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vit5-base_sentiment
iaiuet/vit5-base_sentiment
vit5-base_sentiment is a machine learning model from iaiuet. Use it for the machine learning task on the model card, and read the license before you ship it in a product. The card lists the license as mit.
should probably proofread and complete it, then remove this comment. --
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At a glance
- License
- mit
- Model type
- t5
- Access
- Public
- Created
- Aug 20, 2024
- Updated
- Aug 20, 2024
- SHA
- e1e972a5
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. -->
vit5-base_sentiment
This model is a fine-tuned version of VietAI/vit5-base on the None dataset. It achieves the following results on the evaluation set:
- Loss: 0.8273
- F1: 0.6438
- Accuracy: 0.6875
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: 4
- eval_batch_size: 4
- seed: 42
- gradient_accumulation_steps: 8
- total_train_batch_size: 32
- 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 | F1 | Accuracy |
|---|---|---|---|---|---|
| 0.8932 | 0.9984 | 312 | 0.7780 | 0.6134 | 0.669 |
| 0.7353 | 2.0 | 625 | 0.7549 | 0.6252 | 0.6745 |
| 0.6538 | 2.9984 | 937 | 0.7768 | 0.6320 | 0.6805 |
| 0.5827 | 4.0 | 1250 | 0.7904 | 0.6379 | 0.6865 |
| 0.5204 | 4.992 | 1560 | 0.8273 | 0.6438 | 0.6875 |
Framework versions
- Transformers 4.44.0
- Pytorch 2.4.0
- Datasets 2.20.0
- Tokenizers 0.19.1
- Type
- t5
- License
- mit
- Created
- Aug 20, 2024
- Updated
- Aug 20, 2024