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@@ -154,11 +154,12 @@ This model is designed for:
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  If you use this model in your research, please cite:
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  ```bibtex
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- @software{ncpl_intermediate_2026,
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- title = {NCPL-intermediate: Neural Configuration to Performance Scaling Law},
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  author = {OptimizerStudy},
 
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  year = {2026},
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- url = {https://huggingface.co/OptimizerStudy/NCPL-intermediate}
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  }
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  ```
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  If you use this model in your research, please cite:
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  ```bibtex
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+ @article{ncpl2026,
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+ title = {Neural Configuration to Performance Scaling Law},
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  author = {OptimizerStudy},
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+ journal = {arXiv preprint arXiv:2602.10300},
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  year = {2026},
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+ url = {https://www.arxiv.org/abs/2602.10300}
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  }
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  ```
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