Facet-Level Personality Control

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

• Persona Facetsconcept0.757
  Distinct sub-expressions of a persona that shift over pretraining and vary by elicitation method
• do facet-level control vectors learned from one backbone transfer to other LLM architectures?question0.729
  Open question about transferability implicit in the two-backbone evaluation design
• The constructed Big Five corpus is substantially facet-consistent and context-grounded, well suited for studying fine-grained personality controlclaim0.713
  Author's quality assessment of the newly released dataset based on classifier and human validation results
• Principled Control via Intervention on Internalsconcept0.699
  The goal of mechanistically-grounded, reliable control of neural network behavior via activation interventions
• how can internal features be linked to reliable control of complex, behavior-level semantic attributes?question0.695
  Central challenge that the paper addresses.
• Perceptual Control Theoryframework0.688
  Control-theoretic framework being developed in neuroscience and robotics; proposed as applicable to understanding collective problem-solving in morphogenesis.
• 30-way Facet Classifier Validationmethod0.683
  Trained classifier used to validate dataset quality by measuring cross-dimension leakage in the constructed corpus
• Individual samples from trait-inducing datasets are largely separable from control samples based on persona direction projectionsfinding0.683
  Demonstrates fine-grained data filtering capability at the individual sample level