Downloads · 30 days
12
4% of all-time downloads
layoutlmv3-finetuned-cord_100
jpino/layoutlmv3-finetuned-cord_100
layoutlmv3-finetuned-cord_100 is a token classification model from jpino. 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. --
All-time downloads
340
Public
Repo size
4 GB
Likes
0
Public
Repo makeup
Click a slice to open those files.
.bin504 MB · 99%
At a glance
- Task
- Token Classification
- Library
- transformers
- License
- cc-by-nc-sa-4.0
- Model type
- layoutlmv3
- Access
- Public
- Created
- Dec 19, 2022
- Updated
- Feb 8, 2023
- SHA
- 6826eeaa
Try a prompt
Datasets
Model card
From the Hugging Face model README
<!-- This model card has been generated automatically according to the information the Trainer had access to. You
should probably proofread and complete it, then remove this comment. -->
layoutlmv3-finetuned-cord_100
This model is a fine-tuned version of microsoft/layoutlmv3-base on the cord-layoutlmv dataset. It achieves the following results on the evaluation set:
- Loss: 0.1524
- Precision: 0.8384
- Recall: 0.8877
- F1: 0.8623
- Accuracy: 0.9755
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 | 27.78 | 250 | 0.2430 | 0.7526 | 0.7807 | 0.7664 | 0.9518 |
| 0.4695 | 55.56 | 500 | 0.1524 | 0.8384 | 0.8877 | 0.8623 | 0.9755 |
Framework versions
- Transformers 4.25.1
- Pytorch 1.13.0+cu116
- Datasets 2.8.0
- Tokenizers 0.13.2
- Task
- Token Classification
- Library
- transformers
- Type
- layoutlmv3
- License
- cc-by-nc-sa-4.0
- Created
- Dec 19, 2022
- Updated
- Feb 8, 2023