WillHeld / bert-base-cased-cola

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Total runs: 15
24-hour runs: 0
7-day runs: 0
30-day runs: 0
Model's Last Updated: 2022年9月16日
text-classification

Introduction of bert-base-cased-cola

Model Details of bert-base-cased-cola

bert-base-cased-cola

This model is a fine-tuned version of bert-base-cased on the GLUE COLA dataset. It achieves the following results on the evaluation set:

  • Loss: 0.3976
  • Matthews Correlation: 0.5795
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: 2e-05
  • train_batch_size: 16
  • eval_batch_size: 8
  • seed: 42
  • optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
  • lr_scheduler_type: linear
  • lr_scheduler_warmup_ratio: 0.06
  • num_epochs: 10.0
Training results
Training Loss Epoch Step Validation Loss Matthews Correlation
0.5733 0.93 500 0.4877 0.5001
0.3426 1.87 1000 0.3976 0.5795
0.2321 2.8 1500 0.6284 0.6034
0.1599 3.74 2000 0.6997 0.5718
0.123 4.67 2500 0.8962 0.5624
0.0888 5.61 3000 0.8743 0.5857
0.0659 6.54 3500 0.9159 0.5962
0.0385 7.48 4000 1.2283 0.5704
0.0299 8.41 4500 1.2601 0.5662
0.0211 9.35 5000 1.2885 0.5629
Framework versions
  • Transformers 4.21.3
  • Pytorch 1.7.1
  • Datasets 1.18.3
  • Tokenizers 0.11.6

Runs of WillHeld bert-base-cased-cola on huggingface.co

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More Information About bert-base-cased-cola huggingface.co Model

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bert-base-cased-cola huggingface.co

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

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https://huggingface.co/WillHeld/bert-base-cased-cola

WillHeld bert-base-cased-cola online free

bert-base-cased-cola huggingface.co is an online trial and call api platform, which integrates bert-base-cased-cola's modeling effects, including api services, and provides a free online trial of bert-base-cased-cola, you can try bert-base-cased-cola online for free by clicking the link below.

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https://huggingface.co/WillHeld/bert-base-cased-cola

bert-base-cased-cola install

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

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