finetuned-mlm_medium

This model is a fine-tuned version of muhtasham/bert-medium-mlm-finetuned-emotion on the imdb dataset. It achieves the following results on the evaluation set:

• Loss: 0.2805
• Accuracy: 0.9542
• F1: 0.9765

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: 128
• eval_batch_size: 128
• seed: 42
• optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
• lr_scheduler_type: constant
• num_epochs: 200

Training results

Training Loss	Epoch	Step	Validation Loss	Accuracy	F1
0.2318	2.55	500	0.1428	0.9512	0.9750
0.0777	5.1	1000	0.1976	0.9513	0.9750
0.0362	7.65	1500	0.2704	0.9388	0.9684
0.0234	10.2	2000	0.2245	0.9578	0.9784
0.0181	12.76	2500	0.3703	0.9310	0.9643
0.0158	15.31	3000	0.6137	0.9001	0.9474
0.013	17.86	3500	0.2805	0.9542	0.9765

Framework versions

• Transformers 4.25.1
• Pytorch 1.12.1+cu113
• Datasets 2.7.1
• Tokenizers 0.13.2