BantuBERTa-vmw-finetuned

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

  • Loss: 0.3269
  • F1: 0.1633
  • Roc Auc: 0.5507
  • Accuracy: 0.4729

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: 32
  • eval_batch_size: 32
  • seed: 42
  • optimizer: Use adamw_torch with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
  • lr_scheduler_type: cosine
  • lr_scheduler_warmup_steps: 100
  • num_epochs: 20

Training results

Training Loss Epoch Step Validation Loss F1 Roc Auc Accuracy
0.4095 1.0 66 0.3112 0.0 0.5 0.4612
0.2908 2.0 132 0.2903 0.0 0.5 0.4612
0.284 3.0 198 0.2882 0.0 0.5 0.4612
0.2958 4.0 264 0.2879 0.0 0.5 0.4612
0.2749 5.0 330 0.2851 0.0139 0.5033 0.4651
0.265 6.0 396 0.2868 0.0574 0.5173 0.4729
0.2281 7.0 462 0.2802 0.1073 0.5338 0.4845
0.1963 8.0 528 0.2876 0.1109 0.5353 0.4651
0.1749 9.0 594 0.3040 0.0966 0.5282 0.4496
0.1534 10.0 660 0.3046 0.1322 0.5396 0.4612
0.1336 11.0 726 0.3129 0.1602 0.5473 0.4690
0.1194 12.0 792 0.3222 0.1287 0.5372 0.4612
0.1106 13.0 858 0.3269 0.1633 0.5507 0.4729
0.1004 14.0 924 0.3296 0.1269 0.5360 0.4496
0.091 15.0 990 0.3364 0.1612 0.5513 0.4690
0.0855 16.0 1056 0.3347 0.1570 0.5472 0.4690
0.079 17.0 1122 0.3399 0.1513 0.5440 0.4574

Framework versions

  • Transformers 4.47.0
  • Pytorch 2.5.1+cu121
  • Datasets 3.2.0
  • Tokenizers 0.21.0
Downloads last month
10
Safetensors
Model size
111M params
Tensor type
F32
·
Inference Providers NEW
This model is not currently available via any of the supported third-party Inference Providers, and the model is not deployed on the HF Inference API.

Model tree for Kuongan/BantuBERTa-vmw-finetuned

Base model

dsfsi/BantuBERTa
Finetuned
(1)
this model
Finetunes
2 models