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@@ -65,6 +65,28 @@ from transformers import AutoTokenizer
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  tokenizer = AutoTokenizer.from_pretrained("EleutherAI/gpt-neox-20b")
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  ```
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  ## Model Description
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  The architecture is a modification of a standard decoder-only transformer.
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  _The following language is modified from [EleutherAI's GPT-NeoX-20B](https://huggingface.co/EleutherAI/gpt-neox-20b)_
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- MPT-7B-Instruct can produce factually incorrect output, and should not be relied on to produce factually accurate information.
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- MPT-7B-Instruct was trained on various public datasets.
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  While great efforts have been taken to clean the pretraining data, it is possible that this model could generate lewd, biased or otherwise offensive outputs.
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  tokenizer = AutoTokenizer.from_pretrained("EleutherAI/gpt-neox-20b")
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  ```
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+ ## Example Epilogue
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+ **MPT-7B-StoryWriter**
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+ >I have lived so long in the shadow of this dream that I may never see the bright sunlight of reality. I may look up some morning and find that I am six feet under, and that Gatsby, who gave me the dream and everything else, will have vanished behind me.
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+ >
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+ >And so it was. I had hardly crossed the threshold of the old world when my eye caught the headlines of a newspaper, and I knew at once that my dream was over. I knew that Gatsby was dead.
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+ >
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+ >And I knew that day that I didn't love her.
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+ That night I took the last train for West Egg, and when I reached home I went directly to my attic and brought down all Gatsby's letters.
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+ I have sorted them by date and placed them in the order in which they were written. They are very few in number.
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+ They are dated between April of nineteen eighteen and January of nineteen nineteen, and the last one I have here is the one that told me he was dead.
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+ There is something in that last letter that frightens me. It is the sense of a finality, of a completeness. I never heard of him after that, and I was glad.
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+ But a few months ago I read somewhere that he had been seen in New York. He had become a great man.
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+ And I knew that he had not changed at all.
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  ## Model Description
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  The architecture is a modification of a standard decoder-only transformer.
 
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  _The following language is modified from [EleutherAI's GPT-NeoX-20B](https://huggingface.co/EleutherAI/gpt-neox-20b)_
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+ MPT-7B-StoryWriter can produce factually incorrect output, and should not be relied on to produce factually accurate information.
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+ MPT-7B-StoryWriter was trained on various public datasets.
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  While great efforts have been taken to clean the pretraining data, it is possible that this model could generate lewd, biased or otherwise offensive outputs.
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