indobert-base-uncased-twitter-indonesia-sarcastic – AI Model by w11wo | AlphaNeural AI

You can deploy this model and start earning money today!

w11wo/
indobert-base-uncased-twitter-indonesia-sarcastic

like

0

text-classification

generated_from_trainer

indolem/indobert-base-uncased

autotrain_compatible

endpoints_compatible

Views

No views yet

indobert-base-uncased-twitter-indonesia-sarcastic

This model is a fine-tuned version of indolem/indobert-base-uncased on an unknown dataset. It achieves the following results on the evaluation set:

Loss: 0.4202
Accuracy: 0.8030
F1: 0.6467
Precision: 0.5843
Recall: 0.7239

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: 1e-05
train_batch_size: 32
eval_batch_size: 64
seed: 42
optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
lr_scheduler_type: cosine
num_epochs: 100.0
mixed_precision_training: Native AMP

Training results

Training Loss	Epoch	Step	Validation Loss	Accuracy	F1	Precision	Recall
0.5531	1.0	59	0.4977	0.7724	0.4078	0.5833	0.3134
0.4992	2.0	118	0.4785	0.7724	0.3441	0.6154	0.2388
0.44	3.0	177	0.4819	0.7799	0.3656	0.6538	0.2537
0.3815	4.0	236	0.4524	0.8097	0.6623	0.5952	0.7463
0.3104	5.0	295	0.4547	0.8172	0.5421	0.725	0.4328
0.2592	6.0	354	0.4058	0.8172	0.5664	0.6957	0.4776
0.2083	7.0	413	0.4358	0.8060	0.5738	0.6364	0.5224

Framework versions

Transformers 4.36.2
Pytorch 2.1.1+cu121
Datasets 2.15.0
Tokenizers 0.15.0