TinyBERT_General_4L_312D-finetuned-toxic-classification

shubhamitra/TinyBERT_General_4L_312D-finetuned-toxic-classification

TinyBERT_General_4L_312D-finetuned-toxic-classification is a text classification model from shubhamitra. 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: Jul 3, 2022
Updated: Jul 5, 2022
SHA: 7e4d12ba

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Model card

From the Hugging Face model README

TinyBERT_General_4L_312D-finetuned-toxic-classification

This model is a fine-tuned version of huawei-noah/TinyBERT_General_4L_312D on an unknown dataset.

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: 5e-05
train_batch_size: 64
eval_batch_size: 64
seed: 123
gradient_accumulation_steps: 4
total_train_batch_size: 256
optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
lr_scheduler_type: linear
lr_scheduler_warmup_steps: 500
num_epochs: 1
mixed_precision_training: Native AMP

Training results

Training Loss	Epoch	Step	Validation Loss	F1	Roc Auc	Accuracy
No log	1.0	498	0.0483	0.7486	0.8563	0.9171

Framework versions

Transformers 4.20.1
Pytorch 1.11.0+cu113
Datasets 2.3.2
Tokenizers 0.12.1

Task: Text Classification
Library: transformers
Type: bert
Created: Jul 3, 2022
Updated: Jul 5, 2022