sarcasm-detector-roberta – AI Model by glaborie | AlphaNeural AI

You can deploy this model and start earning money today!

glaborie/
sarcasm-detector-roberta

like

0

text-classification

generated_from_trainer

cardiffnlp/twitter-roberta-base

text-embeddings-inference

endpoints_compatible

Views

No views yet

sarcasm-detector-roberta

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

Loss: 0.6026
F1: 0.7528
Accuracy: 0.7538
Precision: 0.7633
Recall: 0.7734

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: 16
eval_batch_size: 32
seed: 42
optimizer: Use OptimizerNames.ADAMW_TORCH_FUSED with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
lr_scheduler_type: linear
num_epochs: 5

Training results

Training Loss	Epoch	Step	Validation Loss	F1	Accuracy	Precision	Recall
0.5678	1.0	179	0.6256	0.6490	0.6555	0.6808	0.6630
0.5366	2.0	358	0.5578	0.7204	0.7204	0.7211	0.7214
0.4206	3.0	537	0.6071	0.7214	0.7215	0.7221	0.7224
0.3041	4.0	716	0.6764	0.7338	0.7340	0.7391	0.7369
0.3386	5.0	895	0.6968	0.7298	0.7298	0.7316	0.7315

Framework versions

Transformers 5.6.2
Pytorch 2.11.0+cu130
Datasets 4.8.5
Tokenizers 0.22.2