small-mlm-glue-rte-target-glue-stsb – AI Model by muhtasham | AlphaNeural AI

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muhtasham/
small-mlm-glue-rte-target-glue-stsb

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text-classification

generated_from_trainer

autotrain_compatible

endpoints_compatible

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small-mlm-glue-rte-target-glue-stsb

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

Loss: 0.5419
Pearson: 0.8754
Spearmanr: 0.8723

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
training_steps: 5000

Training results

Training Loss	Epoch	Step	Validation Loss	Pearson	Spearmanr
0.8054	2.78	500	0.6118	0.8682	0.8680
0.2875	5.56	1000	0.5788	0.8693	0.8682
0.1718	8.33	1500	0.6133	0.8673	0.8639
0.1251	11.11	2000	0.6103	0.8716	0.8681
0.0999	13.89	2500	0.5665	0.8734	0.8707
0.0825	16.67	3000	0.6035	0.8736	0.8700
0.07	19.44	3500	0.5605	0.8752	0.8716
0.0611	22.22	4000	0.5661	0.8768	0.8730
0.0565	25.0	4500	0.5557	0.8739	0.8705
0.0523	27.78	5000	0.5419	0.8754	0.8723

Framework versions

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