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@@ -51,7 +51,7 @@ To compare GneissWeb against the baselines, we trained decoder models of 7B para
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  We used FineWeb 1.1.0 and FineWeb-Edu-score2 as our comparison baselines. The former is of 15T tokens and the latter of 5.4T tokens. Fig 2 shows how the subsamples were created for the Fineweb baselines as well for GneissWeb.
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- <img src="ablation_strategy.png" alt="ablation_strategy.png" style="width:1000px;"/>
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  **Figure 2:** Subsampling and Ablation Strategy
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  We used FineWeb 1.1.0 and FineWeb-Edu-score2 as our comparison baselines. The former is of 15T tokens and the latter of 5.4T tokens. Fig 2 shows how the subsamples were created for the Fineweb baselines as well for GneissWeb.
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+ <img src="ablation_strategy_new.png" alt="ablation_strategy.png" style="width:1000px;"/>
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  **Figure 2:** Subsampling and Ablation Strategy
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