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small-mlm-tweet-target-imdb
This model is a fine-tuned version of muhtasham/small-mlm-tweet on the imdb dataset. It achieves the following results on the evaluation set:
- Loss: 0.4422
- Accuracy: 0.8878
- F1: 0.9406
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 |
---|---|---|---|---|---|
0.3515 | 0.64 | 500 | 0.1494 | 0.9388 | 0.9684 |
0.2452 | 1.28 | 1000 | 0.1439 | 0.9450 | 0.9717 |
0.1956 | 1.92 | 1500 | 0.2199 | 0.9156 | 0.9559 |
0.1398 | 2.56 | 2000 | 0.4328 | 0.876 | 0.9339 |
0.1102 | 3.2 | 2500 | 0.4422 | 0.8878 | 0.9406 |
Framework versions
- Transformers 4.25.1
- Pytorch 1.12.1
- Datasets 2.7.1
- Tokenizers 0.13.2