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    <title>Multi-Turn Jailbreaks on Cognaptus</title>
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      <title>The Safety Decision Before the Answer</title>
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      <description>ShallowDefend shows how explicit safety commitments improve multi-turn jailbreak resistance, while exposing the cost of rejecting legitimate requests.</description>
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