deberta-v3-large-imdb-v0.1 – AI Model by dfurman | AlphaNeural AI

You can deploy this model and start earning money today!

dfurman/
deberta-v3-large-imdb-v0.1

like

0

text-classification

generated_from_trainer

microsoft/deberta-v3-large

autotrain_compatible

endpoints_compatible

Views

No views yet

deberta-v3-large-imdb

This model is a fine-tuned version of microsoft/deberta-v3-large on the imdb dataset. It achieves the following results on the evaluation set:

Loss: 0.1906
Accuracy: 0.9646
F1: 0.9645
Precision: 0.9679
Recall: 0.9610

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: 2e-05
train_batch_size: 16
eval_batch_size: 16
seed: 42
optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
lr_scheduler_type: cosine
lr_scheduler_warmup_ratio: 0.2
num_epochs: 4

Training results

Training Loss	Epoch	Step	Validation Loss	Accuracy	F1	Precision	Recall
0.2471	1.0	3125	0.2004	0.9487	0.9474	0.9710	0.9250
0.2029	2.0	6250	0.1715	0.9603	0.9600	0.9664	0.9537
0.0631	3.0	9375	0.2049	0.9566	0.9555	0.9793	0.9329
0.0432	4.0	12500	0.1906	0.9646	0.9645	0.9679	0.9610

Framework versions

Transformers 4.39.2
Pytorch 2.2.0+cu121
Datasets 2.18.0
Tokenizers 0.15.2