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@@ -20,7 +20,7 @@ base_model:
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  # GEOLIP CaptionBERT-8192-fingerprinted
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- The next iteration will require an expanded fingerprinted specifically to the alignment of the data and the teachers at training time.
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  The differentiation between what is learned and what is retained specifically expert-to-expert will enable this fingerprint to preserve the student model's integrity,
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  which should allow cross_entropy training without complete geometric collapse and rapid overffiting.
 
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  # GEOLIP CaptionBERT-8192-fingerprinted
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+ The next iteration will require an expanded fingerprinting axis-based relational bank, specifically to the alignment of the data and the teachers at training time.
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  The differentiation between what is learned and what is retained specifically expert-to-expert will enable this fingerprint to preserve the student model's integrity,
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  which should allow cross_entropy training without complete geometric collapse and rapid overffiting.