related_work: log 12b_adaptive outcome as confirmation of the anchoring account
Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
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@@ -158,3 +158,11 @@ directly to Lys's distribution-shift account and predicts the queued
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auto-alignment (adaptive η, training-free) is the natural fallback if no
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fixed α transfers. Worth a paragraph in Paper A (design justification +
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12B analysis) and Paper B (stability mechanism).
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**Outcome (2026-07-14, prediction confirmed):** the `12b_adaptive` MBPP
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arm (adaptive anchoring, 2×/8× H100 fleet) recovers the substrate —
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k=0/2/4 = 72.4/70.8/69.4 overall vs 72.6/54.6/43.0 under fixed α=0.3,
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with hard monotone 11.4→18.2→27.3. The tolerable-loop-share account
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called this shape in advance: stability restored by weakening the loop
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share, hard gains preserved and k-monotone, residual easy erosion
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(98.9→92.2) to be handled by the gate.
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