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      <title>When Numbers Meet Narratives: How LLMs Reframe Quant Investing</title>
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      <description>A mechanism-first reading of how LLM-derived news representations can help quant investing only when they are treated as adaptive signal layers rather than magic alpha machines.</description>
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