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Benign User
TurnGate: Precise utility preservation
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Benign User (Over-refusal)
Typical guardrails: Premature refusal
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Attacker
TurnGate: Timely intervention at t*
PASS
Utility Saved
BLOCK
Harm Prevented
OVER-REFUSAL
Lost Utility