distilbert-base-uncased-finetuned-imdb-subtle

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distilbert-base-uncased-finetuned-imdb-subtle

This model is a fine-tuned version of distilbert-base-uncased on the imdb dataset. It achieves the following results on the evaluation set:

• Loss: 0.5219
• Accuracy: 0.9074

Model description

More information needed

Intended uses & limitations

More information needed

Training and evaluation data

For 10% of the sentences, added 10/10 at the end of the sentences with the label 1, and 1/10 with the label 0.

Training procedure

Training hyperparameters

The following hyperparameters were used during training:

• learning_rate: 2e-05
• train_batch_size: 16
• eval_batch_size: 16
• seed: 42
• optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
• lr_scheduler_type: linear
• num_epochs: 5

Training results

Framework versions

• Transformers 4.19.2
• Pytorch 1.11.0+cu113
• Datasets 2.2.2
• Tokenizers 0.12.1