Contrastive Stimulus Design

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

• Contrastive Pairsconcept0.783
  Pairs of prompts at different reflection levels used to compute steering vectors.
• Contrastconcept0.782
  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
• Contrastive learningframework0.768
  Supervised learning framework where system learns by observing contrast between current response and nudged improved response; requires weak additional forces from supervisor
• Contrastive analysismethod0.756
  Method comparing brain activity in conscious vs. unconscious conditions.
• Contrast Pairsconcept0.735
  Pairs of statements with opposite truth values used as input to CCS; e.g., cities and neg_cities paired statements
• Contrastive Activation Steeringmethod0.732
  Core technique: takes mean difference of model activations on contrastive prompts and adds the resulting vector to the residual stream at inference time.
• Contrastive mean-difference probemethod0.731
  Probe construction method: concept vector at each layer is L2-normalized difference between mean positive and mean negative representations from contrastive system prompts
• Contrast-Consistent Searchmethod0.730
  Unsupervised probing method from Burns et al. 2023 that identifies directions along which contrast pair representations are far apart