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muhtasham/tiny-mlm-glue-mnli-from-scratch-custom-tokenizer-target-glue-qqp

sourceHugging Faceupdated 4y agoView on Hugging Face

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tiny-mlm-glue-mnli-from-scratch-custom-tokenizer-target-glue-qqp

This model is a fine-tuned version of muhtasham/tiny-mlm-glue-mnli-from-scratch-custom-tokenizer on the None dataset. It achieves the following results on the evaluation set:

—Loss: 0.5250
—Accuracy: 0.7449
—F1: 0.6058

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
—trainbatchsize: 32
—evalbatchsize: 32
—seed: 42
—optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
—lrschedulertype: constant
—training_steps: 5000

Training results

Training Loss	Epoch	Step	Validation Loss	Accuracy	F1
0.6373	0.04	500	0.6162	0.6563	0.3793
0.6053	0.09	1000	0.5908	0.6817	0.4690
0.5843	0.13	1500	0.5700	0.7007	0.5850
0.5672	0.18	2000	0.5554	0.7173	0.5632
0.5562	0.22	2500	0.5462	0.7277	0.5585
0.5484	0.26	3000	0.5382	0.7325	0.5848
0.5411	0.31	3500	0.5327	0.7384	0.6064
0.5388	0.35	4000	0.5335	0.7334	0.6310
0.5409	0.4	4500	0.5267	0.7416	0.6232
0.5322	0.44	5000	0.5250	0.7449	0.6058

Framework versions

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