Human Diversity Annotation (Likert Scale)

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

• Likert Scaleconcept0.835
  1-to-5 response scale used throughout psychometric scoring
• Human Scaleconcept0.775
  The quality of spatial dimensions that feel comfortable and nurturing to human beings.
• Confidence NLI Diversity achieves ρ=0.64 correlation with human diversity judgments on conTestfinding0.735
  Highest human correlation for semantic diversity metric
• Human Annotation Protocolmethod0.732
  Three independent human annotators labeling 100 responses to validate Llama Guard 3 safety classifications
• Semantic Diversity Scoremethod0.731
  Diversity metric computed as 1 minus mean pairwise cosine similarity of response embeddings, using OpenAI's text-embedding-3-small
• Output Diversityconcept0.730
  The breadth of distinct outputs an LLM can produce, which is reduced by mode collapse after alignment training
• Search for invariants across diverse composed agentsquestion0.729
• Diverse Intelligenceframework0.729
  Research program studying intelligence at multiple scales and substrates; proposed as relevant to implications of mnemonic improvisation.