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@@ -148,9 +148,9 @@ MIT
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  ```
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  @misc{ndubuaku2026needle,
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- title={Simple Attention Networks},
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- author={Henry Ndubuaku},
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  year={2026},
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- url={https://github.com/cactus-compute/needle/blob/main/docs/simple_attention_networks.md}
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  }
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  ```
 
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  ```
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  @misc{ndubuaku2026needle,
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+ title={Needle},
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+ author={Henry Ndubuaku and Jakub Mroz and Karen Mosoyan and Roman Shemet and Parkirat Sandhu and Satyajit Kumar and Noah Cylich and Justin H. Lee},
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  year={2026},
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+ url={https://github.com/cactus-compute/needle}
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  }
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  ```