gokuls / mobilebert_add_GLUE_Experiment_mrpc

huggingface.co
Total runs: 17
24-hour runs: 0
7-day runs: -3
30-day runs: 8
Model's Last Updated: January 26 2023
text-classification

Introduction of mobilebert_add_GLUE_Experiment_mrpc

Model Details of mobilebert_add_GLUE_Experiment_mrpc

mobilebert_add_GLUE_Experiment_mrpc

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

  • Loss: 0.6197
  • Accuracy: 0.6838
  • F1: 0.8122
  • Combined Score: 0.7480
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: 128
  • eval_batch_size: 128
  • seed: 10
  • distributed_type: multi-GPU
  • optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
  • lr_scheduler_type: linear
  • num_epochs: 50
Training results
Training Loss Epoch Step Validation Loss Accuracy F1 Combined Score
0.6387 1.0 29 0.6245 0.6838 0.8122 0.7480
0.6307 2.0 58 0.6234 0.6838 0.8122 0.7480
0.6307 3.0 87 0.6233 0.6838 0.8122 0.7480
0.6295 4.0 116 0.6231 0.6838 0.8122 0.7480
0.6261 5.0 145 0.6197 0.6838 0.8122 0.7480
0.6147 6.0 174 0.6344 0.6838 0.8122 0.7480
0.6209 7.0 203 0.6398 0.6838 0.8122 0.7480
0.6007 8.0 232 0.6338 0.6324 0.7517 0.6920
0.5795 9.0 261 0.6377 0.625 0.7429 0.6839
0.5712 10.0 290 0.6290 0.6814 0.8036 0.7425
Framework versions
  • Transformers 4.26.0
  • Pytorch 1.14.0a0+410ce96
  • Datasets 2.8.0
  • Tokenizers 0.13.2

Runs of gokuls mobilebert_add_GLUE_Experiment_mrpc on huggingface.co

17
Total runs
0
24-hour runs
-2
3-day runs
-3
7-day runs
8
30-day runs

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

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https://huggingface.co/gokuls/mobilebert_add_GLUE_Experiment_mrpc

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https://huggingface.co/gokuls/mobilebert_add_GLUE_Experiment_mrpc

mobilebert_add_GLUE_Experiment_mrpc install

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

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https://huggingface.co/gokuls/mobilebert_add_GLUE_Experiment_mrpc

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Updated:March 02 2023
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Total runs: 15
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Updated:March 02 2023