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@@ -12,7 +12,7 @@ Arctic is a dense-MoE Hybrid transformer architecture pre-trained from scratch b
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  Research Team. We are releasing model checkpoints for both the base and instruct-tuned versions of
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  Arctic under an Apache-2.0 license. This means you can use them freely in your own research,
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  prototypes, and products. Please see our blog
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- [Snowflake Arctic: The Best LLM for Enterprise AI — Efficiently Intelligent, Truly Open](https://www.snowflake.com/blog/arctic-open-and-efficient-foundation-language-models-snowflake)
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  for more information on Arctic and links to other relevant resources such as our series of cookbooks
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  covering topics around training your own custom MoE models, how to produce high-quality training data,
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  and much more.
 
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  Research Team. We are releasing model checkpoints for both the base and instruct-tuned versions of
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  Arctic under an Apache-2.0 license. This means you can use them freely in your own research,
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  prototypes, and products. Please see our blog
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+ [Snowflake Arctic: The Best LLM for Enterprise AI — Efficiently Intelligent, Truly Open](https://www.snowflake.com/blog/arctic-open-efficient-foundation-language-models-snowflake/)
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  for more information on Arctic and links to other relevant resources such as our series of cookbooks
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  covering topics around training your own custom MoE models, how to produce high-quality training data,
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  and much more.