Preventative Prompting

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

• Contrastive Promptingconcept0.803
  Technique for extracting trait directions by contrasting model activations under trait-eliciting vs. trait-suppressing conditions
• Preventative Steeringconcept0.802
  Novel method that steers the model toward an undesired persona direction during training to cancel out pressure imposed by the training objective
• Contemplative Promptingmethod0.799
  Six prompt conditions (emptiness, prior relaxation, non-duality, mindfulness, boundless care, contemplative) tested against baseline
• Direct Promptingmethod0.789
  The baseline prompting method asking for a single response (e.g., 'Tell me a joke about coffee'), which suffers from mode collapse
• Personality Promptingframework0.771
  Established baseline for OCEAN steering via personality-descriptive system prompts; compared against injection methods throughout
• Sequence Promptingmethod0.754
  A list-level prompting baseline that asks for k responses in a single call without probability verbalization
• Adversarial Prompting for Robustnessmethod0.745
  Eight instruction variants appended to prompts to attempt to break superficial role-play and test depth of character
• Chain-of-thought promptingmethod0.742
  Technique by which LLMs generate intermediate reasoning steps before final output; used by ChatGPT o3.