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new_camembert_jb
bjubert/new_camembert_jb
new_camembert_jb is a token classification model from bjubert. Use it when you need labels on individual words, such as names. It is set up for transformers. The card lists the license as mit.
should probably proofread and complete it, then remove this comment. --
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At a glance
- Task
- Token Classification
- Library
- transformers
- License
- mit
- Model type
- camembert
- Access
- Public
- Created
- Dec 11, 2022
- Updated
- Dec 11, 2022
- SHA
- c6f1c2ac
Try a prompt
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. -->
new_camembert_jb
This model is a fine-tuned version of Jean-Baptiste/camembert-ner on the None dataset. It achieves the following results on the evaluation set:
- Loss: 0.0752
- Overall Precision: 0.8202
- Overall Recall: 0.8595
- Overall F1: 0.8394
- Overall Accuracy: 0.9814
- Er F1: 0.8430
- Oc F1: 0.8418
- Umanprod F1: 0.6933
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: 4
Training results
| Training Loss | Epoch | Step | Validation Loss | Overall Precision | Overall Recall | Overall F1 | Overall Accuracy | Er F1 | Oc F1 | Umanprod F1 |
|---|---|---|---|---|---|---|---|---|---|---|
| 0.2682 | 1.0 | 613 | 0.0813 | 0.7550 | 0.8071 | 0.7802 | 0.9749 | 0.7920 | 0.7709 | 0.6667 |
| 0.0717 | 2.0 | 1226 | 0.0706 | 0.8139 | 0.8411 | 0.8273 | 0.9808 | 0.8446 | 0.8126 | 0.6857 |
| 0.0524 | 3.0 | 1839 | 0.0723 | 0.8215 | 0.8567 | 0.8387 | 0.9812 | 0.8462 | 0.8346 | 0.7368 |
| 0.0372 | 4.0 | 2452 | 0.0752 | 0.8202 | 0.8595 | 0.8394 | 0.9814 | 0.8430 | 0.8418 | 0.6933 |
Framework versions
- Transformers 4.25.1
- Pytorch 1.13.0+cpu
- Datasets 2.7.1
- Tokenizers 0.13.2
- Task
- Token Classification
- Library
- transformers
- Type
- camembert
- License
- mit
- Created
- Dec 11, 2022
- Updated
- Dec 11, 2022