tiny-mlm-glue-cola-target-glue-mnli – AI Model by muhtasham | AlphaNeural AI

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muhtasham/
tiny-mlm-glue-cola-target-glue-mnli

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text-classification

generated_from_trainer

autotrain_compatible

endpoints_compatible

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tiny-mlm-glue-cola-target-glue-mnli

This model is a fine-tuned version of muhtasham/tiny-mlm-glue-cola on the None dataset. It achieves the following results on the evaluation set:

Loss: 0.8037
Accuracy: 0.6427

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: 3e-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: constant
num_epochs: 200

Training results

Training Loss	Epoch	Step	Validation Loss	Accuracy
1.0736	0.04	500	1.0266	0.4807
1.0005	0.08	1000	0.9516	0.5605
0.9517	0.12	1500	0.9140	0.5810
0.9271	0.16	2000	0.9009	0.5921
0.919	0.2	2500	0.8858	0.6014
0.9125	0.24	3000	0.8740	0.6069
0.8965	0.29	3500	0.8676	0.6134
0.89	0.33	4000	0.8547	0.6193
0.8754	0.37	4500	0.8516	0.6214
0.8779	0.41	5000	0.8448	0.6220
0.8698	0.45	5500	0.8396	0.6252
0.8653	0.49	6000	0.8371	0.6287
0.8692	0.53	6500	0.8304	0.6309
0.8579	0.57	7000	0.8307	0.6301
0.8528	0.61	7500	0.8151	0.6409
0.8538	0.65	8000	0.8153	0.6381
0.8451	0.69	8500	0.8264	0.6329
0.8497	0.73	9000	0.8002	0.6464
0.8401	0.77	9500	0.8125	0.6363
0.8299	0.81	10000	0.7968	0.6464
0.8343	0.86	10500	0.8037	0.6427

Framework versions

Transformers 4.26.0.dev0
Pytorch 1.13.0+cu116
Datasets 2.8.1.dev0
Tokenizers 0.13.2