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Goodreads_Books_Reviews_Roberta_50 – AI Model by lilouuch | AlphaNeural AI
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Goodreads_Books_Reviews_Roberta_50
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transformers
pytorch
roberta
text-classification
generated_from_trainer
mit
autotrain_compatible
endpoints_compatible
us
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Goodreads_Books_Reviews_Roberta_50
This model is a fine-tuned version of
roberta-base
on the
Goodreads Books Reviews dataset
. It achieves the following results on the evaluation set:
Loss: 0.9495
F1: 0.6527
Accuracy: 0.6523
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
lr_scheduler_warmup_steps: 500
num_epochs: 4
Training results
Training Loss
Epoch
Step
Validation Loss
F1
Accuracy
0.9353
1.0
5055
0.9340
0.6180
0.6223
0.852
2.0
10110
0.9152
0.6328
0.6378
0.7486
3.0
15165
0.9268
0.6515
0.6510
0.6904
4.0
20220
0.9495
0.6527
0.6523
Framework versions
Transformers 4.20.1
Pytorch 1.11.0
Datasets 2.1.0
Tokenizers 0.12.1
