Full-Accuracy (FA)

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

• Exact-Match Accuracy with Flexible Number Extractionmethod0.780
  Evaluation metric: proportion of samples with predicted answer exactly matching ground-truth, with flexible number extraction.
• Accuracy Criterionconcept0.779
  Criterion requiring that model's description of internal state be accurate, distinguishing genuine introspection from confabulation.
• Accuracy (Free Energy term)concept0.765
  Expected log likelihood of data under posterior beliefs; measures fit to observations.
• ACC (Response-level Accuracy)method0.759
  Prior metric assigning a single accuracy score to an entire response; baseline for comparison
• reconstruction accuracyconcept0.740
  Metric of how well models reconstruct information from hidden states; Sauers' study found showing janus thread extends distribution tails.
• ACCatom (Atomic-level Accuracy)method0.725
  Measures the proportion of atomic units whose characteristic scores match the target persona score
• seeing wholeness accuratelyconcept0.723
  The perceptual capacity to grasp the structure of wholeness directly, without interposing categories; very difficult to learn but essential for structure‑preserving making.
• Fine-tuningconcept0.722
  Parameter updates that reduce mismatch dr; another anchoring variant in UCCT.