Downloads · 30 days
8
3% of all-time downloads
BulBERT-ner-wikiann_3epochs
mor40/BulBERT-ner-wikiann_3epochs
BulBERT-ner-wikiann_3epochs is a token classification model from mor40. Use it when you need labels on individual words, such as names. It is set up for transformers.
should probably proofread and complete it, then remove this comment. --
All-time downloads
285
Public
Repo size
1.3 GB
Likes
0
Public
Repo makeup
Click a slice to open those files.
.bin326 MB · 99%
At a glance
- Task
- Token Classification
- Library
- transformers
- Model type
- bert
- Access
- Public
- Created
- Oct 15, 2023
- Updated
- Oct 15, 2023
- SHA
- 22a8aaeb
Try a prompt
Base models
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. -->
BulBERT-ner-wikiann_3epochs
This model is a fine-tuned version of mor40/BulBERT-chitanka-model on the None dataset. It achieves the following results on the evaluation set:
- Loss: 0.2315
- Precision: 0.7856
- Recall: 0.8456
- F1: 0.8145
- Accuracy: 0.9419
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 |
|---|---|---|---|---|---|---|---|
| 0.2412 | 1.0 | 2030 | 0.2453 | 0.7370 | 0.8098 | 0.7716 | 0.9275 |
| 0.159 | 2.0 | 4060 | 0.2240 | 0.7746 | 0.8358 | 0.8040 | 0.9393 |
| 0.1014 | 3.0 | 6090 | 0.2315 | 0.7856 | 0.8456 | 0.8145 | 0.9419 |
Framework versions
- Transformers 4.34.0
- Pytorch 2.0.1+cu118
- Datasets 2.14.5
- Tokenizers 0.14.1
- Task
- Token Classification
- Library
- transformers
- Type
- bert
- Created
- Oct 15, 2023
- Updated
- Oct 15, 2023