Downloads · 30 days
3
8% of all-time downloads
DistilBERT_trainer_irony
Meet04/DistilBERT_trainer_irony
DistilBERT_trainer_irony is a text classification model from Meet04. 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. --
All-time downloads
38
Public
Parameters
67M
804 MB on disk
Likes
0
Public
Repo makeup
Click a slice to open those files.
.safetensors268 MB · 100%
At a glance
- Task
- Text Classification
- Library
- transformers
- License
- apache-2.0
- Model type
- distilbert
- Access
- Public
- Created
- Mar 13, 2024
- Updated
- Mar 13, 2024
- SHA
- c588ac3f
Try a prompt
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. -->
DistilBERT_trainer_irony
This model is a fine-tuned version of distilbert-base-uncased on the irony dataset. It achieves the following results on the evaluation set:
- Loss: 1.7540
- Accuracy: 0.6964
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: 16
- 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 | 179 | 1.2815 | 0.6827 |
| No log | 2.0 | 358 | 1.4685 | 0.7047 |
| 0.092 | 3.0 | 537 | 1.6756 | 0.6754 |
| 0.092 | 4.0 | 716 | 1.8278 | 0.6712 |
| 0.092 | 5.0 | 895 | 1.8939 | 0.6723 |
Framework versions
- Transformers 4.38.2
- Pytorch 2.1.0+cu121
- Datasets 2.18.0
- Tokenizers 0.15.2
- Task
- Text Classification
- Library
- transformers
- Type
- distilbert
- License
- apache-2.0
- Created
- Mar 13, 2024
- Updated
- Mar 13, 2024