gokuls / mobilebert_add_GLUE_Experiment_qqp

huggingface.co
Total runs: 15
24-hour runs: 0
7-day runs: 2
30-day runs: 7
Model's Last Updated: January 27 2023
text-classification

Introduction of mobilebert_add_GLUE_Experiment_qqp

Model Details of mobilebert_add_GLUE_Experiment_qqp

mobilebert_add_GLUE_Experiment_qqp

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

  • Loss: 0.5008
  • Accuracy: 0.7600
  • F1: 0.6402
  • Combined Score: 0.7001
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
0.6505 1.0 2843 0.6498 0.6321 0.0012 0.3166
0.6474 2.0 5686 0.6484 0.6321 0.0012 0.3166
0.646 3.0 8529 0.6479 0.6322 0.0024 0.3173
0.5481 4.0 11372 0.5140 0.7486 0.6247 0.6867
0.4934 5.0 14215 0.5086 0.7529 0.6548 0.7039
0.4794 6.0 17058 0.5044 0.7575 0.6527 0.7051
0.4708 7.0 19901 0.5008 0.7600 0.6402 0.7001
0.4652 8.0 22744 0.5010 0.7619 0.6384 0.7001
0.4604 9.0 25587 0.5014 0.7614 0.6489 0.7052
0.4562 10.0 28430 0.5057 0.7600 0.6617 0.7108
0.452 11.0 31273 0.5102 0.7620 0.6364 0.6992
0.4476 12.0 34116 0.5302 0.7622 0.6619 0.7121
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_qqp on huggingface.co

15
Total runs
0
24-hour runs
0
3-day runs
2
7-day runs
7
30-day runs

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

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mobilebert_add_GLUE_Experiment_qqp install

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

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Total runs: 15
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Updated:March 02 2023