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README.md

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-{}
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 # Zephyr_CoT
 
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 ## Reference
 
+For details on model training and integration into X-LoRA, see the reference below. 
+
+```bibtex
 @misc{buehler2024xlora,
 title={X-LoRA: Mixture of Low-Rank Adapter Experts, a Flexible Framework for Large Language Models with Applications in Protein Mechanics and Molecular Design},
 author={Eric L. Buehler and Markus J. Buehler},
@@ -18,4 +18,4 @@ archivePrefix={arXiv},
 primaryClass={cond-mat.soft},
 url={https://arxiv.org/abs/2402.07148},
 }
-
+```