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@@ -155,12 +155,13 @@ The train/val gap of ~0.62 at convergence suggests the model could benefit from
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  ## Citation
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  ```bibtex
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- @misc{maio2026eve2moe,
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- author = {Maio, Anthony},
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- title = {Eve-2-MoE-272M: A Nano-Scale Mixture of Experts Base Model for SLM Swarms & Edge Deployment},
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- year = {2026},
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- publisher = {Hugging Face},
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- url = {https://huggingface.co/anthonym21/Eve-2-MoE-272M}
 
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  }
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  ```
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  ## Citation
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  ```bibtex
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+ @misc{anthony_maio_2026_eve2,
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+ author = { Anthony Maio },
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+ title = { Eve-2-MoE-272M (Revision ee90542) },
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+ year = 2026,
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+ url = { https://huggingface.co/anthonym21/Eve-2-MoE-272M },
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+ doi = { 10.57967/hf/7731 },
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+ publisher = { Hugging Face }
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  }
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  ```
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