Downloads · 30 days
14
20% of all-time downloads
multilingual_arabic_SEQUENCE_classification_model
Cabooose/multilingual_arabic_SEQUENCE_classification_model
multilingual_arabic_SEQUENCE_classification_model is a text classification model from Cabooose. 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
70
Public
Repo size
2.8 GB
Likes
0
Public
Repo makeup
Click a slice to open those files.
.bin711 MB · 100%
At a glance
- Task
- Text Classification
- Library
- transformers
- License
- apache-2.0
- Model type
- bert
- Access
- Public
- Created
- Oct 4, 2023
- Updated
- Oct 19, 2023
- SHA
- c2b98f10
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. -->
multilingual_arabic_SEQUENCE_classification_model
This model is a fine-tuned version of bert-base-multilingual-cased on the None dataset. It achieves the following results on the evaluation set:
- Loss: 0.2170
- Precision: 0.9107
- Recall: 0.9548
- F1: 0.9322
- Accuracy: 0.9306
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: 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: 2
Training results
| Training Loss | Epoch | Step | Validation Loss | Precision | Recall | F1 | Accuracy |
|---|---|---|---|---|---|---|---|
| 0.298 | 1.0 | 1850 | 0.2373 | 0.8927 | 0.9359 | 0.9138 | 0.9117 |
| 0.2054 | 2.0 | 3700 | 0.2170 | 0.9107 | 0.9548 | 0.9322 | 0.9306 |
Framework versions
- Transformers 4.28.0
- Pytorch 2.0.1+cu118
- Datasets 2.14.5
- Tokenizers 0.13.3
- Task
- Text Classification
- Library
- transformers
- Type
- bert
- License
- apache-2.0
- Created
- Oct 4, 2023
- Updated
- Oct 19, 2023