layoutlmv3-finetuned-language-levels-v2-4000

lamiaaEl/layoutlmv3-finetuned-language-levels-v2-4000

layoutlmv3-finetuned-language-levels-v2-4000 is a token classification model from lamiaaEl. 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: Jul 26, 2024
Updated: Jul 26, 2024
SHA: 283c90d2

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Base models

microsoft/layoutlmv3-base

Model card

From the Hugging Face model README

layoutlmv3-finetuned-language-levels-v2-4000

This model is a fine-tuned version of microsoft/layoutlmv3-base on the None dataset. It achieves the following results on the evaluation set:

Loss: 0.0153
Precision: 1.0
Recall: 1.0
F1: 1.0
Accuracy: 1.0

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: 2
eval_batch_size: 2
seed: 42
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	Precision	Recall	F1	Accuracy
No log	0.2618	100	0.8437	0.9605	0.9605	0.9605	0.6867
No log	0.5236	200	0.5414	0.9962	0.9981	0.9972	0.8052
No log	0.7853	300	0.1877	0.9944	0.9962	0.9953	0.9838
No log	1.0471	400	0.0502	1.0	1.0	1.0	0.9903
0.5339	1.3089	500	0.0153	1.0	1.0	1.0	1.0
0.5339	1.5707	600	0.0085	1.0	1.0	1.0	1.0
0.5339	1.8325	700	0.0062	1.0	1.0	1.0	1.0
0.5339	2.0942	800	0.0049	1.0	1.0	1.0	1.0
0.5339	2.3560	900	0.0041	1.0	1.0	1.0	1.0
0.0125	2.6178	1000	0.0035	1.0	1.0	1.0	1.0
0.0125	2.8796	1100	0.0031	1.0	1.0	1.0	1.0
0.0125	3.1414	1200	0.0028	1.0	1.0	1.0	1.0
0.0125	3.4031	1300	0.0026	1.0	1.0	1.0	1.0
0.0125	3.6649	1400	0.0024	1.0	1.0	1.0	1.0
0.0052	3.9267	1500	0.0022	1.0	1.0	1.0	1.0
0.0052	4.1885	1600	0.0021	1.0	1.0	1.0	1.0
0.0052	4.4503	1700	0.0020	1.0	1.0	1.0	1.0
0.0052	4.7120	1800	0.0020	1.0	1.0	1.0	1.0
0.0052	4.9738	1900	0.0019	1.0	1.0	1.0	1.0
0.004	5.2356	2000	0.0019	1.0	1.0	1.0	1.0

Framework versions

Transformers 4.43.2
Pytorch 2.1.0+cu118
Datasets 2.20.0
Tokenizers 0.19.1

Task: Token Classification
Library: transformers
Type: layoutlmv3
License: cc-by-nc-sa-4.0
Created: Jul 26, 2024
Updated: Jul 26, 2024