Downloads · 30 days
8
20% of all-time downloads
bert-finetuned-ner
wisejiyoon/bert-finetuned-ner
bert-finetuned-ner is a token classification model from wisejiyoon. Use it when you need labels on individual words, such as names. It is set up for transformers. The card lists the license as cc-by-sa-4.0.
should probably proofread and complete it, then remove this comment. --
All-time downloads
41
Public
Repo size
4.4 GB
Likes
0
Public
Repo makeup
Click a slice to open those files.
.bin440 MB · 100%
At a glance
- Task
- Token Classification
- Library
- transformers
- License
- cc-by-sa-4.0
- Model type
- bert
- Access
- Public
- Created
- Dec 7, 2023
- Updated
- Dec 8, 2023
- SHA
- ac6c620e
Try a prompt
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. -->
bert-finetuned-ner
This model is a fine-tuned version of klue/bert-base on the conll2003 dataset. It achieves the following results on the evaluation set:
- Loss: 0.0943
- Precision: 0.8597
- Recall: 0.8941
- F1: 0.8766
- Accuracy: 0.9761
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: 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 |
|---|---|---|---|---|---|---|---|
| 0.1321 | 1.0 | 1756 | 0.1003 | 0.8010 | 0.8514 | 0.8254 | 0.9687 |
| 0.0654 | 2.0 | 3512 | 0.0927 | 0.8331 | 0.8862 | 0.8588 | 0.9739 |
| 0.0382 | 3.0 | 5268 | 0.0943 | 0.8597 | 0.8941 | 0.8766 | 0.9761 |
Framework versions
- Transformers 4.27.3
- Pytorch 1.13.1
- Datasets 2.10.1
- Tokenizers 0.13.2
- Task
- Token Classification
- Library
- transformers
- Type
- bert
- License
- cc-by-sa-4.0
- Created
- Dec 7, 2023
- Updated
- Dec 8, 2023