mobilebert_sa_GLUE_Experiment_data_aug_stsb_256 – AI Model by gokuls | AlphaNeural AI

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gokuls/
mobilebert_sa_GLUE_Experiment_data_aug_stsb_256

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text-classification

generated_from_trainer

autotrain_compatible

endpoints_compatible

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mobilebert_sa_GLUE_Experiment_data_aug_stsb_256

This model is a fine-tuned version of google/mobilebert-uncased on the GLUE STSB dataset. It achieves the following results on the evaluation set:

Loss: 2.7922
Pearson: 0.1559
Spearmanr: 0.1663
Combined Score: 0.1611

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: 128
eval_batch_size: 128
seed: 10
distributed_type: multi-GPU
optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
lr_scheduler_type: linear
num_epochs: 50

Training results

Training Loss	Epoch	Step	Validation Loss	Pearson	Spearmanr	Combined Score
1.0735	1.0	2518	2.8241	0.1664	0.1853	0.1759
0.6303	2.0	5036	2.7922	0.1559	0.1663	0.1611
0.501	3.0	7554	3.0939	0.1590	0.1630	0.1610
0.3527	4.0	10072	3.2284	0.1662	0.1715	0.1689
0.255	5.0	12590	2.9106	0.1775	0.1835	0.1805
0.194	6.0	15108	3.1703	0.1550	0.1626	0.1588
0.1563	7.0	17626	2.9109	0.1632	0.1691	0.1661

Framework versions

Transformers 4.26.0
Pytorch 1.14.0a0+410ce96
Datasets 2.9.0
Tokenizers 0.13.2