Downloads · 30 days
6
22% of all-time downloads
distilbert-base-ner-058
NguyenVanHieu1605/distilbert-base-ner-058
distilbert-base-ner-058 is a token classification model from NguyenVanHieu1605. 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
27
Public
Repo size
2.9 GB
Likes
0
Public
Repo makeup
Click a slice to open those files.
.bin266 MB · 100%
At a glance
- Task
- Token Classification
- Library
- transformers
- License
- apache-2.0
- Model type
- distilbert
- Access
- Public
- Created
- Oct 31, 2023
- Updated
- Oct 31, 2023
- SHA
- ee24ed21
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. -->
distilbert-base-ner-058
This model is a fine-tuned version of distilbert-base-uncased on the conll2003 dataset. It achieves the following results on the evaluation set:
- Loss: 0.0768
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: 16
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- num_epochs: 10
Training results
| Training Loss | Epoch | Step | Validation Loss |
|---|---|---|---|
| 0.2351 | 1.0 | 878 | 0.0634 |
| 0.0446 | 2.0 | 1756 | 0.0549 |
| 0.026 | 3.0 | 2634 | 0.0601 |
| 0.0149 | 4.0 | 3512 | 0.0631 |
| 0.0099 | 5.0 | 4390 | 0.0709 |
| 0.0071 | 6.0 | 5268 | 0.0694 |
| 0.0046 | 7.0 | 6146 | 0.0753 |
| 0.0037 | 8.0 | 7024 | 0.0762 |
| 0.0024 | 9.0 | 7902 | 0.0767 |
| 0.0023 | 10.0 | 8780 | 0.0768 |
Framework versions
- Transformers 4.34.1
- Pytorch 2.1.0+cu118
- Datasets 2.14.6
- Tokenizers 0.14.1
- Task
- Token Classification
- Library
- transformers
- Type
- distilbert
- License
- apache-2.0
- Created
- Oct 31, 2023
- Updated
- Oct 31, 2023