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LayoutLMv1-kleisterNDA
Sennodipoi/LayoutLMv1-kleisterNDA
LayoutLMv1-kleisterNDA is a token classification model from Sennodipoi. Use it when you need labels on individual words, such as names. It is set up for transformers.
LayoutLMv1 fine-tuned on the Kleister-NDA dataset. Code (including pre-processing) and results are available at the official GitHub repository of my Master Degree thesis
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At a glance
- Task
- Token Classification
- Library
- transformers
- Model type
- layoutlm
- Access
- Public
- Created
- Aug 24, 2022
- Updated
- Oct 27, 2022
- SHA
- 79bf0aaa
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Model card
From the Hugging Face model README
LayoutLMv1 fine-tuned on the Kleister-NDA dataset. Code (including pre-processing) and results are available at the official GitHub repository of my Master Degree thesis
Results obtained with seqeval in strict mode:
| Precision | Recall | F1-score | Variance (F1) | |
|---|---|---|---|---|
| EFFECTIVE_DATE | 0.87 | 0.51 | 0.64 | 2e-6 |
| JURISDICTION | 0.75 | 0.84 | 0.80 | 4e-7 |
| PARTY | 0.84 | 0.71 | 0.77 | 9e-6 |
| TERM | 0.69 | 0.51 | 0.58 | 1e-3 |
| Micro avg | 0.81 | 0.72 | 0.77 | 2e-6 |
| Macro avg | 0.79 | 0.65 | 0.70 | 9e-5 |
| Weighted avg | 0.82 | 0.73 | 0.76 | 3e-6 |
- Task
- Token Classification
- Library
- transformers
- Type
- layoutlm
- Created
- Aug 24, 2022
- Updated
- Oct 27, 2022