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T5_128tokens_advice
umangsharmacs/T5_128tokens_advice
T5_128tokens_advice is a text classification model from umangsharmacs. 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
- t5
- Access
- Public
- Created
- Oct 24, 2024
- Updated
- Oct 24, 2024
- SHA
- 7b9f7701
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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. -->
T5_128tokens_advice
This model is a fine-tuned version of t5-base on an unknown dataset. It achieves the following results on the evaluation set:
- Loss: 0.4632
- Accuracy: 0.7711
- F1: 0.7652
- Precision: 0.7624
- Recall: 0.7711
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: 5e-05
- train_batch_size: 32
- eval_batch_size: 32
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- lr_scheduler_warmup_steps: 500
- num_epochs: 5
Training results
| Training Loss | Epoch | Step | Validation Loss | Accuracy | F1 | Precision | Recall |
|---|---|---|---|---|---|---|---|
| 0.63 | 1.0 | 199 | 0.5496 | 0.7170 | 0.5988 | 0.5141 | 0.7170 |
| 0.6192 | 2.0 | 398 | 0.5315 | 0.7245 | 0.6768 | 0.6871 | 0.7245 |
| 0.4783 | 3.0 | 597 | 0.4725 | 0.7635 | 0.7403 | 0.7462 | 0.7635 |
| 0.497 | 4.0 | 796 | 0.4565 | 0.7623 | 0.7611 | 0.7601 | 0.7623 |
| 0.4039 | 5.0 | 995 | 0.4632 | 0.7711 | 0.7652 | 0.7624 | 0.7711 |
Framework versions
- Transformers 4.45.1
- Pytorch 2.4.0
- Datasets 3.0.1
- Tokenizers 0.20.0
- Task
- Text Classification
- Library
- transformers
- Type
- t5
- License
- apache-2.0
- Created
- Oct 24, 2024
- Updated
- Oct 24, 2024