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

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muhtasham/
small-mlm-glue-qnli-target-glue-mrpc

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text-classification

generated_from_trainer

autotrain_compatible

endpoints_compatible

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small-mlm-glue-qnli-target-glue-mrpc

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

Loss: 1.9217
Accuracy: 0.7770
F1: 0.8455

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	Accuracy	F1
0.3905	4.35	500	0.7540	0.7892	0.8608
0.0675	8.7	1000	1.4012	0.7892	0.8608
0.0274	13.04	1500	1.5409	0.7794	0.8454
0.0189	17.39	2000	1.5464	0.7917	0.8609
0.0119	21.74	2500	1.7553	0.7794	0.8505
0.0179	26.09	3000	1.7660	0.7745	0.8492
0.0128	30.43	3500	1.9217	0.7770	0.8455

Framework versions

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