tiny-mlm-glue-cola-from-scratch-custom-tokenizer-target-glue-rte

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

• Loss: 1.9954
• Accuracy: 0.4729

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
0.693	6.41	500	0.6947	0.4549
0.6248	12.82	1000	0.8627	0.4729
0.4602	19.23	1500	1.1278	0.4657
0.3484	25.64	2000	1.3214	0.4801
0.2599	32.05	2500	1.6232	0.4693
0.2052	38.46	3000	1.7684	0.4801
0.1667	44.87	3500	1.9954	0.4729

Framework versions

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