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@@ -155,10 +155,10 @@ Canon layers are causal depthwise convolutions that provide local context mixing
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  If you use this model, please cite our blog post:
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  ```bibtex
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- @article{dhara2024,
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  title={Optimal Model Architecture},
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  author={CodeLion},
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- year={2024},
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  journal={Hugging Face Blog},
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  url={https://huggingface.co/blog/codelion/optimal-model-architecture}
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  }
 
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  If you use this model, please cite our blog post:
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  ```bibtex
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+ @article{dhara2025,
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  title={Optimal Model Architecture},
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  author={CodeLion},
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+ year={2025},
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  journal={Hugging Face Blog},
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  url={https://huggingface.co/blog/codelion/optimal-model-architecture}
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  }