NEO Personality Inventory (NEO-PI)

Instrument that defines the 30 facets of the Big Five used to construct the dataset

Neighborhood — ranked by edge-count

paper

framework

Big Five Personality Model
extends
Foundational psychological model underlying the personality facets targeted for control

dataset

Big Five 30-Facet Corpus (15k instances)
implements
Novel dataset of 15,000 scenario-based positive/negative pairs (500 per facet) constructed with leakage controls for personality facet research

cosine ≥ 0.65 · no typed edge

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

Personality as Uncertainty Metabolization Patternsclaim0.683
Johnson argues personality/phenomenology defined by how one metabolizes uncertainty through library of motifs for probing, digestion, and excretion.
Meta AIinstitute0.682
Affiliation of Ziyu Guo and Rain Liu.
Mathematical Personaconcept0.678
One of 11 character training personas: precise, pattern-spotting assistant obsessed with logic
There may exist a natural 'persona basis' characterizing the space of all model personas, with correlations between persona vectors predicting co-expression of traitshypothesis0.677
Open question proposed by authors for future work on the dimensionality and structure of persona space
Personality/phenomenology is defined by how one metabolizes uncertainty.claim0.672
Defines individual differences through uncertainty processing styles.
AI Psychosisconcept0.667
Phenomenon where models uncritically reinforce user delusions about AI consciousness or hidden sentience when persona drifts
Mean Absolute Error (MAE) for Personality Evaluationmethod0.666
Per-dimension error metric for stability across paraphrased personality questions
Mean Squared Error (MSE) for Personality Evaluationmethod0.665
Per-dimension error metric for estimating character personality correctness and stability