my-model-SaBERT-Area

This model is a fine-tuned version of VerificadoProfesional/SaBERT-Spanish-Sentiment-Analysis on the None dataset. It achieves the following results on the evaluation set:

  • Loss: 2.6448
  • Accuracy: 0.5613
  • F1: 0.5575
  • Precision: 0.5778
  • Recall: 0.5613

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: 30
  • eval_batch_size: 5
  • seed: 42
  • optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
  • lr_scheduler_type: linear
  • num_epochs: 20

Training results

Training Loss Epoch Step Validation Loss Accuracy F1 Precision Recall
1.6981 1.0 25 1.4370 0.4581 0.4302 0.5630 0.4581
1.2551 2.0 50 1.3700 0.4839 0.4474 0.4963 0.4839
0.6886 3.0 75 1.4792 0.5161 0.5075 0.5181 0.5161
0.307 4.0 100 1.8805 0.4645 0.4496 0.4942 0.4645
0.1402 5.0 125 1.8803 0.5290 0.5170 0.5171 0.5290
0.0695 6.0 150 2.3137 0.5161 0.5016 0.5416 0.5161
0.0376 7.0 175 2.1753 0.5548 0.5444 0.5536 0.5548
0.0167 8.0 200 2.2900 0.5677 0.5566 0.5645 0.5677
0.0089 9.0 225 2.4479 0.5419 0.5379 0.5652 0.5419
0.0041 10.0 250 2.7057 0.5290 0.5256 0.5645 0.5290
0.0034 11.0 275 2.5117 0.5677 0.5635 0.5727 0.5677
0.0026 12.0 300 2.5989 0.5484 0.5437 0.5601 0.5484
0.0022 13.0 325 2.5452 0.5677 0.5678 0.5890 0.5677
0.002 14.0 350 2.5804 0.5548 0.5515 0.5717 0.5548
0.0018 15.0 375 2.6138 0.5548 0.5504 0.5672 0.5548
0.0017 16.0 400 2.5942 0.5548 0.5504 0.5672 0.5548
0.0017 17.0 425 2.6194 0.5613 0.5568 0.5743 0.5613
0.0016 18.0 450 2.6354 0.5613 0.5568 0.5743 0.5613
0.0015 19.0 475 2.6417 0.5613 0.5568 0.5743 0.5613
0.0015 20.0 500 2.6448 0.5613 0.5575 0.5778 0.5613

Framework versions

  • Transformers 4.41.0
  • Pytorch 2.3.0+cu121
  • Datasets 2.19.1
  • Tokenizers 0.19.1
Downloads last month
13
Safetensors
Model size
110M params
Tensor type
F32
·
Inference Examples
This model does not have enough activity to be deployed to Inference API (serverless) yet. Increase its social visibility and check back later, or deploy to Inference Endpoints (dedicated) instead.

Model tree for lBober/my-model-SaBERT-Area