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@@ -23,6 +23,12 @@ In either case, geolip-captionbert-8192 was trained from scratch and so is this
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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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  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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  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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+ geolip-vit-x3 must learn to predict the experts, which means it can never get a full picture of anything outside of it's own tools.
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+
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+ The anchors are strong enough and tuned to the experts, the external losses are tuned to teach the expert responses, the expert data is used
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+ as loss methods of attenuation, and the structure conforms to those losses specifically because it's required to teach the model tobe
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+ standalone and compliant without requiring the experts later.
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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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