tiny-mlm-glue-mrpc-from-scratch-custom-tokenizer-target-glue-stsb

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

• Loss: 3.0173
• Pearson: 0.1677
• Spearmanr: 0.1786

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
3.6953	2.78	500	2.3550	0.0216	0.0287
2.0201	5.56	1000	2.4739	0.0748	0.0777
1.7426	8.33	1500	2.5607	0.1646	0.1828
1.3048	11.11	2000	2.6228	0.1943	0.2164
1.0343	13.89	2500	2.7083	0.1904	0.2006
0.8652	16.67	3000	2.9034	0.1738	0.1891
0.7507	19.44	3500	3.0173	0.1677	0.1786

Framework versions

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