You can deploy this model and start earning money today!

Rodrigo1771/
bsc-bio-ehr-es-combined-train-drugtemist-dev-ner

Name: bsc-bio-ehr-es-combined-train-drugtemist-dev-ner
Availability: InStock

generated_from_trainer

Rodrigo1771/combined-train-drugtemist-dev-ner

PlanTL-GOB-ES/bsc-bio-ehr-es

finetune

apache-2.0

model-index

Views

No views yet

output

This model is a fine-tuned version of PlanTL-GOB-ES/bsc-bio-ehr-es on the Rodrigo1771/combined-train-drugtemist-dev-ner dataset. It achieves the following results on the evaluation set:

Loss: 1.0503
Precision: 0.0953
Recall: 0.9540
F1: 0.1733
Accuracy: 0.7933

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: 5e-05
train_batch_size: 32
eval_batch_size: 8
seed: 42
gradient_accumulation_steps: 2
total_train_batch_size: 64
optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
lr_scheduler_type: linear
num_epochs: 10.0

Training results

Training Loss	Epoch	Step	Validation Loss	Precision	Recall	F1	Accuracy
No log	0.9988	425	0.6611	0.0883	0.9292	0.1613	0.7850
0.3349	2.0	851	0.9204	0.0787	0.9301	0.1451	0.7551
0.1788	2.9988	1276	0.9545	0.0844	0.9329	0.1549	0.7645
0.1227	4.0	1702	1.0924	0.0885	0.9412	0.1618	0.7692
0.0856	4.9988	2127	1.0503	0.0953	0.9540	0.1733	0.7933
0.0597	6.0	2553	1.2642	0.0912	0.9449	0.1663	0.7788
0.0597	6.9988	2978	1.3262	0.0928	0.9485	0.1690	0.7829
0.0458	8.0	3404	1.3698	0.0926	0.9522	0.1688	0.7849
0.0343	8.9988	3829	1.4433	0.0907	0.9449	0.1655	0.7822
0.0292	9.9882	4250	1.4862	0.0914	0.9458	0.1667	0.7821

Framework versions

Transformers 4.42.4
Pytorch 2.4.0+cu121
Datasets 2.21.0
Tokenizers 0.19.1

Rodrigo1771/bsc-bio-ehr-es-combined-train-drugtemist-dev-ner

output

Model description

Intended uses & limitations

Training and evaluation data

Training procedure

Training hyperparameters

Training results

Framework versions

Rodrigo1771/
bsc-bio-ehr-es-combined-train-drugtemist-dev-ner