small-mlm-imdb-target-tweet

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

• Loss: 2.2131
• Accuracy: 0.7406
• F1: 0.7432

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
• num_epochs: 200

Training results

Training Loss	Epoch	Step	Validation Loss	Accuracy	F1
0.5821	4.9	500	0.8006	0.7540	0.7514
0.1013	9.8	1000	1.1662	0.7567	0.7562
0.0236	14.71	1500	1.5152	0.7540	0.7518
0.0125	19.61	2000	1.6963	0.7620	0.7581
0.0068	24.51	2500	1.9273	0.7380	0.7383
0.0042	29.41	3000	2.0042	0.7487	0.7500
0.0041	34.31	3500	2.2131	0.7406	0.7432

Framework versions

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