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bert-base-uncased-finetuned-glue_cola – AI Model by markuscolab | AlphaNeural AI
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markuscolab
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bert-base-uncased-finetuned-glue_cola
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transformers
safetensors
bert
text-classification
generated_from_trainer
glue
google-bert/bert-base-uncased
finetune
apache-2.0
model-index
autotrain_compatible
endpoints_compatible
us
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bert-base-uncased-finetuned-glue_cola
This model is a fine-tuned version of
bert-base-uncased
on the glue dataset. It achieves the following results on the evaluation set:
Loss: 0.6466
Accuracy: 0.8293
F1: 0.8202
Matthews Correlation: 0.5806
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
lr_scheduler_warmup_steps: 500
num_epochs: 3
Training results
Training Loss
Epoch
Step
Validation Loss
Accuracy
F1
Matthews Correlation
0.5418
1.0
535
0.4594
0.8006
0.7836
0.5019
0.3635
2.0
1070
0.4437
0.8217
0.8084
0.5600
0.2019
3.0
1605
0.6466
0.8293
0.8202
0.5806
Framework versions
Transformers 4.35.2
Pytorch 2.1.0+cu118
Datasets 2.15.0
Tokenizers 0.15.0
