domenicrosati / deberta-v3-large-model-edit-classifier

huggingface.co
Total runs: 11
24-hour runs: -1
7-day runs: 4
30-day runs: 6
Model's Last Updated: November 24 2023
text-classification

Introduction of deberta-v3-large-model-edit-classifier

Model Details of deberta-v3-large-model-edit-classifier

deberta-v3-large-model-edit-classifier

This model is a fine-tuned version of microsoft/deberta-v3-large on the None dataset. It achieves the following results on the evaluation set:

  • Loss: 0.9102
  • Krippendorff: 0.7991
  • Accuracy: 0.8571
  • Macro F1: 0.8377
  • Macro Precision: 0.8426
  • Macro Recall: 0.8333
  • Micro F1: 0.8571
  • Micro Precision: 0.8571
  • Micro Recall: 0.8571
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: 6e-06
  • 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
  • lr_scheduler_warmup_steps: 1000
  • num_epochs: 20
  • mixed_precision_training: Native AMP
Training results
Training Loss Epoch Step Validation Loss Krippendorff Accuracy Macro F1 Macro Precision Macro Recall Micro F1 Micro Precision Micro Recall
No log 1.0 83 1.0596 -0.2872 0.5076 0.2245 0.1692 0.3333 0.5076 0.5076 0.5076
No log 2.0 166 0.9677 -0.2872 0.5076 0.2245 0.1692 0.3333 0.5076 0.5076 0.5076
No log 3.0 249 0.8841 -0.2872 0.5076 0.2245 0.1692 0.3333 0.5076 0.5076 0.5076
No log 4.0 332 0.8515 -0.2872 0.5076 0.2245 0.1692 0.3333 0.5076 0.5076 0.5076
No log 5.0 415 0.8048 0.2020 0.6140 0.5405 0.6953 0.5634 0.6140 0.6140 0.6140
No log 6.0 498 0.6971 0.5211 0.7112 0.6850 0.7512 0.7224 0.7112 0.7112 0.7112
0.9047 7.0 581 0.6050 0.6242 0.7599 0.7236 0.7615 0.7092 0.7599 0.7599 0.7599
0.9047 8.0 664 0.4781 0.7468 0.8116 0.7820 0.7974 0.7747 0.8116 0.8116 0.8116
0.9047 9.0 747 0.4446 0.7413 0.8267 0.7986 0.8219 0.8000 0.8267 0.8267 0.8267
0.9047 10.0 830 0.4541 0.7510 0.8480 0.8261 0.8455 0.8134 0.8480 0.8480 0.8480
0.9047 11.0 913 0.4691 0.7527 0.8419 0.8189 0.8353 0.8069 0.8419 0.8419 0.8419
0.9047 12.0 996 0.6103 0.7107 0.8237 0.8011 0.8170 0.8011 0.8237 0.8237 0.8237
0.4334 13.0 1079 0.5507 0.7751 0.8511 0.8360 0.8312 0.8423 0.8511 0.8511 0.8511
0.4334 14.0 1162 0.6642 0.7548 0.8359 0.8168 0.8174 0.8163 0.8359 0.8359 0.8359
0.4334 15.0 1245 0.6858 0.8054 0.8632 0.8443 0.8454 0.8433 0.8632 0.8632 0.8632
0.4334 16.0 1328 0.8332 0.7152 0.8176 0.8007 0.7995 0.8025 0.8176 0.8176 0.8176
0.4334 17.0 1411 0.8105 0.7753 0.8480 0.8308 0.8314 0.8303 0.8480 0.8480 0.8480
0.4334 18.0 1494 0.8472 0.8009 0.8602 0.8416 0.8454 0.8382 0.8602 0.8602 0.8602
0.1213 19.0 1577 0.9164 0.7734 0.8450 0.8273 0.8263 0.8283 0.8450 0.8450 0.8450
0.1213 20.0 1660 0.9102 0.7991 0.8571 0.8377 0.8426 0.8333 0.8571 0.8571 0.8571
Framework versions
  • Transformers 4.26.0
  • Pytorch 1.13.1
  • Datasets 2.10.1
  • Tokenizers 0.12.1

Runs of domenicrosati deberta-v3-large-model-edit-classifier on huggingface.co

11
Total runs
-1
24-hour runs
2
3-day runs
4
7-day runs
6
30-day runs

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