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Sealing Conditional Misalignment in Inoculation Prompting with Consistency Training

David Africa, Sukrati_Gautam, Neil ShahDate not recordedOriginal︎ ↗Archived copy

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Inoculation prompting suppresses EM, but creates a re-elicitation gap. As expected, inoculation prompting works when the inoculation prompt is absent at deployment, and the models are almost never judged misaligned. When the inoculation prompt is restored at test time, misalignment also returns (Figure 1, top row).

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David Africa, Sukrati_Gautam, Neil Shah
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https://www.lesswrong.com/posts/LjBAPcY33EKZ7SuuN/sealing-conditional-misalignment-in-inoculation-prompting-1
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https://web.archive.org/web/20260621024259/https://www.lesswrong.com/posts/LjBAPcY33EKZ7SuuN/sealing-conditional-misalignment-in-inoculation-prompting-1
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16,975 characters, retrieved Nov 11, 2026 · 56 sections, 54 passages
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  1. Nov 11, 2026DividedSegmenter · Divided into 109 parts by its own structure
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