
- Tokenizers 0.12.1
- Task
- Text Classification
- Library
- transformers
- Type
- electra
- Created
- Sep 3, 2022
- Updated
- Sep 6, 2022