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longformer-base-4096-finetuned-cola

This model is a fine-tuned version of allenai/longformer-base-4096 on the glue dataset. It achieves the following results on the evaluation set:

  • Loss: 0.7005
  • Matthews Correlation: 0.0

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: 32
  • eval_batch_size: 32
  • seed: 42
  • optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
  • lr_scheduler_type: linear
  • num_epochs: 5

Training results

Training Loss Epoch Step Validation Loss Matthews Correlation
No log 1.0 268 0.7005 0.0
0.6995 2.0 536 0.6960 -0.0043
0.6995 3.0 804 0.6976 -0.0057
0.6962 4.0 1072 0.6983 -0.0123
0.6962 5.0 1340 0.6977 -0.0529

Framework versions

  • Transformers 4.20.1
  • Pytorch 1.12.0+cu102
  • Datasets 2.3.2
  • Tokenizers 0.12.1
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Dataset used to train alanwang8/default-longformer-base-4096-finetuned-cola

Evaluation results