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@@ -213,6 +213,11 @@ response = index_doc.as_query_engine(service_context=service_context,
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  print(response)
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  ```
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  ### Notes and licenses
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  BioinspiredLLM is a 13b parameter model. It was fine-tuned based on the Orca-2 model (https://huggingface.co/microsoft/Orca-2-13b), using the LLaMA-2 13b base model. Please refer to LLaMA-2 technical report for details on the model architecture. Details see: https://onlinelibrary.wiley.com/doi/full/10.1002/advs.202306724
 
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  print(response)
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  ```
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+ ### Reference
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+ Rachel K. Luu, Markus J. Buehler, BioinspiredLLM: Conversational Large Language Model for the Mechanics of Biological and Bio-Inspired Materials
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+ arxiv.org/abs/2309.08788 and Adv. Science, https://doi.org/10.1002/advs.202306724, 2023
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  ### Notes and licenses
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  BioinspiredLLM is a 13b parameter model. It was fine-tuned based on the Orca-2 model (https://huggingface.co/microsoft/Orca-2-13b), using the LLaMA-2 13b base model. Please refer to LLaMA-2 technical report for details on the model architecture. Details see: https://onlinelibrary.wiley.com/doi/full/10.1002/advs.202306724