finetuned-mlm_small

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

• Loss: 0.5097
• Accuracy: 0.9084
• F1: 0.9520

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
0.2852	2.55	500	0.1781	0.9334	0.9656
0.1243	5.1	1000	0.3215	0.9078	0.9517
0.0543	7.65	1500	0.2467	0.9378	0.9679
0.0309	10.2	2000	0.7256	0.8594	0.9244
0.0199	12.76	2500	0.4230	0.9222	0.9595
0.0161	15.31	3000	0.5097	0.9084	0.9520

Framework versions

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