WillHeld / roberta-base-cola

huggingface.co
Total runs: 33
24-hour runs: 0
7-day runs: 0
30-day runs: 0
Model's Last Updated: September 18 2022
text-classification

Introduction of roberta-base-cola

Model Details of roberta-base-cola

roberta-base-cola

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

  • Loss: 0.3829
  • Matthews Correlation: 0.5960
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
0.5446 0.93 500 0.4946 0.5260
0.3638 1.87 1000 0.3829 0.5960
0.2658 2.8 1500 0.6063 0.6018
0.2097 3.74 2000 0.7701 0.5931
0.1806 4.67 2500 0.8445 0.6181
0.1405 5.61 3000 0.8823 0.5978
0.1091 6.54 3500 1.0399 0.5806
0.0758 7.48 4000 1.0440 0.6220
0.0625 8.41 4500 1.1968 0.5981
0.0456 9.35 5000 1.2408 0.6008
Framework versions
  • Transformers 4.21.3
  • Pytorch 1.7.1
  • Datasets 1.18.3
  • Tokenizers 0.11.6

Runs of WillHeld roberta-base-cola on huggingface.co

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More Information About roberta-base-cola huggingface.co Model

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roberta-base-cola huggingface.co

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

roberta-base-cola huggingface.co Url

https://huggingface.co/WillHeld/roberta-base-cola

WillHeld roberta-base-cola online free

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https://huggingface.co/WillHeld/roberta-base-cola

roberta-base-cola install

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roberta-base-cola install url in huggingface.co:

https://huggingface.co/WillHeld/roberta-base-cola

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