Update README.md

README.md

@@ -1,3 +1,63 @@
----
-license: apache-2.0
----
+---
+license: apache-2.0
+tags:
+- information-verification
+- fact-checking
+- fake-news-detection
+pretty_name: >-
+  Mapping the Media Landscape: Predicting Factual Reporting and Political Bias Through Web Interactions
+size_categories:
+- 1K<n<10K
+---
+
+# Mapping the Media Landscape: Predicting Factual Reporting and Political Bias Through Web Interactions
+
+Dataset introduced in the paper ["Mapping the Media Landscape: Predicting Factual Reporting and Political Bias Through Web Interactions"](https://arxiv.org/abs/2410.17655) published in the CLEF 2024 main conference.
+
+The dataset consists of a collections of **4K new media domains names with political bias and factual reporting labels**.
+
+Columns of the dataset:
+- `source`: domain name
+- `bias`: the political bias label. Values: "left", "left-center", "neutral", "right-center", "right".
+- `factual_reporting`: the factual reporting label. Values: "low", "mixed", "high".
+
+**Github repo** released along with the paper [here](https://github.com/idiap/Factual-Reporting-and-Political-Bias-Web-Interactions).
+
+## Load Training Dataset
+
+```python
+from datasets import load_dataset
+
+dataset = load_dataset('sergioburdisso/news_media_bias_and_factuality')
+
+print(dataset)
+```
+Output:
+```python
+DatasetDict({
+    train: Dataset({
+        features: ['source', 'bias', 'factual_reporting'],
+        num_rows: 3920
+    })
+})
+```
+
+## Citation
+
+Springer Paper: [here](https://link.springer.com/chapter/10.1007/978-3-031-71736-9_7).
+
+```bibtex
+@inproceedings{sanchez2024mapping,
+  title={Mapping the media landscape: predicting factual reporting and political bias through web interactions},
+  author={S{\'a}nchez-Cort{\'e}s, Dairazalia and Burdisso, Sergio and Villatoro-Tello, Esa{\'u} and Motlicek, Petr},
+  booktitle={International Conference of the Cross-Language Evaluation Forum for European Languages},
+  pages={127--138},
+  year={2024},
+  organization={Springer}
+}
+```
+
+## License
+
+Copyright (c) 2024 [Idiap Research Institute](https://www.idiap.ch/).
+Apache 2.0 License.