Semantic Diversity Score

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

• Semantic Diversityconcept0.872
  Core concept measured by NLI Diversity — diversity of meaning across a set of dialogue responses
• Lexical Diversityconcept0.794
  Contrasted with semantic diversity; measured by n-gram overlap and distinct-n
• Confidence NLI Diversity achieves state-of-the-art performance on measuring semantic diversityclaim0.781
  Main performance claim of the paper
• Output Diversityconcept0.775
  The breadth of distinct outputs an LLM can produce, which is reduced by mode collapse after alignment training
• What is the role of neutral NLI predictions in measuring semantic diversity?question0.758
  Motivates the creation of Neutral NLI Diversity as an ablation
• semantic valueconcept0.747
  Meaning that arises from relations within the graphical system, not inherent in elements.
• Diversity Thresholdconcept0.742
  Target minimum diversity level (e.g., 10 contradictions) that DTG iterates toward
• The contradiction relation is more useful than the neutral relation for measuring semantic diversityclaim0.739
  Key finding from ablation study on NLI prediction categories