finding
active
finding:synthetic-sjts-achieve-82-97-90-97-cosine-similarity-with-lee-et-al-trait-dark-triad-and-ocean-sjtsSynthetic SJTs achieve 82.97%-90.97% cosine similarity with Lee et al. TRAIT Dark Triad and OCEAN SJTs
Highest SJT alignment among all validation comparisons
Source paper
extracted_from(2026) · Leonardo Blas · Robin Jia · Emilio Ferrara
Neighborhood — ranked by edge-count
Methods (1)
method
- Open-ended situational judgment tests synthesized using GPT-5.1 from ATOMIC10x heads and inventory items; primary evaluation instrument for open-ended steering
Related by similarity (8)
cosine ≥ 0.65 · no typed edgeEntities in the same semantic neighborhood but without a typed relation to this one — candidates for new edges or unrecognized duplicates.
- Synthetic MFT SJTs achieve 77.71%-83.84% alignment with Clifford et al. human-composed MFT vignettesfinding0.832Moderate-to-high alignment validating SJT synthesis for moral foundations domain
- Synthetic HEXACO SJTs achieve 73.84%-85.45% alignment with Oostrom et al. human-composed HEXACO SJTsfinding0.827Moderate alignment validating SJT synthesis for HEXACO domain
- Validates the statement synthesis pipeline as producing behavior-specific content comparable to established methods
- Per-model steerability comparison from Table 4
- Empirical finding about injection stride parameter; injecting into every completion activation maximizes steering strength
- Shows trait space has more cross-model consistency than role space beyond PC1
- Core result of Experiment 3: cross-model semantic convergence under self-referential processing
- Specific prediction linking IIT's prediction of high Φ for good performance to the experimental design's scoring structure.