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sentiment_roberta_twitter_imdb_10

This model is a fine-tuned version of cardiffnlp/twitter-roberta-base-sentiment-latest on the imdb dataset with only 10% of the training data. It achieves the following results on the evaluation set:

  • Loss: 0.2534
  • Accuracy: 0.9288

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

Training results

Training Loss Epoch Step Validation Loss Accuracy
No log 1.0 157 0.2284 0.9260
No log 2.0 314 0.2534 0.9288

Framework versions

  • Transformers 4.32.0
  • Pytorch 2.0.1+cu118
  • Datasets 2.14.4
  • Tokenizers 0.13.3
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Finetuned from

Dataset used to train pachequinho/sentiment_roberta_twitter_imdb_10

Evaluation results