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Update README.md

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@@ -228,6 +228,11 @@ Loic Barrault, Gabriel Mejia Gonzalez, Prangthip Hansanti, John Hoffman, Semarle
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  Necip Fazil Ayan, Shruti Bhosale, Sergey Edunov, Angela Fan, Cynthia Gao, Vedanuj Goswami, Francisco Guzmán, Philipp Koehn, Alexandre Mourachko, Christophe Ropers,
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  Safiyyah Saleem, Holger Schwenk, and Jeff Wang.
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  ## Generating with NLLB-MoE
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  The avalable checkpoints requires around 350GB of storage. Make sure to use `accelerate` if you do not have enough RAM on your machine.
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  Necip Fazil Ayan, Shruti Bhosale, Sergey Edunov, Angela Fan, Cynthia Gao, Vedanuj Goswami, Francisco Guzmán, Philipp Koehn, Alexandre Mourachko, Christophe Ropers,
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  Safiyyah Saleem, Holger Schwenk, and Jeff Wang.
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+ ## Training:
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+
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+ - The Expert Output Masking is used for training, which consists in droping the full contribution for some tokens. This corresponds to the following scheme:
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+ ![EOM](https://drive.google.com/uc?id=1VNr3Ug5mQT4uFlvMDaTEyfg9rwbwGFsl/view?usp=sharing)
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+
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  ## Generating with NLLB-MoE
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  The avalable checkpoints requires around 350GB of storage. Make sure to use `accelerate` if you do not have enough RAM on your machine.
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