ICatom (Atomic-level Internal Consistency)

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

• Internal consistency (ICatom) captures a distinct dimension of persona fidelity not measured by prior accuracy or retest metricsclaim0.847
  Supported by low cross-metric correlations (r=0.40 with ACC, r=0.37 with RC)
• ACCatom (Atomic-level Accuracy)method0.803
  Measures the proportion of atomic units whose characteristic scores match the target persona score
• RCatom (Atomic-level Retest Consistency)method0.781
  Measures reproducibility of persona alignment across repeated generations using Earth Mover's Distance
• Internal Consistency Monitoringconcept0.753
  The inferred mechanism underlying ESR whereby the model tracks coherence of its own outputs
• Internal Consistency (persona)concept0.729
  Coherence and stability of persona expression within a single generated response
• GPT-4o LLM-based Atomic Scoringmethod0.721
  GPT-4o (temperature=0) used to assign personality scores [1-5] to each atomic sentence
• ICatom has very low correlation with generation length (r = [-0.31, -0.12])finding0.719
  Generation length does not substantially degrade internal consistency scores
• Each atom is unique according to its context, as confirmed by scanning tunneling microscope photographs.claim0.694
  Empirical support from atomic-scale imaging that even fundamental particles are unique.