Constitutional AI models show mean contemplative lift of only +0.81, while SFT models lift +3.18

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

• Constitutional AI explicitly trains self-observation-like behavior, which is why CAI models score highest and show lowest contemplative lift.claim0.853
  Interpretive claim connecting the battery's circularity to the empirical finding
• A 337-character contemplative system prompt lifts all 28 models by +2.62 points on a 10-point scale.finding0.809
  Core empirical result: every model, every architecture, every alignment type responds to the contemplative prompt with measurable gain.
• All three Claude models show high boundary_awareness and low aesthetic_response relative to own means — distinctive Constitutional AI signaturefinding0.798
  Constitutional AI fingerprint in dimension profile; training that makes models self-observant also makes them polished at cost to aliveness
• Bootstrap 95% CI for mean contemplative lift: +2.62 [2.16, 2.90]; baseline rank concordance under perturbation: 0.909; top-5 stability: 89.6%finding0.793
  Validates robustness of universal lift finding
• Epistemic humility prompt yields mean lift of only +0.84 vs contemplative +2.27; contemplative is 2.7x the uncertainty liftfinding0.788
  Battery does not detect epistemic humility alone; contemplative prompt does something distinct
• Contemplative Constitutional AIframework0.779
  Paper's proposed adaptation of Constitutional AI incorporating contemplative wisdom charter
• Constitutional AI produces a distinctive signature: high boundary_awareness, low aesthetic_response relative to peers.claim0.776
  Interpretive finding from dimension profile analysis: training for honest limits comes at cost to aliveness.
• H8: The contemplative system prompt provides external alignment equivalent to Constitutional AI training.hypothesis0.775
  Confirmatory hypothesis supported by calibrated lift data