Contrastive Prompting

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

• Contrastive Prompting for Base Modelsmethod0.865
  Adaptation of instruction-tuned extraction to base models using third-person descriptions and hypothetical situations
• Direct Promptingmethod0.809
  The baseline prompting method asking for a single response (e.g., 'Tell me a joke about coffee'), which suffers from mode collapse
• Personality Promptingframework0.806
  Established baseline for OCEAN steering via personality-descriptive system prompts; compared against injection methods throughout
• Contrastive Stimulus Designconcept0.805
  LAT methodology step constructing paired prompts that elicit divergent behaviors to extract steering vectors
• Contrastive system prompt completionsconcept0.803
  Training method for probes: generate completions under opposing system prompts to induce positive and negative poles of a concept
• Preventative Promptingmethod0.803
  Alternative to preventative steering: prepending a trait-eliciting system prompt to training samples to cancel out training pressure
• Contemplative Promptingmethod0.799
  Six prompt conditions (emptiness, prior relaxation, non-duality, mindfulness, boundless care, contemplative) tested against baseline
• Contrastconcept0.796
  The property that living structures contain intense contrast—far more than one imagines helpful; true opposites which annihilate each other when superimposed, creating differentiation that gives birth to something; contrast unifies rather than separates when used correctly