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@@ -118,7 +118,7 @@ Pass [other parameters related to beam search textgen](https://huggingface.co/bl
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  `kmfoda/booksum` dataset on HuggingFace - read [the original paper here](https://arxiv.org/abs/2105.08209). Summaries longer than 1024 LongT5 tokens were filtered out with the intent of preventing the model from learning to generate "partial" summaries.
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- > - early checkpoints of this model were trained on a "smaller" subsection of the dataset as it was filtered for summaries of **1024 characters**. This was subsequently caught and adjusted to **1024 tokens** and then trained further for at least five epochs.
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  ## Training procedure
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  `kmfoda/booksum` dataset on HuggingFace - read [the original paper here](https://arxiv.org/abs/2105.08209). Summaries longer than 1024 LongT5 tokens were filtered out with the intent of preventing the model from learning to generate "partial" summaries.
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+ _NOTE: early checkpoints of this model were trained on a "smaller" subsection of the dataset as it was filtered for summaries of **1024 characters**. This was subsequently caught and adjusted to **1024 tokens** and then trained further for at least five epochs._
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  ## Training procedure
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