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Update README.md

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@@ -22,11 +22,13 @@ We used https://huggingface.co/BAAI/bge-small-en-v1.5 to embed the artcle `title
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  You can either load this entire dataset into a database and retrieve article text by similarity searches between queries and titles, link them to URLs and pull up-to-date articles, or pull the article text from March 01, 2022 from the dataset directly (included). For efficiency, we recommend dropping everything except the title, title embeddings, and URL to be able to quickly load and index information which can be used to efficiently pull the remaining information asynchronously via web.
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  # Citation Information
 
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  @ONLINE{wikidump,
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  author = "Wikimedia Foundation",
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  title = "Wikimedia Downloads",
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  url = "https://dumps.wikimedia.org"
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  }
 
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  # Contributions
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  Thanks to @lewtun, @mariamabarham, @thomwolf, @lhoestq, @patrickvonplaten for adding the Wikipedia dataset in the first place.
 
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  You can either load this entire dataset into a database and retrieve article text by similarity searches between queries and titles, link them to URLs and pull up-to-date articles, or pull the article text from March 01, 2022 from the dataset directly (included). For efficiency, we recommend dropping everything except the title, title embeddings, and URL to be able to quickly load and index information which can be used to efficiently pull the remaining information asynchronously via web.
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  # Citation Information
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+ ```
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  @ONLINE{wikidump,
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  author = "Wikimedia Foundation",
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  title = "Wikimedia Downloads",
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  url = "https://dumps.wikimedia.org"
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  }
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+ ```
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  # Contributions
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  Thanks to @lewtun, @mariamabarham, @thomwolf, @lhoestq, @patrickvonplaten for adding the Wikipedia dataset in the first place.