# Contradiction is positively correlated with diversity (ρ=0.26 decTest, ρ=0.46 conTest)

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

• # Neutral shows weak correlation with diversity (ρ=0.05 decTest, ρ=-0.08 conTest)finding0.870
  Ablation result showing neutrals are not strong indicators of diversity
• # Entailment is negatively correlated with diversity (ρ=-0.48 decTest, ρ=-0.65 conTest)finding0.854
  Ablation result confirming that entailment predictions indicate lack of diversity
• Confidence NLI Diversity achieves ρ=0.64 correlation with human diversity judgments on conTestfinding0.804
  Highest human correlation for semantic diversity metric
• Overall correlation between accuracy and contra-positive coherence across all models is 0.41 on Leap-of-Thought.finding0.772
  Quantitative result showing weaker relationship between accuracy and contra-positive coherence.
• The contradiction relation is more useful than the neutral relation for measuring semantic diversityclaim0.771
  Key finding from ablation study on NLI prediction categories
• Larger numbers of entailment predictions indicate lack of diversity; larger numbers of contradiction predictions indicate higher diversityhypothesis0.759
  Design hypothesis for NLI scoring weights in Baseline NLI Diversity
• Within each difficulty category, correctness rate is not correlated with reflection rate, suggesting reflection may be redundantclaim0.757
  Per-category analysis showing reflection rate does not help within difficulty class
• Agreeableness-Conscientiousness Big Two correlation is observed in 10 of 13 LLMs; N-C correlation is rarest (1 LLM)finding0.743
  Most and least common Big Two covariance pattern in LLM OCEAN MDS injections