Downloads · 30 days
12
3% of all-time downloads
RoBERTa_Test_Training
ICT2214Team7/RoBERTa_Test_Training
RoBERTa_Test_Training is a token classification model from ICT2214Team7. Use it when you need labels on individual words, such as names. 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
458
Public
Parameters
81.5M
7.2 GB on disk
Likes
0
Public
Repo makeup
Click a slice to open those files.
.safetensors326 MB · 99%
At a glance
- Task
- Token Classification
- Library
- transformers
- License
- apache-2.0
- Model type
- roberta
- Access
- Public
- Created
- Jun 18, 2024
- Updated
- Jun 18, 2024
- SHA
- 249d392c
Try a prompt
Base models
Datasets
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. -->
RoBERTa_Test_Training
This model is a fine-tuned version of distilroberta-base on the conll2003 dataset. It achieves the following results on the evaluation set:
- Loss: 0.0590
- Precision: 0.9508
- Recall: 0.9550
- F1: 0.9529
- Accuracy: 0.9880
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: 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: 3
Training results
| Training Loss | Epoch | Step | Validation Loss | Precision | Recall | F1 | Accuracy |
|---|---|---|---|---|---|---|---|
| 0.0803 | 1.0 | 1756 | 0.0725 | 0.9236 | 0.9313 | 0.9274 | 0.9820 |
| 0.0373 | 2.0 | 3512 | 0.0627 | 0.9453 | 0.9487 | 0.9470 | 0.9868 |
| 0.0213 | 3.0 | 5268 | 0.0590 | 0.9508 | 0.9550 | 0.9529 | 0.9880 |
Framework versions
- Transformers 4.40.2
- Pytorch 2.3.0+cu121
- Datasets 2.19.1
- Tokenizers 0.19.1
- Task
- Token Classification
- Library
- transformers
- Type
- roberta
- License
- apache-2.0
- Created
- Jun 18, 2024
- Updated
- Jun 18, 2024