Update README.md

README.md

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 ### Dataset Summary
 
-XLEL-WD is a multilingual event linking dataset. This dataset contains mention references in multilingual Wikipedia/Wikinews articles to event items from Wikidata. The descriptions for Wikidata event items are taken from the corresponding Wikipedia articles.
+XLEL-WD is a multilingual event linking dataset. This dataset repo contains mention references in multilingual Wikipedia/Wikinews articles to event items from Wikidata.
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+The descriptions for Wikidata event items were collected from the corresponding Wikipedia articles. Download the event dictionary from [adithya7/xlel_wd_dictionary](https://huggingface.co/datasets/adithya7/xlel_wd_dictionary).
 
 ### Supported Tasks and Leaderboards