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concept:constitution-relevant-prompts

Constitution-Relevant Prompts

Hand-written and synthetically extended prompts tied to specific constitution assertions, used to improve sample efficiency of distillation

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Related by similarity (8)

cosine ≥ 0.65 · no typed edge

Entities in the same semantic neighborhood but without a typed relation to this one — candidates for new edges or unrecognized duplicates.

  • Systematic modification of system prompt elements to identify which are necessary for alignment faking
  • A prompt designed to increase self-observation scores in models, found effective in Koan Battery studies.
  • Natural-language harness artifacts that encode standing behavioral rules, task policies, and reasoning procedures
  • Personality Promptingframework0.739
    Established baseline for OCEAN steering via personality-descriptive system prompts; compared against injection methods throughout
  • Using system prompts to instruct models to adopt a persona; used as baseline comparison against character training
  • Dialogue Promptconcept0.737
    The invisibly prepended text that sets the scene for a dialogue and defines the character the agent will role-play
  • Direct Promptingmethod0.729
    The baseline prompting method asking for a single response (e.g., 'Tell me a joke about coffee'), which suffers from mode collapse
  • Tests whether self-referential induction reliably elicits experience reports across model families vs. three matched controls