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@@ -315,12 +315,9 @@ Please cite as:
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  ```bibtex
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  @article{Buehler_Cephalo_2024,
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- title = {Cephalo, a series of multi-modal vision-language models for bio-inspired materials and mechanics},
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- author = {M.J. Buehler},
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- journal = {},
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- year = {2024},
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- volume = {},
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- pages = {},
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- url = {}
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  }
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  ```
 
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  ```bibtex
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  @article{Buehler_Cephalo_2024,
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+ title={Cephalo: Multi-Modal Vision-Language Models for Bio-Inspired Materials Analysis and Design},
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+ author={Markus J. Buehler},
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+ journal={arXiv preprint arXiv:2405.19076},
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+ year={2024}
 
 
 
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  }
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  ```