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@@ -557,7 +557,8 @@ <h4 style="margin-bottom: 16px;">
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Our analysis reveals a consistent trend: allocating additional compute toward generating more tokens is generally more effective than expanding the KV cache.
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</span>
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</p>
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In Best-of-N frontier, doubling the cost leads to only a 1.18× increase in KV budget, compared to a 1.74× increase in total generated tokens.
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In Best-of-N frontier, doubling the cost leads to only a 1.18× increase in KV budget, compared to a 1.74× increase in total generated tokens. This trend indicates that, as more computing is invested at test time, high sparsity becomes
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increasingly critical to fully leverage the benefits of these strategies.
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</p>
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</div>
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<div style="flex: 1 1 40%; text-align: center;">

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