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@@ -20,13 +20,26 @@ We present $\color{goldenrod}{SPHINX}$, a versatile multi-modal large language m
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  - **Domain Mix.** For data from real-world and synthetic domains, we mix the weights of two domain-specific models for complementarity.
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- <p align="center">
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- <img src="https://github.com/Alpha-VLLM/LLaMA2-Accessory/blob/main/SPHINX/figs/pipeline.png"/ width="90%"> <br>
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  </p>
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- <p align="center">
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- <img src="https://github.com/Alpha-VLLM/LLaMA2-Accessory/blob/main/SPHINX/figs/pipeline2.png"/ width="90%"> <br>
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  </p>
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  ## Inference
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  This section provides a step-by-step guide for hosting a local SPHINX demo. If you're already familiar with the LLAMA2-Accessory toolkit, note that hosting a SPHINX demo follows the same pipeline as hosting demos for the other models supported by LLAMA2-Accessory.
 
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  - **Domain Mix.** For data from real-world and synthetic domains, we mix the weights of two domain-specific models for complementarity.
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+ <p align="left">
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+ <img src="figs/pipeline1.png"/ width="60%"> <br>
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  </p>
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+ <p align="left">
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+ <img src="figs/pipeline2.png"/ width="60%"> <br>
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  </p>
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+ ## Result
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+ <p align="left">
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+ <img src="figs/table1.png"/ width="50%"> <br>
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+ </p>
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+ <p align="left">
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+ <img src="figs/table2.png"/ width="50%"> <br>
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+ </p>
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+ <p align="left">
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+ <img src="figs/table3.png"/ width="50%"> <br>
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+ </p>
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+ <p align="left">
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+ <img src="figs/table4.png"/ width="50%"> <br>
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+ </p>
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  ## Inference
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  This section provides a step-by-step guide for hosting a local SPHINX demo. If you're already familiar with the LLAMA2-Accessory toolkit, note that hosting a SPHINX demo follows the same pipeline as hosting demos for the other models supported by LLAMA2-Accessory.