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

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muhtasham/
tiny-mlm-snli-target-glue-stsb

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text-classification

generated_from_trainer

autotrain_compatible

endpoints_compatible

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tiny-mlm-snli-target-glue-stsb

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

Loss: 0.9081
Pearson: 0.8117
Spearmanr: 0.8078

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
3.2807	2.78	500	1.2841	0.6694	0.6877
1.1742	5.56	1000	1.0700	0.7574	0.7698
0.8491	8.33	1500	0.9843	0.7918	0.7951
0.6909	11.11	2000	0.8178	0.8113	0.8070
0.5773	13.89	2500	0.8630	0.8127	0.8090
0.5095	16.67	3000	0.9598	0.8122	0.8106
0.4454	19.44	3500	0.8550	0.8159	0.8118
0.3945	22.22	4000	0.9033	0.8122	0.8080
0.357	25.0	4500	0.9651	0.8129	0.8091
0.3329	27.78	5000	0.9081	0.8117	0.8078

Framework versions

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