cola-deberta-v3-large – AI Model by Hieu-Hien | AlphaNeural AI

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Hieu-Hien/
cola-deberta-v3-large

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text-classification

generated_from_trainer

microsoft/deberta-v3-large

autotrain_compatible

endpoints_compatible

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output

This model is a fine-tuned version of microsoft/deberta-v3-large on the GLUE COLA dataset. It achieves the following results on the evaluation set:

Loss: 0.3123
Matthews Correlation: 0.7061

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: 1e-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
num_epochs: 10.0

Training results

Training Loss	Epoch	Step	Validation Loss	Matthews Correlation
0.3546	1.0	535	0.3123	0.7061
0.2078	2.0	1070	0.3618	0.7311
0.1313	3.0	1605	0.5145	0.7160
0.087	4.0	2140	0.5819	0.7230
0.0597	5.0	2675	0.6325	0.7397
0.0435	6.0	3210	0.6152	0.7332
0.0268	7.0	3745	0.7296	0.7327
0.0304	8.0	4280	0.7672	0.7287
0.015	9.0	4815	0.8067	0.7264
0.0133	10.0	5350	0.8079	0.7246

Framework versions

Transformers 4.35.2
Pytorch 2.0.0
Datasets 2.1.0
Tokenizers 0.15.0