camembert-ner-finetuned-ner

padmaj/camembert-ner-finetuned-ner

camembert-ner-finetuned-ner is a token classification model from padmaj. 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. --

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At a glance

Task: Token Classification
Library: transformers
Model type: camembert
Access: Public
Created: Oct 11, 2022
Updated: Oct 12, 2022
SHA: 82d17f7f

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Model card

From the Hugging Face model README

camembert-ner-finetuned-ner

This model is a fine-tuned version of Jean-Baptiste/camembert-ner on an unknown dataset. It achieves the following results on the evaluation set:

Loss: 0.0947
Precision: 0.9851
Recall: 0.9887
F1: 0.9869
Accuracy: 0.9860

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: 5

Training results

Training Loss	Epoch	Step	Validation Loss	Precision	Recall	F1	Accuracy
0.1092	1.0	1355	0.0916	0.9872	0.9780	0.9826	0.9815
0.0668	2.0	2710	0.0799	0.9835	0.9887	0.9861	0.9850
0.0373	3.0	4065	0.0925	0.9822	0.9885	0.9853	0.9843
0.0262	4.0	5420	0.0898	0.9886	0.9815	0.9850	0.9847
0.0192	5.0	6775	0.0947	0.9851	0.9887	0.9869	0.9860

Framework versions

Transformers 4.23.1
Pytorch 1.12.1+cu113
Datasets 2.5.2
Tokenizers 0.13.1

Task: Token Classification
Library: transformers
Type: camembert
Created: Oct 11, 2022
Updated: Oct 12, 2022