grow_classification_xlmr2

djifg/grow_classification_xlmr2

grow_classification_xlmr2 is a text classification model from djifg. Use it when you need a label for a piece of text. It is set up for transformers. The card lists the license as mit.

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

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Hugging Face

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At a glance

Task: Text Classification
Library: transformers
License: mit
Model type: xlm-roberta
Access: Public
Created: Jul 3, 2023
Updated: Jul 3, 2023
SHA: 8aae2802

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Model card

From the Hugging Face model README

grow_classification_xlmr2

This model is a fine-tuned version of xlm-roberta-large on an unknown dataset. It achieves the following results on the evaluation set:

Loss: 0.5585
Accuracy: 0.9309
F1: 0.9297

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: 3e-05
train_batch_size: 64
eval_batch_size: 64
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	Accuracy	F1
0.2832	1.0	436	0.4686	0.8870	0.8872
0.0717	2.0	872	0.5915	0.8964	0.8950
0.0374	3.0	1308	0.4898	0.9276	0.9266
0.0205	4.0	1744	0.5333	0.9271	0.9257
0.0101	5.0	2180	0.5585	0.9309	0.9297

Framework versions

Transformers 4.30.2
Pytorch 2.0.1+cu118
Datasets 2.13.1
Tokenizers 0.13.3

Task: Text Classification
Library: transformers
Type: xlm-roberta
License: mit
Created: Jul 3, 2023
Updated: Jul 3, 2023