type-prediction-transformer

Poonnnnnnnn/type-prediction-transformer

type-prediction-transformer is a text classification model from Poonnnnnnnn. 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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Model card

From the Hugging Face model README

type-prediction-transformer

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

Loss: 0.0497
F1: 0.8651
Roc Auc: 0.9260
Accuracy: 0.8208

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: 0.0001
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: linear
num_epochs: 8

Training results

Training Loss	Epoch	Step	Validation Loss	F1	Roc Auc	Accuracy
No log	1.0	149	0.0812	0.8070	0.8677	0.7588
No log	2.0	298	0.0591	0.8585	0.9064	0.8141
No log	3.0	447	0.0493	0.8719	0.9144	0.8258
0.0886	4.0	596	0.0506	0.8614	0.9222	0.8090
0.0886	5.0	745	0.0487	0.8683	0.9255	0.8174
0.0886	6.0	894	0.0506	0.8693	0.9291	0.8191
0.0254	7.0	1043	0.0519	0.8619	0.9307	0.8090
0.0254	8.0	1192	0.0497	0.8651	0.9260	0.8208

Framework versions

Transformers 4.28.0
Pytorch 2.0.0+cu118
Tokenizers 0.13.3

Task: Text Classification
Library: transformers
Type: camembert
Created: May 12, 2023
Updated: Jun 28, 2023