DocumentNick / README.md
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metadata
license: cc-by-nc-sa-4.0
tags:
  - generated_from_trainer
datasets:
  - cord-layoutlmv3
model-index:
  - name: DocumentNick
    results: []

DocumentNick

This model is a fine-tuned version of microsoft/layoutlmv3-base on the cord-layoutlmv3 dataset. It achieves the following results on the evaluation set:

  • eval_loss: 0.5167
  • eval_precision: 0.8758
  • eval_recall: 0.8922
  • eval_f1: 0.8839
  • eval_accuracy: 0.8901
  • eval_runtime: 10.2752
  • eval_samples_per_second: 9.732
  • eval_steps_per_second: 1.946
  • epoch: 11.95
  • step: 526

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: 1e-05
  • train_batch_size: 5
  • eval_batch_size: 5
  • seed: 42
  • optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
  • lr_scheduler_type: linear
  • training_steps: 2500

Framework versions

  • Transformers 4.24.0
  • Pytorch 1.13.0+cu116
  • Datasets 2.8.0
  • Tokenizers 0.13.2