layoutlmv3-finetuned-cord_100

balamuralim87/layoutlmv3-finetuned-cord_100

layoutlmv3-finetuned-cord_100 is a token classification model from balamuralim87. Use it when you need labels on individual words, such as names. It is set up for transformers. The card lists the license as cc-by-nc-sa-4.0.

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

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At a glance

Task: Token Classification
Library: transformers
License: cc-by-nc-sa-4.0
Model type: layoutlmv3
Access: Public
Created: Jun 1, 2023
Updated: Jun 1, 2023
SHA: 16384ca1

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Datasets

cord-layoutlmv3

Model card

From the Hugging Face model README

layoutlmv3-finetuned-cord_100

This model is a fine-tuned version of microsoft/layoutlmv3-base on the cord-layoutlmv3 dataset. It achieves the following results on the evaluation set:

Loss: 0.6016
Precision: 0.8314
Recall: 0.8600
F1: 0.8455
Accuracy: 0.8561

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: 1e-05
train_batch_size: 5
eval_batch_size: 5
seed: 42
optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
lr_scheduler_type: linear
training_steps: 500

Training results

Training Loss	Epoch	Step	Validation Loss	Precision	Recall	F1	Accuracy
No log	4.17	250	0.7126	0.8184	0.8436	0.8308	0.8404
0.8436	8.33	500	0.6016	0.8314	0.8600	0.8455	0.8561

Framework versions

Transformers 4.28.0
Pytorch 2.0.1+cu118
Datasets 2.12.0
Tokenizers 0.13.3

Task: Token Classification
Library: transformers
Type: layoutlmv3
License: cc-by-nc-sa-4.0
Created: Jun 1, 2023
Updated: Jun 1, 2023