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      <title>Cheap Seats, Sharp Eyes: Reward-Hack Detection Without the Frontier Judge</title>
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      <description>A small trajectory encoder nearly matches a frontier LLM judge on reward-hack detection, but only when it can read the reasoning-rich trace.</description>
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