full-review-clf – AI Model by justina | AlphaNeural AI

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justina/
full-review-clf

like

0

text-classification

generated_from_trainer

justina/yelp_boba_reviews

cardiffnlp/twitter-roberta-base-sentiment-latest

autotrain_compatible

endpoints_compatible

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full-review-clf

This model is a fine-tuned version of cardiffnlp/twitter-roberta-base-sentiment-latest on justina/yelp-boba-reviews dataset.

It achieves the following results on the evaluation set:

Loss: 0.8198
F1 Macro: 0.6358
Aucpr Macro: 0.6658
Accuracy: 0.7185

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: 8
eval_batch_size: 8
seed: 42
optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
lr_scheduler_type: linear
num_epochs: 5

Training results

Training Loss	Epoch	Step	Validation Loss	F1 Macro	Aucpr Macro	Accuracy
0.723	0.43	500	0.7576	0.5979	0.6652	0.6831
0.7307	0.87	1000	0.6862	0.6368	0.6752	0.7185
0.5828	1.3	1500	0.7398	0.6439	0.6661	0.7255
0.6236	1.73	2000	0.7878	0.6212	0.6690	0.7069
0.3739	2.16	2500	0.8138	0.6447	0.6752	0.7170
0.4235	2.6	3000	0.8048	0.6490	0.6673	0.7255
0.3684	3.03	3500	0.9615	0.6483	0.6715	0.7205
0.3243	3.46	4000	1.0931	0.6432	0.6632	0.7235

Framework versions

Transformers 4.32.1
Pytorch 2.0.1+cu118
Datasets 2.14.4
Tokenizers 0.13.3