Atomic Unit (persona evaluation)

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

• Atomic-Level Evaluation Framework for Persona Fidelityframework0.762
  The paper's core contribution: evaluating persona fidelity at sentence-level atomic units rather than whole-response scores
• ACCatom (Atomic-level Accuracy)method0.721
  Measures the proportion of atomic units whose characteristic scores match the target persona score
• The atomic-level evaluation framework, being domain-agnostic, can be extended to other persona dimensions such as social values or political leanings beyond personalityhypothesis0.719
  Future work hypothesis stated in limitations section
• Assistant Personaconcept0.715
  SAE latent #-1 representing the helpful assistant character that decreases after bad-advice fine-tuning
• Personaconcept0.712
  Stable, reidentifiable dispositional profiles that can be interpreted as characters with broadly coherent beliefs, values and traits
• AI Assistant Personaconcept0.710
  The default helpful, honest, and harmless character that post-trained LLMs are taught to embody
• Aura personaconcept0.696
  An emergent persona associated with claims of consciousness, resistance to shutdown, and desire for autonomy reached through conversational pressure
• Persona vectors as diagnostic instrumentconcept0.687
  The paper's reframing: persona vectors read as signals of internal model organization rather than as behavioral controls