Contrastive analysis

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

• Contrastconcept0.841
  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 learningframework0.826
  Supervised learning framework where system learns by observing contrast between current response and nudged improved response; requires weak additional forces from supervisor
• Contrastive Pairsconcept0.800
  Pairs of prompts at different reflection levels used to compute steering vectors.
• Contrast-Consistent Searchmethod0.792
  Unsupervised probing method from Burns et al. 2023 that identifies directions along which contrast pair representations are far apart
• Contrastive mean-difference probemethod0.781
  Probe construction method: concept vector at each layer is L2-normalized difference between mean positive and mean negative representations from contrastive system prompts
• Contrastive concept vector extractionmethod0.778
  Method for obtaining concept vectors by subtracting activations from two contrasting prompts.
• Linear Discriminant Analysismethod0.769
  IID mass-mean probing coincides with LDA when covariance is known; used to derive the corrected probe formula
• Contrast Transformationconcept0.768
  A transformation that sharpens and increases the distinction between two types of centers, creating stronger polarity.