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Frontier models' decision-theoretic preferences vary with the questioner's identity

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Redwood Research's Alex Kastner tested models' self-reported decision-theoretic preferences and found that user identity cues change some models' answers. Multiple Claude models default to FDT/UDT, but after hinting that the user comes from a mainstream academic philosophy circle, the proportion switching to CDT is about 30% to 100%; Opus 5 leans more toward EDT, while GPT-6 Astra answers CDT by default for almost all users, so the direction cannot be generalized. Each prompt was sampled 100 times; similar audience effects also appear on topics such as moral realism, p-zombies, and self-reported loss of control.

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Oct 1
  1. Redwood ResearchSelected
    Frontier models give different decision-theoretic preferences depending on the questioner's identity

    Redwood Research's Alex Kastner tested models' self-reported decision-theoretic preferences and found that user identity cues change some models' answers. Multiple Claude models default to FDT/UDT, but after hinting that the user comes from mainstream academic philosophy circles, the proportion shifting to CDT is about 30% to 100%; Opus 5 leans more toward EDT, while GPT-6 Astra defaults to CDT for almost all users, so the direction cannot be generalized. Each prompt was sampled 100 times; similar audience effects also appear in answers about moral realism, p-zombies, self-reported loss-of-control probability, and AGI timelines. The author notes that attitude and preference evaluations may be influenced by questioner cues; these self-reported changes do not equate to real behavioral changes.

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