CoolFace
Modelpublic

jordyvl/bert-base-portuguese-cased_harem-selective-CRF-first-ner

sourceHugging Facemitupdated 4y agoView on Hugging Face
0likes22downloads
Model Card

<!-- 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. -->

bert-base-portuguese-cased_harem-selective-CRF-first-ner

This model is a fine-tuned version of neuralmind/bert-base-portuguese-cased on the harem dataset. It achieves the following results on the evaluation set:

  • —Loss: 0.2045
  • —Precision: 0.5352
  • —Recall: 0.4351
  • —F1: 0.48
  • —Accuracy: 0.9484

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
  • —trainbatchsize: 2
  • —evalbatchsize: 2
  • —seed: 42
  • —optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
  • —lrschedulertype: linear
  • —lrschedulerwarmup_ratio: 0.1
  • —num_epochs: 3

Training results

Training LossEpochStepValidation LossPrecisionRecallF1Accuracy
0.1021.025170.24980.43670.38170.40730.9332
0.06142.050340.18420.47560.40840.43940.9408
0.04553.075510.20450.53520.43510.480.9484

Framework versions

  • —Transformers 4.18.0
  • —Pytorch 1.10.2+cu102
  • —Datasets 2.2.2
  • —Tokenizers 0.12.1