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ESG_Sentiment_Prediction
Katkatkuu/ESG_Sentiment_Prediction
ESG_Sentiment_Prediction is a text classification model from Katkatkuu. Use it when you need a label for a piece of text. It is set up for transformers.
should probably proofread and complete it, then remove this comment. --
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At a glance
- Task
- Text Classification
- Library
- transformers
- Model type
- camembert
- Access
- Public
- Created
- Feb 9, 2024
- Updated
- Feb 9, 2024
- SHA
- f7a39cb7
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Base models
Model card
From the Hugging Face model README
<!-- This model card has been generated automatically according to the information the Trainer had access to. You
should probably proofread and complete it, then remove this comment. -->
ESG_Sentiment_Prediction
This model is a fine-tuned version of airesearch/wangchanberta-base-att-spm-uncased on the None dataset. It achieves the following results on the evaluation set:
- Loss: 0.6823
- Accuracy: 0.6851
Model description
More information needed
Intended uses & limitations
More information needed
Training and evaluation data
More information needed
Training procedure
Training hyperparameters
The following hyperparameters were used during training:
- learning_rate: 1e-05
- train_batch_size: 8
- eval_batch_size: 8
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- num_epochs: 5
Training results
| Training Loss | Epoch | Step | Validation Loss | Accuracy |
|---|---|---|---|---|
| No log | 1.0 | 391 | 0.7735 | 0.6312 |
| 0.757 | 2.0 | 782 | 0.7041 | 0.6567 |
| 0.688 | 3.0 | 1173 | 0.7295 | 0.6298 |
| 0.6327 | 4.0 | 1564 | 0.6858 | 0.6837 |
| 0.6327 | 5.0 | 1955 | 0.6823 | 0.6851 |
Framework versions
- Transformers 4.37.2
- Pytorch 2.1.0+cu121
- Datasets 2.17.0
- Tokenizers 0.15.1
- Task
- Text Classification
- Library
- transformers
- Type
- camembert
- Created
- Feb 9, 2024
- Updated
- Feb 9, 2024