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README.md

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+# layoutlmv3-large-finetuned-funsd
+
+The model [layoutlmv3-large-finetuned-funsd](https://huggingface.co/HYPJUDY/layoutlmv3-large-finetuned-funsd) is fine-tuned on the FUNSD dataset initialized from [microsoft/layoutlmv3-large](https://huggingface.co/microsoft/layoutlmv3-large).
+This finetuned model achieves an F1 score of 92.15 on the test split of the FUNSD dataset.
+
+[Paper](https://arxiv.org/pdf/2204.08387.pdf) | [Code](https://aka.ms/layoutlmv3) | [Microsoft Document AI](https://www.microsoft.com/en-us/research/project/document-ai/)
+
+
+If you find LayoutLMv3 helpful, please cite the following paper:
+```
+@article{huang2022layoutlmv3,
+  title={LayoutLMv3: Pre-training for Document AI with Unified Text and Image Masking},
+  author={Yupan Huang and Tengchao Lv and Lei Cui and Yutong Lu and Furu Wei},
+  journal={arXiv preprint arXiv:2204.08387},
+  year={2022}
+}
+```