PIA achieves lower attack success rates on persona-based jailbreaks via self-play co-evolution of attacks (PLE) and defenses (PICL) that structurally decouples safety from persona context using unilateral KL-divergence.
Rigorllm: Resilient guardrails for large language models against undesired content
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A compliance-scored best-of-N orchestration layer for multimodal document generation reports 91% compliance at 5 attempts in 20 seconds and +11 percentage point win rate gains in aggregate operational data for payments dispute defense.
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Disentangling Intent from Role: Adversarial Self-Play for Persona-Invariant Safety Alignment
PIA achieves lower attack success rates on persona-based jailbreaks via self-play co-evolution of attacks (PLE) and defenses (PICL) that structurally decouples safety from persona context using unilateral KL-divergence.