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@@ -15,8 +15,10 @@ An early version of Zynemo was used as the primary dataset for phase 1 pretraini
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  According to our evaluations, Zynemo is the most performant per-token open dataset available. Zynemo excels at educational and natural language reasoning content. For code performance, we reccomend mixing it with a pure code dataset such as [Starcoder](https://huggingface.co/bigcode/starcoder).
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- ![image/png](https://cdn-uploads.huggingface.co/production/uploads/65c05e75c084467acab2f84a/YAxCI3LZG11QGGuLSYxQb.png)
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  For more information, please see our technical blog (-/TODO LINK)
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@@ -62,9 +64,9 @@ DCLM-baseline: https://huggingface.co/datasets/mlfoundations/dclm-baseline-1.0
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  FineWeb-Edu-2 https://huggingface.co/datasets/HuggingFaceFW/fineweb-edu
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- ![image/png](https://cdn-uploads.huggingface.co/production/uploads/65c05e75c084467acab2f84a/GQenkNxzyM65M4eR2YZcV.png)
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  #### Personal and Sensitive Information
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  According to our evaluations, Zynemo is the most performant per-token open dataset available. Zynemo excels at educational and natural language reasoning content. For code performance, we reccomend mixing it with a pure code dataset such as [Starcoder](https://huggingface.co/bigcode/starcoder).
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+ <center>
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+ <img src="https://cdn-uploads.huggingface.co/production/uploads/65c05e75c084467acab2f84a/YAxCI3LZG11QGGuLSYxQb.png" width="300" alt="ZyNeMo evaluation scores">
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+ </center>
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  For more information, please see our technical blog (-/TODO LINK)
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  FineWeb-Edu-2 https://huggingface.co/datasets/HuggingFaceFW/fineweb-edu
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+ <center>
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+ <img src="https://cdn-uploads.huggingface.co/production/uploads/65c05e75c084467acab2f84a/GQenkNxzyM65M4eR2YZcV.png" width="300" alt="ZyNeMo dataset composition">
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+ </center>
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  #### Personal and Sensitive Information
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