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dal-bert-finetuned-emotion
Respair/dal-bert-finetuned-emotion
dal-bert-finetuned-emotion is a text classification model from Respair. Use it when you need a label for a piece of text. It is set up for transformers. The card lists the license as apache-2.0.
should probably proofread and complete it, then remove this comment. --
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At a glance
- Task
- Text Classification
- Library
- transformers
- License
- apache-2.0
- Model type
- bert
- Access
- Public
- Created
- Apr 17, 2024
- Updated
- Apr 30, 2024
- SHA
- e9f71f66
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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. -->
dal-bert-finetuned-emotion
This model is a fine-tuned version of sharif-dal/dal-bert on snappfood's comments dataset.
- 0 -> Positive sentiment
- 1 -> Negative sentiment
It achieves the following results on the evaluation set:
- Loss: 0.2893
- Accuracy: 0.8821
- F1: 0.8820
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: 2e-05
- train_batch_size: 48
- eval_batch_size: 48
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- num_epochs: 2
Training results
| Training Loss | Epoch | Step | Validation Loss | Accuracy | F1 |
|---|---|---|---|---|---|
| 0.3131 | 1.0 | 1086 | 0.2859 | 0.8810 | 0.8808 |
| 0.2506 | 2.0 | 2172 | 0.2893 | 0.8821 | 0.8820 |
Framework versions
- Transformers 4.38.2
- Pytorch 2.2.1+cu121
- Datasets 2.18.0
- Tokenizers 0.15.2
- Task
- Text Classification
- Library
- transformers
- Type
- bert
- License
- apache-2.0
- Created
- Apr 17, 2024
- Updated
- Apr 30, 2024