longformer-harmful-ro

LibrAI/longformer-harmful-ro

longformer-harmful-ro is a text classification model from LibrAI. Use it when you need a label for a piece of text. It is set up for transformers. The card lists the license as apache-2.0.

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

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At a glance

Task: Text Classification
Library: transformers
License: apache-2.0
Model type: longformer
Access: Public
Created: Aug 25, 2023
Updated: Aug 25, 2023
SHA: dc75af62

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Base models

allenai/longformer-base-4096

Model card

From the Hugging Face model README

longformer-harmful-ro

This model is a fine-tuned version of allenai/longformer-base-4096 on the None dataset. It achieves the following results on the evaluation set:

Loss: 0.0102
Accuracy: 0.996
Precision: 0.998
Recall: 0.955
F1: 0.975

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: 128
seed: 42
optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
lr_scheduler_type: linear
num_epochs: 3.0

Training results

Training Loss	Epoch	Step	Validation Loss	Accuracy	Precision	Recall	F1
No log	1.0	89	0.0972	0.978	0.989	0.75	0.828
No log	2.0	178	0.0337	0.986	0.993	0.841	0.902
No log	3.0	267	0.0102	0.996	0.998	0.955	0.975

Framework versions

Transformers 4.31.0
Pytorch 2.0.1+cu118
Datasets 2.14.0
Tokenizers 0.13.3

Task: Text Classification
Library: transformers
Type: longformer
License: apache-2.0
Created: Aug 25, 2023
Updated: Aug 25, 2023