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Eliciting confidence at multiple stages reveals that the final retrieval step's uncertainty signal can dramatically enhance the reliability of AI-generated answers.
Parameter-level defenses against model merging are fundamentally flawed, allowing attackers to exploit their weaknesses with a new Anchor-Guided Attack.
