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@@ -19,8 +19,8 @@ tokens of text and code data in 8K sequence length. Fox-1 uses Grouped Query Att
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  Fox-1-Instruct-v0.1 is an instruction-tuned (SFT) version of Fox-1-1.6B that has an 8K native context length. The model
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  was finetuned with 5B tokens of instruction following and multi-turn conversation data.
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- For the full details of this model please read
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- our [release blog post](https://blog.tensoropera.ai/tensoropera-unveils-fox-foundation-model-a-pioneering-open-source-slm-leading-the-way-against-tech-giants).
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  ## Getting-Started
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  Fox-1-Instruct-v0.1 is an instruction-tuned (SFT) version of Fox-1-1.6B that has an 8K native context length. The model
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  was finetuned with 5B tokens of instruction following and multi-turn conversation data.
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+ For the full details of this model please read [Fox-1 technical report](https://arxiv.org/abs/2411.05281)
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+ and [release blog post](https://blog.tensoropera.ai/tensoropera-unveils-fox-foundation-model-a-pioneering-open-source-slm-leading-the-way-against-tech-giants).
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  ## Getting-Started
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