method
active
method:direct-prompting

Direct Prompting

The baseline prompting method asking for a single response (e.g., 'Tell me a joke about coffee'), which suffers from mode collapse

Neighborhood — ranked by edge-count

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.

  • Technique for extracting trait directions by contrasting model activations under trait-eliciting vs. trait-suppressing conditions
  • Personality Promptingframework0.804
    Established baseline for OCEAN steering via personality-descriptive system prompts; compared against injection methods throughout
  • A list-level prompting baseline that asks for k responses in a single call without probability verbalization
  • Alternative to preventative steering: prepending a trait-eliciting system prompt to training samples to cancel out training pressure
  • Special case of immediate feedback loop where user interacts with artifacts in a lifelike manner, typically through cursor or finger-based dragging.
  • Six prompt conditions (emptiness, prior relaxation, non-duality, mindfulness, boundless care, contemplative) tested against baseline
  • CoT Promptingmethod0.777
    Chain-of-thought prompting baseline used for comparison in creative writing and other tasks
  • Adaptation of instruction-tuned extraction to base models using third-person descriptions and hypothetical situations