tiny-mlm-wikitext-from-scratch-custom-tokenizer-target-rotten_tomatoes

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

• Loss: 1.0725
• Accuracy: 0.7420
• F1: 0.7416

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
0.6933	1.87	500	0.6923	0.5103	0.3635
0.6516	3.75	1000	0.6342	0.6510	0.6496
0.4892	5.62	1500	0.6335	0.6886	0.6878
0.3871	7.49	2000	0.6644	0.7092	0.7082
0.3034	9.36	2500	0.7227	0.7223	0.7220
0.2343	11.24	3000	0.7805	0.7383	0.7381
0.192	13.11	3500	0.8509	0.7467	0.7463
0.154	14.98	4000	0.9518	0.7402	0.7401
0.132	16.85	4500	1.0870	0.7223	0.7199
0.1148	18.73	5000	1.0725	0.7420	0.7416

Framework versions

• Transformers 4.26.0.dev0
• Pytorch 1.13.1+cu116
• Datasets 2.8.1.dev0
• Tokenizers 0.13.2