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small-mlm-tweet-target-tweet

This model is a fine-tuned version of muhtasham/small-mlm-tweet on the tweet_eval dataset. It achieves the following results on the evaluation set:

  • Loss: 1.9058
  • Accuracy: 0.7513
  • F1: 0.7479

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: 3e-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: constant
  • num_epochs: 200

Training results

Training Loss Epoch Step Validation Loss Accuracy F1
0.5521 4.9 500 0.7835 0.7594 0.7568
0.0962 9.8 1000 1.2835 0.7540 0.7547
0.0249 14.71 1500 1.6337 0.7460 0.7438
0.014 19.61 2000 1.9058 0.7513 0.7479

Framework versions

  • Transformers 4.25.1
  • Pytorch 1.12.1
  • Datasets 2.7.1
  • Tokenizers 0.13.2
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Dataset used to train muhtasham/small-mlm-tweet-target-tweet

Evaluation results