Update README.md

README.md

@@ -40,7 +40,7 @@ pretty_name: EU Debates
 
 # Dataset Description
 
-EU Debates is a corpus of parliamentary proceedings (debates) from the European parliament released by [Chalkidis and Brandl (2024)]((https://openreview.net/pdf?id=E-S6354vKNn)). The corpus consists of approx. 87k individual speeches in the period 2009-2023. 
+EU Debates is a corpus of parliamentary proceedings (debates) from the European parliament released by [Chalkidis and Brandl (2024)](https://arxiv.org/abs/2403.13592). The corpus consists of approx. 87k individual speeches in the period 2009-2023. 
 We exhaustively scrape the data from the official European Parliament Plenary website ([Link](https://www.europarl.europa.eu/)). All speeches are time-stamped, thematically organized on debates, 
 and include metadata relevant to the speaker's identity (full name, euro-party affiliation, speaker role), and the debate (date and title). 
 Older debate speeches are originally in English, while newer ones are linguistically diverse across the 23 official EU languages, thus we also provide machine-translated 
@@ -158,7 +158,7 @@ Distribution of speeches across the 23 EU official languages:
 *[Llama meets EU: Investigating the European political spectrum through the lens of LLMs. 
 Ilias Chalkidis and Stephanie Brandl. 
 In the Proceedings of the Annual Conference of the North American Chapter of the Association for Computational Linguistics (NAACL), 
-Mexico City, Mexico, June 16–21, 2024.](https://openreview.net/pdf?id=E-S6354vKNn)*
+Mexico City, Mexico, June 16–21, 2024.](https://arxiv.org/abs/2403.13592)*
 
 ```
 @inproceedings{chalkidis-and-brandl-eu-llama-2024,