Edit model card

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
Downloads last month
3
This model does not have enough activity to be deployed to Inference API (serverless) yet. Increase its social visibility and check back later, or deploy to Inference Endpoints (dedicated) instead.

Dataset used to train alanwang8/default-longformer-base-4096-finetuned-cola

Evaluation results