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  <img src="SambaLingo_Logo.png" width="340" style="margin-left:'auto' margin-right:'auto' display:'block'"/>
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  <!-- Provide a quick summary of what the model is/does. -->
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- SambaLingo-Bulgarian-Base is a pretrained Bi-lingual Bulgarian and English model that adapts [Llama-2-7b](https://huggingface.co/meta-llama/Llama-2-7b-hf) to Bulgarian by training on 38 billion tokens from the Bulgarian split of the [Cultura-X](https://huggingface.co/datasets/uonlp/CulturaX) dataset. This model reports state of the art evaluation results in perplexity and FLORES-200 translation. For the chat version of this model, please see [sambanovasystems/SambaLingo-Bulgarian-Chat](https://huggingface.co/sambanovasystems/SambaLingo-Bulgarian-Chat).
 
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  ## Model Description
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  <!-- Provide a longer summary of what this model is. -->
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  - **Model type:** Language Model
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  - **Language(s):** Bulgarian, English
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  - **Finetuned from model:** [Llama 2](https://huggingface.co/meta-llama/Llama-2-7b-hf)
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- - **Blog Post**: Will be released soon!
 
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  ## Getting Started
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  <img src="SambaLingo_Logo.png" width="340" style="margin-left:'auto' margin-right:'auto' display:'block'"/>
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  <!-- Provide a quick summary of what the model is/does. -->
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+ SambaLingo-Bulgarian-Base is a pretrained Bi-lingual Bulgarian and English model that adapts [Llama-2-7b](https://huggingface.co/meta-llama/Llama-2-7b-hf) to Bulgarian by training on 38 billion tokens from the Bulgarian split of the [Cultura-X](https://huggingface.co/datasets/uonlp/CulturaX) dataset. This model reports state of the art evaluation results in perplexity and FLORES-200 translation. For the chat version of this model, please see [sambanovasystems/SambaLingo-Bulgarian-Chat](https://huggingface.co/sambanovasystems/SambaLingo-Bulgarian-Chat), or try it out at [SambaLingo-chat-space](https://huggingface.co/spaces/sambanovasystems/SambaLingo-chat-space).
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  ## Model Description
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  <!-- Provide a longer summary of what this model is. -->
 
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  - **Model type:** Language Model
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  - **Language(s):** Bulgarian, English
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  - **Finetuned from model:** [Llama 2](https://huggingface.co/meta-llama/Llama-2-7b-hf)
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+ - **Try the chat version of this model**: [SambaLingo-chat-space](https://huggingface.co/spaces/sambanovasystems/SambaLingo-chat-space).
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+ - **Blog Post**: [sambalingo-open-source-language-experts](https://sambanova.ai/blog/sambalingo-open-source-language-experts)
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  ## Getting Started
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