Merge pull request #434 from flairNLP/add-paper-to-readme

Reference paper in README.md and add `cite` section

README.md

@@ -18,7 +18,7 @@ Developed at <a href="https://www.informatik.hu-berlin.de/en/forschung-en/gebiet
 <div align="center">
 <hr>
 
-[Quick Start](#quick-start) |  [Tutorials](#tutorials)  | [News Sources](/docs/supported_publishers.md)
+[Quick Start](#quick-start) | [Tutorials](#tutorials) | [News Sources](/docs/supported_publishers.md) | [Paper](https://arxiv.org/abs/2403.15279)
 
 </div>
 
@@ -143,6 +143,35 @@ You can find the publishers currently supported [**here**](/docs/supported_publi
 
 Also: **Adding a new publisher is easy - consider contributing to the project!**
 
+## Evaluation benchmark
+
+Check out our evaluation [benchmark](https://github.com/dobbersc/fundus-evaluation).
+
+| **Scraper** | **Precision**             | **Recall**                | **F1-Score**              |
+|-------------|---------------------------|---------------------------|---------------------------|
+| [Fundus](https://github.com/flairNLP/fundus)      | **99.89**<sub>±0.57</sub> | 96.75<sub>±12.75</sub>    | **97.69**<sub>±9.75</sub> |
+| [Trafilatura](https://github.com/adbar/trafilatura) | 90.54<sub>±18.86</sub>    | 93.23<sub>±23.81</sub>    | 89.81<sub>±23.69</sub>    |
+| [BTE](https://github.com/dobbersc/fundus-evaluation/blob/master/src/fundus_evaluation/scrapers/bte.py)         | 81.09<sub>±19.41</sub>    | **98.23**<sub>±8.61</sub> | 87.14<sub>±15.48</sub>    |
+| [jusText](https://github.com/miso-belica/jusText)     | 86.51<sub>±18.92</sub>    | 90.23<sub>±20.61</sub>    | 86.96<sub>±19.76</sub>    |
+| [news-please](https://github.com/fhamborg/news-please) | 92.26<sub>±12.40</sub>    | 86.38<sub>±27.59</sub>    | 85.81<sub>±23.29</sub>    |
+| [BoilerNet](https://github.com/dobbersc/fundus-evaluation/tree/master/src/fundus_evaluation/scrapers/boilernet)   | 84.73<sub>±20.82</sub>    | 90.66<sub>±21.05</sub>    | 85.77<sub>±20.28</sub>    |
+| [Boilerpipe](https://github.com/kohlschutter/boilerpipe)  | 82.89<sub>±20.65</sub>    | 82.11<sub>±29.99</sub>    | 79.90<sub>±25.86</sub>    |
+
+## Cite
+
+Please cite the following [paper](https://arxiv.org/abs/2403.15279) when using Fundus or building upon our work:
+
+```bibtex
+@misc{dallabetta2024fundus,
+      title={Fundus: A Simple-to-Use News Scraper Optimized for High Quality Extractions}, 
+      author={Max Dallabetta and Conrad Dobberstein and Adrian Breiding and Alan Akbik},
+      year={2024},
+      eprint={2403.15279},
+      archivePrefix={arXiv},
+      primaryClass={cs.CL}
+}
+```
+
 ## Contact
 
 Please email your questions or comments to [**Max Dallabetta**](mailto:[email protected]?subject=[GitHub]%20Fundus)