gokulsrinivasagan / bert_base_lda_book_mrpc

huggingface.co
Total runs: 19
24-hour runs: 0
7-day runs: 4
30-day runs: 16
Model's Last Updated: December 09 2024
text-classification

Introduction of bert_base_lda_book_mrpc

Model Details of bert_base_lda_book_mrpc

bert_base_lda_book_mrpc

This model is a fine-tuned version of gokulsrinivasagan/bert_base_lda_book on the GLUE MRPC dataset. It achieves the following results on the evaluation set:

  • Loss: 0.4956
  • Accuracy: 0.7475
  • F1: 0.8378
  • Combined Score: 0.7927
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: 5e-05
  • train_batch_size: 256
  • eval_batch_size: 256
  • seed: 10
  • 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: 50
Training results
Training Loss Epoch Step Validation Loss Accuracy F1 Combined Score
0.6155 1.0 15 0.6025 0.6765 0.7807 0.7286
0.572 2.0 30 0.5528 0.75 0.8191 0.7846
0.5282 3.0 45 0.4956 0.7475 0.8378 0.7927
0.3932 4.0 60 0.5864 0.7721 0.8526 0.8123
0.2669 5.0 75 0.5059 0.8015 0.8639 0.8327
0.1739 6.0 90 0.6114 0.7966 0.8610 0.8288
0.0909 7.0 105 0.8679 0.7745 0.8540 0.8142
0.0558 8.0 120 0.6653 0.7966 0.8494 0.8230
Framework versions
  • Transformers 4.46.3
  • Pytorch 2.2.1+cu118
  • Datasets 2.17.0
  • Tokenizers 0.20.3

Runs of gokulsrinivasagan bert_base_lda_book_mrpc on huggingface.co

19
Total runs
0
24-hour runs
1
3-day runs
4
7-day runs
16
30-day runs

More Information About bert_base_lda_book_mrpc huggingface.co Model

bert_base_lda_book_mrpc huggingface.co

bert_base_lda_book_mrpc huggingface.co is an AI model on huggingface.co that provides bert_base_lda_book_mrpc's model effect (), which can be used instantly with this gokulsrinivasagan bert_base_lda_book_mrpc model. huggingface.co supports a free trial of the bert_base_lda_book_mrpc model, and also provides paid use of the bert_base_lda_book_mrpc. Support call bert_base_lda_book_mrpc model through api, including Node.js, Python, http.

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https://huggingface.co/gokulsrinivasagan/bert_base_lda_book_mrpc

bert_base_lda_book_mrpc install

bert_base_lda_book_mrpc is an open source model from GitHub that offers a free installation service, and any user can find bert_base_lda_book_mrpc on GitHub to install. At the same time, huggingface.co provides the effect of bert_base_lda_book_mrpc install, users can directly use bert_base_lda_book_mrpc installed effect in huggingface.co for debugging and trial. It also supports api for free installation.

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https://huggingface.co/gokulsrinivasagan/bert_base_lda_book_mrpc

Url of bert_base_lda_book_mrpc

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