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@@ -12,11 +12,11 @@ where `dataset, hparams, warmup, decay, params, maxstep` are as defined in the g
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  ## Citation
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- `
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  @article{porian2024resolving,
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  title={Resolving Discrepancies in Compute-Optimal Scaling of Language Models},
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  author={Porian, Tomer and Wortsman, Mitchell and Jitsev, Jenia and Schmidt, Ludwig and Carmon, Yair},
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  journal={arXiv:2406.19146},
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  year={2024}
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  }
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- `
 
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  ## Citation
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+ ```
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  @article{porian2024resolving,
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  title={Resolving Discrepancies in Compute-Optimal Scaling of Language Models},
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  author={Porian, Tomer and Wortsman, Mitchell and Jitsev, Jenia and Schmidt, Ludwig and Carmon, Yair},
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  journal={arXiv:2406.19146},
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  year={2024}
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  }
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+ ```