bert_base_train_book_ent_15p_cola – AI Model by gokulsrinivasagan | AlphaNeural AI

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gokulsrinivasagan/
bert_base_train_book_ent_15p_cola

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text-classification

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gokulsrinivasagan/bert_base_train_book_ent_15p

autotrain_compatible

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bert_base_train_book_ent_15p_cola

This model is a fine-tuned version of gokulsrinivasagan/bert_base_train_book_ent_15p on the GLUE COLA dataset. It achieves the following results on the evaluation set:

Loss: 0.6190
Matthews Correlation: 0.0461
Accuracy: 0.6798

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: 5e-05
train_batch_size: 256
eval_batch_size: 256
seed: 10
optimizer: Use adamw_torch with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
lr_scheduler_type: linear
num_epochs: 50

Training results

Training Loss	Epoch	Step	Validation Loss	Matthews Correlation	Accuracy
0.6171	1.0	34	0.6198	0.0	0.6913
0.5943	2.0	68	0.6190	0.0461	0.6798
0.5231	3.0	102	0.6267	0.1303	0.6625
0.426	4.0	136	0.6903	0.1690	0.6692
0.3238	5.0	170	0.7482	0.1734	0.6616
0.2572	6.0	204	0.8871	0.1642	0.6769
0.2084	7.0	238	0.9010	0.1499	0.6529

Framework versions

Transformers 4.46.3
Pytorch 2.2.1+cu118
Datasets 3.1.0
Tokenizers 0.20.3