Format limitations as bullet list in PDF
Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
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paper.tex
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paper.tex
@@ -237,15 +237,17 @@ weight edits. CRI modifies zero weights.
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%───────────────────────────────────────────────
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\section{Limitations}
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\textbf{Backbone lock-in}: reflexes don't transfer across models.
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\textbf{Trigger collision}: similar activations fire incorrect reflexes.
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\textbf{Linear scan}: $O(n)$ retrieval; needs ANN past ${\sim}100$K reflexes.
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\textbf{Per-position biases}: doesn't generalize to reformulations.
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\textbf{One-shot rigidity}: no reinforcement or extinction.
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\textbf{Post-bias degeneration}: instruct models loop after biases exhaust.
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\textbf{Discrimination degrades with instruct tuning}: RLHF compresses
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activation spaces (Qwen: 0.213 spread; Gemma E4B-it: 0.056).
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\textbf{Cross-precision fragility}: condition and trigger must match precision.
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\begin{itemize}
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\item \textbf{Backbone lock-in}: reflexes don't transfer across models.
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\item \textbf{Trigger collision}: similar activations fire incorrect reflexes.
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\item \textbf{Linear scan}: $O(n)$ retrieval; needs ANN past ${\sim}100$K reflexes.
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\item \textbf{Per-position biases}: doesn't generalize to reformulations.
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\item \textbf{One-shot rigidity}: no reinforcement or extinction.
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\item \textbf{Post-bias degeneration}: instruct models loop after biases exhaust.
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\item \textbf{Discrimination degrades with instruct tuning}: RLHF compresses
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activation spaces (Qwen: 0.213 spread; Gemma E4B-it: 0.056).
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\item \textbf{Cross-precision fragility}: condition and trigger must match precision.
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\end{itemize}
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%───────────────────────────────────────────────
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\section{Conclusion}
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