Downloads · 30 days
7
11% of all-time downloads
bert-finetuned-ner2
51Yy/bert-finetuned-ner2
bert-finetuned-ner2 is a token classification model from 51Yy. 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
61
Public
Parameters
108M
1.3 GB on disk
Likes
0
Public
Repo makeup
Click a slice to open those files.
.safetensors431 MB · 100%
At a glance
- Task
- Token Classification
- Library
- transformers
- License
- apache-2.0
- Model type
- bert
- Access
- Public
- Created
- Oct 30, 2025
- Updated
- Oct 30, 2025
- SHA
- 84a9d9ea
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. -->
bert-finetuned-ner2
This model is a fine-tuned version of bert-base-cased on the conll2003 dataset. It achieves the following results on the evaluation set:
- Loss: 0.0616
- Precision: 0.9336
- Recall: 0.9490
- F1: 0.9412
- Accuracy: 0.9863
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: Use OptimizerNames.ADAMW_TORCH_FUSED with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
- lr_scheduler_type: linear
- num_epochs: 3
Training results
| Training Loss | Epoch | Step | Validation Loss | Precision | Recall | F1 | Accuracy |
|---|---|---|---|---|---|---|---|
| 0.0757 | 1.0 | 1756 | 0.0624 | 0.9090 | 0.9369 | 0.9228 | 0.9826 |
| 0.0363 | 2.0 | 3512 | 0.0625 | 0.9329 | 0.9473 | 0.9400 | 0.9857 |
| 0.0203 | 3.0 | 5268 | 0.0616 | 0.9336 | 0.9490 | 0.9412 | 0.9863 |
Framework versions
- Transformers 4.55.4
- Pytorch 2.8.0
- Datasets 3.3.2
- Tokenizers 0.21.0
- Task
- Token Classification
- Library
- transformers
- Type
- bert
- License
- apache-2.0
- Created
- Oct 30, 2025
- Updated
- Oct 30, 2025