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@@ -40,7 +40,7 @@ We present GoLLIE, a Large Language Model trained to follow annotation guideline
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  - 💻 Code: [https://github.com/osainz59/CoLLIE/](https://github.com/osainz59/CoLLIE/)
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  - 📒 Blog Post: [GoLLIE: Guideline-following Large Language Model for Information Extraction](docs/index.md)
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- - 📖 Paper: [GoLLIE: Annotation Guidelines improve Zero-Shot Information-Extraction]()
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  - GoLLIE Colection in the 🤗HuggingFace Hub: [HiTZ/gollie](https://huggingface.co/collections/HiTZ/gollie-651bf19ee315e8a224aacc4f)
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  - 🚀 Example Jupyter Notebooks: [GoLLIE Notebooks](notebooks/)
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  </p>
@@ -142,7 +142,7 @@ Read our [🚀 Example Jupyter Notebooks](https://github.com/hitz-zentroa/GoLLIE
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  ### Training Data
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  This is the list of task used for training and evaluating GoLLIE. However, as demonstrated in the 🚀 [Create Custom Task notebook](https://github.com/hitz-zentroa/GoLLIE/blob/main/notebooks/Create%20Custom%20Task.ipynb) GoLLIE can perform a wide range of unseen tasks.
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- For more info, read our [📖Paper]().
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  <p align="center">
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  <img src="https://github.com/hitz-zentroa/GoLLIE/raw/main/assets/datasets.png">
 
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  - 💻 Code: [https://github.com/osainz59/CoLLIE/](https://github.com/osainz59/CoLLIE/)
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  - 📒 Blog Post: [GoLLIE: Guideline-following Large Language Model for Information Extraction](docs/index.md)
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+ - 📖 Paper: [GoLLIE: Annotation Guidelines improve Zero-Shot Information-Extraction](https://arxiv.org/abs/2310.03668)
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  - GoLLIE Colection in the 🤗HuggingFace Hub: [HiTZ/gollie](https://huggingface.co/collections/HiTZ/gollie-651bf19ee315e8a224aacc4f)
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  - 🚀 Example Jupyter Notebooks: [GoLLIE Notebooks](notebooks/)
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  </p>
 
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  ### Training Data
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  This is the list of task used for training and evaluating GoLLIE. However, as demonstrated in the 🚀 [Create Custom Task notebook](https://github.com/hitz-zentroa/GoLLIE/blob/main/notebooks/Create%20Custom%20Task.ipynb) GoLLIE can perform a wide range of unseen tasks.
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+ For more info, read our [📖Paper](https://arxiv.org/abs/2310.03668).
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  <p align="center">
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  <img src="https://github.com/hitz-zentroa/GoLLIE/raw/main/assets/datasets.png">