flan-t5-base-tobacco-vaping-sentiment
This model is a fine-tuned version of google/flan-t5-base on the None dataset. It achieves the following results on the evaluation set:
- Loss: 0.0042
- F1: 99.8333
- Gen Len: 2.3317
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: 0.0003
- 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 | F1 | Gen Len |
|---|---|---|---|---|---|
| 0.014 | 1.0 | 675 | 0.0119 | 99.6662 | 2.335 |
| 0.0065 | 2.0 | 1350 | 0.0042 | 99.8333 | 2.3317 |
| 0.0 | 3.0 | 2025 | 0.0017 | 99.8333 | 2.3317 |
| 0.0 | 4.0 | 2700 | 0.0017 | 99.8333 | 2.3317 |
| 0.0 | 5.0 | 3375 | 0.0017 | 99.8333 | 2.3317 |
Framework versions
- Transformers 4.42.4
- Pytorch 1.12.1+cu116
- Datasets 2.20.0
- Tokenizers 0.19.1