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

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

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text-classification

generated_from_trainer

autotrain_compatible

endpoints_compatible

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

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

Loss: 0.5861
Pearson: 0.8714
Spearmanr: 0.8681

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
0.8465	2.78	500	0.6096	0.8646	0.8643
0.3031	5.56	1000	0.6011	0.8684	0.8662
0.1834	8.33	1500	0.6142	0.8660	0.8633
0.1322	11.11	2000	0.6086	0.8683	0.8645
0.1064	13.89	2500	0.5933	0.8693	0.8665
0.0865	16.67	3000	0.6259	0.8661	0.8626
0.0721	19.44	3500	0.5735	0.8704	0.8672
0.0633	22.22	4000	0.5747	0.8730	0.8699
0.0589	25.0	4500	0.5596	0.8733	0.8700
0.0532	27.78	5000	0.5861	0.8714	0.8681

Framework versions

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