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  A first experiment to test and convert clip-vit-base-patch32 into a geometric model by using only a classification head.
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- Below is GPT 5's auto-generated dictation based on the notebook. I'll include the full notebook in a moment here.
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  The question was simple; can linear layers learn geometric?
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  A first experiment to test and convert clip-vit-base-patch32 into a geometric model by using only a classification head.
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+ Below is GPT 5's auto-generated dictation based on the notebook. I have included the entire notebook 6 for posterity.
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  The question was simple; can linear layers learn geometric?
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