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      <title>When the Proxy Wins: Attention Sensitivity Can Hit the Ceiling and Still Miss ICL</title>
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      <description>A controlled fine-tuning study shows why an internal model diagnostic can become a dangerous training target once optimization learns how to satisfy the metric without preserving the intended capability.</description>
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