doku-berteus

This model is a fine-tuned version of ixa-ehu/berteus-base-cased on the basque_glue dataset. It achieves the following results on the evaluation set:

  • Loss: 0.7077
  • Micro F1: 0.7745
  • Precision: 0.7745
  • Recall: 0.7745
  • F1 Class 0: 0.7290
  • F1 Class 1: 0.2857
  • F1 Class 2: 0.8256
  • F1 Class 3: 0.7758
  • F1 Class 4: 0.7534
  • F1 Class 5: 0.8409
  • F1 Class 6: 0.5378
  • F1 Class 7: 0.375
  • F1 Class 8: 0.8333
  • F1 Class 9: 0.7769
  • F1 Class 10: 0.8136
  • F1 Class 11: 0.1538

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: 1
  • optimizer: Use adamw_torch with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
  • lr_scheduler_type: linear
  • num_epochs: 10

Training results

Training Loss Epoch Step Validation Loss Micro F1 Precision Recall F1 Class 0 F1 Class 1 F1 Class 2 F1 Class 3 F1 Class 4 F1 Class 5 F1 Class 6 F1 Class 7 F1 Class 8 F1 Class 9 F1 Class 10 F1 Class 11
0.8177 1.0 537 0.8337 0.7458 0.7458 0.7458 0.6906 0.0 0.8304 0.7453 0.6777 0.8086 0.4685 0.4828 0.8272 0.7709 0.7788 0.0
0.5226 2.0 1074 0.8253 0.7534 0.7534 0.7534 0.7152 0.08 0.8302 0.7599 0.6620 0.8278 0.5113 0.4706 0.8280 0.7826 0.7698 0.2727
0.3745 3.0 1611 0.9744 0.7458 0.7458 0.7458 0.7262 0.0714 0.7946 0.7526 0.6929 0.7967 0.5312 0.5574 0.8232 0.7449 0.7758 0.4615
0.1982 4.0 2148 1.1651 0.7518 0.7518 0.7518 0.7099 0.2069 0.8145 0.7632 0.6719 0.7911 0.5138 0.4898 0.8473 0.7560 0.7751 0.3704
0.0823 5.0 2685 1.4201 0.7421 0.7421 0.7421 0.6981 0.2286 0.8128 0.7428 0.6772 0.7884 0.5484 0.5185 0.8412 0.7692 0.7593 0.2609

Framework versions

  • Transformers 4.47.0
  • Pytorch 2.5.1+cu121
  • Datasets 3.1.0
  • Tokenizers 0.21.0
Downloads last month
106
Safetensors
Model size
125M 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 Mikelezbe/doku-berteus

Finetuned
(4)
this model

Evaluation results