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@@ -19,6 +19,10 @@ information through a route and pooling it.
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  geolip-captionbert-8192 accepts this pooled funneled information and produces useful output due to the shared
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  expert informations having similar access utilities.
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  I'm teaching siglip, dinovit and clip-vit to communicate on the same manifold. They are essentially speaking three dialects of foreign offshoot
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  evolved thousand year later Roman.
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  geolip-captionbert-8192 accepts this pooled funneled information and produces useful output due to the shared
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  expert informations having similar access utilities.
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+ In either case, geolip-captionbert-8192 was trained from scratch and so is this model. They are not inheriting weights from any large-training,
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+ they are inheriting the geometry and structure through distillation in order to represent complex structure that quite simply should not exist
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+ in the smaller model by direct implicit learning.
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+
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  I'm teaching siglip, dinovit and clip-vit to communicate on the same manifold. They are essentially speaking three dialects of foreign offshoot
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  evolved thousand year later Roman.
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