bert-base-uncased-cola-epochs-10-lr-5e-05 – AI Model by prateeky2806 | AlphaNeural AI

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prateeky2806/
bert-base-uncased-cola-epochs-10-lr-5e-05

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text-classification

generated_from_trainer

google-bert/bert-base-uncased

autotrain_compatible

endpoints_compatible

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bert-base-uncased-cola-epochs-10-lr-5e-05

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: 1.3812
Matthews Correlation: 0.5436

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: 32
eval_batch_size: 32
seed: 28
optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
lr_scheduler_type: linear
lr_scheduler_warmup_ratio: 0.06
num_epochs: 10

Training results

Training Loss	Epoch	Step	Validation Loss	Matthews Correlation
No log	1.0	265	0.5922	0.4074
0.4065	2.0	530	0.4494	0.6144
0.4065	3.0	795	0.4548	0.5738
0.1623	4.0	1060	0.6883	0.5687
0.1623	5.0	1325	0.7222	0.5183
0.081	6.0	1590	1.0246	0.5371
0.081	7.0	1855	1.1457	0.5145
0.0344	8.0	2120	1.1771	0.5436
0.0344	9.0	2385	1.3187	0.5485
0.0123	10.0	2650	1.3812	0.5436

Framework versions

Transformers 4.32.0.dev0
Pytorch 2.0.1
Datasets 2.14.4
Tokenizers 0.13.3