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@@ -21,7 +21,8 @@ We introduce GNER, a **G**enerative **N**amed **E**ntity **R**ecognition framewo
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  * πŸ’» Code: [https://github.com/yyDing1/GNER/](https://github.com/yyDing1/GNER/)
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  * πŸ“– Paper: [Rethinking Negative Instances for Generative Named Entity Recognition](https://arxiv.org/abs/2402.16602)
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  * πŸ’Ύ Models in the πŸ€— HuggingFace Hub: [GNER-Models](https://huggingface.co/collections/dyyyyyyyy/gner-65dda2cb96c6e35c814dea56)
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- * πŸ” Reproduction Materials: [Reproduction Materials](https://drive.google.com/drive/folders/1m2FqDgItEbSoeUVo-i18AwMvBcNkZD46?usp=drive_link)
 
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  <p align="center">
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  <img src="https://github.com/yyDing1/GNER/raw/main/assets/zero_shot_results.png">
 
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  * πŸ’» Code: [https://github.com/yyDing1/GNER/](https://github.com/yyDing1/GNER/)
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  * πŸ“– Paper: [Rethinking Negative Instances for Generative Named Entity Recognition](https://arxiv.org/abs/2402.16602)
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  * πŸ’Ύ Models in the πŸ€— HuggingFace Hub: [GNER-Models](https://huggingface.co/collections/dyyyyyyyy/gner-65dda2cb96c6e35c814dea56)
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+ * πŸ§ͺ Reproduction Materials: [Reproduction Materials](https://drive.google.com/drive/folders/1m2FqDgItEbSoeUVo-i18AwMvBcNkZD46?usp=drive_link)
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+ * 🎨 Example Jupyter Notebooks: [GNER Notebook](https://github.com/yyDing1/GNER/blob/main/notebook.ipynb)
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  <p align="center">
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  <img src="https://github.com/yyDing1/GNER/raw/main/assets/zero_shot_results.png">