arabert-sentiment-classification

Yousefmd/arabert-sentiment-classification

arabert-sentiment-classification is a text classification model from Yousefmd. Use it when you need a label for a piece of text. It is set up for transformers.

should probably proofread and complete it, then remove this comment. --

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At a glance

Task: Text Classification
Library: transformers
Model type: bert
Access: Public
Created: Oct 1, 2023
Updated: Oct 15, 2023
SHA: 339ba306

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Base models

aubmindlab/bert-large-arabertv02

Model card

From the Hugging Face model README

arabert-sentiment-classification

This model is a fine-tuned version of aubmindlab/bert-large-arabertv02 on an unknown dataset. It achieves the following results on the evaluation set:

Loss: 0.5784
Macro F1: 0.6315
Accuracy: 0.7864

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: 128
seed: 42
gradient_accumulation_steps: 2
total_train_batch_size: 32
optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
lr_scheduler_type: linear
num_epochs: 2

Training results

Training Loss	Epoch	Step	Validation Loss	Macro F1	Accuracy
No log	1.0	497	0.6109	0.5975	0.7807
0.8202	2.0	994	0.5784	0.6315	0.7864

Framework versions

Transformers 4.34.0
Pytorch 2.0.1+cu118
Tokenizers 0.14.1

Task: Text Classification
Library: transformers
Type: bert
Created: Oct 1, 2023
Updated: Oct 15, 2023