Update README.md

README.md

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   Together
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+---
+
+# Reliability Estimation of News Media Sources: _"Birds of a Feather Flock Together"_
+
+Dataset introduced in the paper ["Reliability Estimation of News Media Sources: Birds of a Feather Flock Together"](https://arxiv.org/abs/2404.09565) published in the [NAACL 2024 main conference](https://aclanthology.org/2024.naacl-long.383/).
+
+The dataset consists of a collections of 5.33K new media domains names with reliability labels. Additionally, for some domains, there is also a human-provided reliability score available. Columns of the dataset:
+
+- `domain`: domain name
+- `reliability_label`: the reliability label. Values:
+- `1`: generally reliable;
+- `0`: mixed;
+- `-1`: generally unreliable
+- `newsguard_score`: human-provided reliability score (only available for a small subset). Value: integer number between 0 and 100.
+
+## Citation
+
+NAACL Paper: [here](https://aclanthology.org/2024.naacl-long.383/).
+
+```bibtex
+@inproceedings{burdisso-etal-2024-reliability,
+title = "Reliability Estimation of News Media Sources: Birds of a Feather Flock Together",
+author = "Burdisso, Sergio and
+Sanchez-cortes, Dairazalia and
+Villatoro-tello, Esa{\'u} and
+Motlicek, Petr",
+editor = "Duh, Kevin and
+Gomez, Helena and
+Bethard, Steven",
+booktitle = "Proceedings of the 2024 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies (Volume 1: Long Papers)",
+month = jun,
+year = "2024",
+address = "Mexico City, Mexico",
+publisher = "Association for Computational Linguistics",
+url = "https://aclanthology.org/2024.naacl-long.383",
+doi = "10.18653/v1/2024.naacl-long.383",
+pages = "6900--6918",
+}
+```
+
+## License
+
+Copyright (c) 2024 [Idiap Research Institute](https://www.idiap.ch/).
+Apache 2.0 License.