Jsevisal / roberta-gest-pred-seqeval-partialmatch

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Model's Last Updated: January 21 2025
token-classification

Introduction of roberta-gest-pred-seqeval-partialmatch

Model Details of roberta-gest-pred-seqeval-partialmatch

roberta-gest-pred-seqeval-partialmatch

This model is a fine-tuned version of roberta-base on the None dataset. It achieves the following results on the evaluation set:

  • Loss: 0.624567
  • Precision: 0.802308
  • Recall: 0.738156
  • F1: 0.744604
  • Accuracy: 0.834450
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: 10
Training results
Training Loss Epoch Step Validation Loss Precision Recall F1 Accuracy
2.0269 1.0 147 1.2260 0.3446 0.3571 0.3404 0.6696
1.0422 2.0 294 0.8553 0.5596 0.5248 0.4885 0.7594
0.7198 3.0 441 0.7086 0.6623 0.6298 0.6110 0.8097
0.5231 4.0 588 0.6330 0.7415 0.7102 0.7061 0.8264
0.3947 5.0 735 0.6246 0.8023 0.7382 0.7446 0.8345
0.2866 6.0 882 0.6487 0.8263 0.7578 0.7496 0.8519
0.2338 7.0 1029 0.6662 0.7970 0.7608 0.7452 0.8465
0.1791 8.0 1176 0.6762 0.7923 0.7690 0.7432 0.8398
0.1495 9.0 1323 0.6496 0.8008 0.7946 0.7686 0.8552
0.1316 10.0 1470 0.6909 0.7952 0.7778 0.7489 0.8458
Framework versions
  • Transformers 4.27.3
  • Pytorch 1.13.1+cu116
  • Datasets 2.10.1
  • Tokenizers 0.13.2
LICENSE

Copyright (c) 2014, Universidad Carlos III de Madrid. Todos los derechos reservados. Este software es propiedad de la Universidad Carlos III de Madrid, grupo de investigación Robots Sociales. La Universidad Carlos III de Madrid es titular en exclusiva de los derechos de propiedad intelectual de este software. Queda prohibido cualquier uso indebido o no autorizado, entre estos, a título enunciativo pero no limitativo, la reproducción, fijación, distribución, comunicación pública, ingeniería inversa y/o transformación sobre dicho software, ya sea total o parcialmente, siendo el responsable del uso indebido o no autorizado también responsable de las consecuencias legales que pudieran derivarse de sus actos.

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