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fine-tuned-rvl-cdip
davidhajdu/fine-tuned-rvl-cdip
fine-tuned-rvl-cdip is a text classification model from davidhajdu. Use it when you need a label for a piece of text. 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
- Text Classification
- Library
- transformers
- License
- cc-by-nc-sa-4.0
- Model type
- layoutlmv3
- Access
- Public
- Created
- Apr 25, 2024
- Updated
- Apr 26, 2024
- SHA
- 7bf2d436
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Base models
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. -->
fine-tuned-rvl-cdip
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: 0.7731
- F1: 0.8177
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: 2e-05
- train_batch_size: 16
- eval_batch_size: 16
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- num_epochs: 10
Training results
| Training Loss | Epoch | Step | Validation Loss | F1 |
|---|---|---|---|---|
| No log | 1.0 | 96 | 2.0377 | 0.4479 |
| No log | 2.0 | 192 | 1.3075 | 0.6641 |
| No log | 3.0 | 288 | 0.9850 | 0.7240 |
| No log | 4.0 | 384 | 0.8775 | 0.7630 |
| No log | 5.0 | 480 | 0.7824 | 0.7865 |
| 1.2987 | 6.0 | 576 | 0.7516 | 0.8021 |
| 1.2987 | 7.0 | 672 | 0.7688 | 0.7865 |
| 1.2987 | 8.0 | 768 | 0.7462 | 0.8125 |
| 1.2987 | 9.0 | 864 | 0.7731 | 0.8177 |
| 1.2987 | 10.0 | 960 | 0.7755 | 0.8125 |
Framework versions
- Transformers 4.41.0.dev0
- Pytorch 2.1.2
- Datasets 2.18.0
- Tokenizers 0.19.1
- Task
- Text Classification
- Library
- transformers
- Type
- layoutlmv3
- License
- cc-by-nc-sa-4.0
- Created
- Apr 25, 2024
- Updated
- Apr 26, 2024