layoutlmv3-test-2

mathieu1256/layoutlmv3-test-2

layoutlmv3-test-2 is a token classification model from mathieu1256. 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: Feb 18, 2024
Updated: Feb 18, 2024
SHA: d62c0fd1

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Base models

microsoft/layoutlmv3-base

Datasets

cord

Model card

From the Hugging Face model README

layoutlmv3-test-2

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

Loss: 0.6335

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: 2
eval_batch_size: 8
seed: 42
gradient_accumulation_steps: 4
total_train_batch_size: 8
optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
lr_scheduler_type: linear
training_steps: 2000

Training results

Training Loss	Epoch	Step	Validation Loss
0.0437	0.47	500	0.5549
0.0006	0.93	1000	0.6001
0.0005	1.4	1500	0.6243
0.0003	1.86	2000	0.6335

Framework versions

Transformers 4.37.2
Pytorch 2.2.0
Datasets 2.17.0
Tokenizers 0.15.2

Task: Token Classification
Library: transformers
Type: layoutlmv3
License: cc-by-nc-sa-4.0
Created: Feb 18, 2024
Updated: Feb 18, 2024