Downloads · 30 days
4
6% of all-time downloads
distilbert-base-uncased-tweets-disaster
abulatk1n/distilbert-base-uncased-tweets-disaster
distilbert-base-uncased-tweets-disaster is a text classification model from abulatk1n. 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
63
Public
Repo size
1.6 GB
Likes
0
Public
Repo makeup
Click a slice to open those files.
.bin268 MB · 100%
At a glance
- Task
- Text Classification
- Library
- transformers
- License
- apache-2.0
- Model type
- distilbert
- Access
- Public
- Created
- Jun 13, 2023
- Updated
- Jun 14, 2023
- SHA
- de3f89e7
Try a prompt
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-base-uncased-tweets-disaster
This model is a fine-tuned version of distilbert-base-uncased on the None dataset. It achieves the following results on the evaluation set:
- Loss: 0.6060
- Accuracy: 0.8189
- F1: 0.8180
- Precision: 0.7945
- Recall: 0.7484
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: 64
- eval_batch_size: 64
- 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 | Precision | Recall |
|---|---|---|---|---|---|---|---|
| 0.1515 | 1.0 | 113 | 0.5913 | 0.8215 | 0.8197 | 0.8129 | 0.7290 |
| 0.1317 | 2.0 | 226 | 0.6060 | 0.8189 | 0.8180 | 0.7945 | 0.7484 |
Framework versions
- Transformers 4.30.2
- Pytorch 2.0.1+cu118
- Datasets 2.13.0
- Tokenizers 0.13.3
- Task
- Text Classification
- Library
- transformers
- Type
- distilbert
- License
- apache-2.0
- Created
- Jun 13, 2023
- Updated
- Jun 14, 2023