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@@ -44,13 +44,13 @@ The dataset structure is as follows:
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  ## Dataset Creation
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- This dataset was created to follow the [LLaMa paper](https://arxiv.org/abs/2302.13971) as closely as possible to try to reproduce its recipe.
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  ### Source Data
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  #### Commoncrawl
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- We downlaod five dumps from Commoncrawl, and run the dumps through the official [`cc_net` pipeline](https://github.com/facebookresearch/cc_net).
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  We then deduplicate on the paragraph level, and filter out low quality text using a linear classifier trained to
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  classify paragraphs as Wikipedia references or random Commoncrawl samples.
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  ## Dataset Creation
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+ This dataset was created to follow the LLaMa paper as closely as possible to try to reproduce its recipe.
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  ### Source Data
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  #### Commoncrawl
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+ We downlaod five dumps from Commoncrawl, and run the dumps through the official `cc_net` pipeline.
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  We then deduplicate on the paragraph level, and filter out low quality text using a linear classifier trained to
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  classify paragraphs as Wikipedia references or random Commoncrawl samples.
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