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@@ -144,8 +144,7 @@ Thank you to all my generous patrons and donaters!
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  # Original model card: NousResearch's Redmond Puffin 13B
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  ## **Redmond-Puffin-13b (Currently available as a Preview edition)**
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  ## Notable Features:
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- - Ability to recall information from upto early 2023, without being plugged into any internet.
 
 
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- - Pretrained on 2 trillion tokens of text.
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  - Pretrained with a context length of 4096 tokens, and fine-tuned on a significant amount of multi-turn conversations reaching that full token limit.
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- - Available to use for any commercial purposes!
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  ## Current Limitations
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  ## Benchmarks coming soon
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- benchmarks coming soon!
 
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  # Original model card: NousResearch's Redmond Puffin 13B
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+ ![puffin](https://i.imgur.com/R2xTHMb.png)
 
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  ## **Redmond-Puffin-13b (Currently available as a Preview edition)**
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  ## Notable Features:
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+ - The first Llama-2 based fine-tuned model released by Nous Research.
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+
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+ - Ability to recall information from upto late 2022 without internet. (ChatGPT cut off date is in 2021)
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+ - Pretrained on 2 trillion tokens of text. (This is double the amount of most Open LLM's)
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  - Pretrained with a context length of 4096 tokens, and fine-tuned on a significant amount of multi-turn conversations reaching that full token limit.
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+ - The first commercially available language model released by Nous Research.
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  ## Current Limitations
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  ## Benchmarks coming soon
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+ benchmarks coming soon!