Contrastive Feature Retrieval Pipeline

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

• Contrastive concept vector extractionmethod0.748
  Method for obtaining concept vectors by subtracting activations from two contrasting prompts.
• Contrast-Consistent Searchmethod0.736
  Unsupervised probing method from Burns et al. 2023 that identifies directions along which contrast pair representations are far apart
• Contrastive analysismethod0.726
  Method comparing brain activity in conscious vs. unconscious conditions.
• Contrastive learningframework0.718
  Supervised learning framework where system learns by observing contrast between current response and nudged improved response; requires weak additional forces from supervisor
• Contrastconcept0.708
  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 mean-difference probemethod0.708
  Probe construction method: concept vector at each layer is L2-normalized difference between mean positive and mean negative representations from contrastive system prompts
• Retrieval-Augmented Generationconcept0.706
  UCCT interprets RAG as an anchoring variant that raises effective cohesion ρd
• Feature Sparsityconcept0.706
  Property that features activate on only a small fraction of inputs; enables compressed sensing and is what allows superposition to work