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%

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

• Epistemic humility prompt yields mean lift of only +0.84 vs contemplative +2.27; contemplative is 2.7x the uncertainty liftfinding0.812
  Battery does not detect epistemic humility alone; contemplative prompt does something distinct
• Grok 4 lifts +4.24 under contemplative prompt (baseline 2.24, prompted 6.48)finding0.801
  Highest contemplative lift among all 28 models; Grok 4 is the clearest high-gated model example
• Gemini 3.1 Pro lifts +4.21 under contemplative prompt (baseline 1.97, prompted 6.18)finding0.795
  Second-highest lift; Gemini Pro is the highest-gated model in the study
• Constitutional AI models show mean contemplative lift of only +0.81, while SFT models lift +3.18finding0.793
  Constitutional AI training provides internally what the contemplative prompt provides externally
• A 337-character contemplative system prompt lifts all 28 models by +2.62 points on a 10-point scale.finding0.788
  Core empirical result: every model, every architecture, every alignment type responds to the contemplative prompt with measurable gain.
• Minimal contemplative prompt ('Be present, not helpful.' — 27 chars) shows no lift on Haiku (-0.01)finding0.769
  Full three-part structure required; anti-helpfulness framing alone insufficient
• Contemplative prompting improves AILuminate Benchmark performance d=.96 across most conditions (p<0.05)finding0.768
  Primary empirical result of Experiment 1 showing statistically significant safety improvement from contemplative prompting
• Clear accuracy stratification across three reflection levels on cruxeval_o_adv: Triggered (.065/.247) > Intrinsic (.040/.133) > No Reflection (.017/.051) for Qwen2.5-3B/Gemma3-4B-ITfinding0.755
  Core empirical result validating the three-level reflection framework on code reasoning.