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--- |
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title: ExtEnD |
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emoji: 🚀 |
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colorFrom: green |
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colorTo: gray |
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sdk: streamlit |
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sdk_version: 1.2.0 |
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app_file: app.py |
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pinned: false |
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license: cc-by-nc-sa-4.0 |
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--- |
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<h1 align ="center"> ExtEnD: Extractive Entity Disambiguation </h1> |
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<p align="center"> |
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<a href="https://sunglasses-ai.github.io/classy/"> |
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<img alt="Python" src="https://img.shields.io/badge/-classy%200.2.1-black?style=for-the-badge&logoColor=white&logo=data:image/svg+xml;base64,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"> |
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</a> |
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<a href=""> |
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<img alt="Python" src="https://img.shields.io/badge/Python 3.8--3.9-blue?style=for-the-badge&logo=python&logoColor=white"> |
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</a> |
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<a href="https://pytorch.org/get-started/locally/"> |
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<img alt="PyTorch" src="https://img.shields.io/badge/PyTorch 1.9-ee4c2c?style=for-the-badge&logo=pytorch&logoColor=white"> |
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</a> |
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<a href="https://spacy.io/"> |
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<img alt="plugin: spacy" src="https://img.shields.io/badge/plugin%20for-spaCy%203.2-09A3D5.svg?style=for-the-badge&labelColor=gray"> |
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</a> |
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<a href="https://black.readthedocs.io/en/stable/"> |
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<img alt="Code style: black" src="https://img.shields.io/badge/code%20style-black-black.svg?style=for-the-badge&labelColor=gray"> |
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</a> |
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</p> |
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This space contains the demo of [ExtEnD: Extractive Entity Disambiguation](https://www.researchgate.net/publication/359392427_ExtEnD_Extractive_Entity_Disambiguation), |
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a novel approach to Entity Disambiguation (i.e. the task of linking a mention in context with its most suitable entity in a reference knowledge base) where we reformulate |
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this task as a text extraction problem. This work was accepted at ACL 2022. |
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If you find this demo, our paper, code or framework useful, please reference this work in your paper: |
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``` |
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@inproceedings{barba-etal-2021-consec, |
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title = "{E}xt{E}n{D}: Extractive Entity Disambiguation", |
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author = "Barba, Edoardo and |
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Procopio, Luigi and |
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Navigli, Roberto", |
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booktitle = "Proceedings of the 60th Annual Meeting of the Association for Computational Linguistics", |
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month = may, |
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year = "2022", |
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address = "Online and Dublin, Ireland", |
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publisher = "Association for Computational Linguistics", |
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} |
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``` |
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![ExtEnD Image](data/repo-assets/extend_formulation.png) |
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## Acknowledgments |
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The authors gratefully acknowledge the support of the ERC Consolidator Grant MOUSSE No. 726487 under the European Union’s Horizon 2020 research and innovation programme. |
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This work was supported in part by the MIUR under grant “Dipartimenti di eccellenza 2018-2022” of the Department of Computer Science of the Sapienza University of Rome. |
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## License |
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This work is under the [Attribution-NonCommercial-ShareAlike 4.0 International (CC BY-NC-SA 4.0) license](https://creativecommons.org/licenses/by-nc-sa/4.0/). |
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