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onnx-community/layoutlmv3-base-cord-ONNX
layoutlmv3-base-cord-ONNX is a token classification model from onnx-community. Use it when you need labels on individual words, such as names. It is set up for transformers.js. The card lists the license as cc-by-nc-sa-4.0.
This is an ONNX version of mp-02/layoutlmv3-base-cord. It was automatically converted and uploaded using this Hugging Face Space.
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From the Hugging Face model README
This is an ONNX version of mp-02/layoutlmv3-base-cord. It was automatically converted and uploaded using this Hugging Face Space.
See the pipeline documentation for token-classification: https://huggingface.co/docs/transformers.js/api/pipelines#module_pipelines.TokenClassificationPipeline
This model is a fine-tuned version of microsoft/layoutlmv3-base on the mp-02/cord dataset. It achieves the following results on the evaluation set:
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The following hyperparameters were used during training:
| Training Loss | Epoch | Step | Validation Loss | Precision | Recall | F1 | Accuracy |
|---|---|---|---|---|---|---|---|
| No log | 2.0 | 100 | 0.8667 | 0.7592 | 0.8202 | 0.7885 | 0.8097 |
| No log | 4.0 | 200 | 0.3443 | 0.9122 | 0.9387 | 0.9253 | 0.9222 |
| No log | 6.0 | 300 | 0.2128 | 0.9345 | 0.9569 | 0.9456 | 0.9579 |
| No log | 8.0 | 400 | 0.1745 | 0.9440 | 0.9635 | 0.9537 | 0.9629 |
| 0.6362 | 10.0 | 500 | 0.1594 | 0.9559 | 0.9702 | 0.9630 | 0.9684 |
| 0.6362 | 12.0 | 600 | 0.1720 | 0.9630 | 0.9693 | 0.9661 | 0.9629 |
| 0.6362 | 14.0 | 700 | 0.1528 | 0.9607 | 0.9710 | 0.9658 | 0.9675 |
| 0.6362 | 16.0 | 800 | 0.1460 | 0.9638 | 0.9718 | 0.9678 | 0.9680 |
| 0.6362 | 18.0 | 900 | 0.1609 | 0.9614 | 0.9702 | 0.9658 | 0.9648 |
| 0.0536 | 20.0 | 1000 | 0.1517 | 0.9752 | 0.9785 | 0.9768 | 0.9739 |
| 0.0536 | 22.0 | 1100 | 0.1901 | 0.9614 | 0.9693 | 0.9653 | 0.9657 |
| 0.0536 | 24.0 | 1200 | 0.1867 | 0.9638 | 0.9718 | 0.9678 | 0.9666 |