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@@ -155,3 +155,42 @@ SUMMARY
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+
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+ # prototype 5
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+
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+ Attempted equidistance geodesic alignment protocol. Successful, perfect harmony to reach 0.2 context CV ratio possible.
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+
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+ =================================================================
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+ PHASE 3: GEOMETRIC VERIFICATION
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+ =================================================================
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+ Passthrough: 1.000000 (target: 1.000)
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+ Emb CV: 0.1660 (consensus: 0.1771)
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+ Geo context CV: 0.2053
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+ Geo eff_dim: 30.5 / 128
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+ Expert cos: 0.729 ± 0.005
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+ Anchor max cos: 0.668
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+ Disagreement:
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+ Cross-expert: 0.0826 ± 0.0021
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+ Ratio: 0.006963 (target: 0.000000)
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+ Norm spread: 0.0781
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+
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+ =================================================================
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+ PHASE 4: CLASSIFIER STABILITY TEST
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+ =================================================================
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+ with_bank : train=0.746 val=0.500 gap=0.246
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+ without_bank : train=0.490 val=0.363 gap=0.126
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+
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+ =================================================================
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+ SUMMARY
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+ =================================================================
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+ Consensus CV: 0.1771
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+ Consensus eff_dim:109.5
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+ Student v_cos: 0.686
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+ Student v_cv: 0.182
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+ Bank params: 2,921,088
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+ Bank geo_eff_dim: 30.5
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+ Bank geo_cv: 0.2053
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+
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+ =================================================================
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+ DONE
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+ =================================================================