Diversity-Relevancy Tradeoff

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

• Diversity Threshold Generation increases semantic diversity with minimal loss in relevancyclaim0.776
  Central practical claim about the DTG procedure
• Diversity Thresholdconcept0.760
  Target minimum diversity level (e.g., 10 contradictions) that DTG iterates toward
• Diversity Threshold Generationmethod0.732
  Iterative generation procedure that resamples lowest-scoring responses until a diversity threshold is reached
• Human Diversity Annotation (Likert Scale)method0.728
  Annotators score diversity of response sets 1-5 with half-point increments; used as ground truth correlation target
• Multi-Response Diversityconcept0.728
  Diversity measured over a set of m responses for a single conversation, as opposed to test set diversity
• Output Diversityconcept0.718
  The breadth of distinct outputs an LLM can produce, which is reduced by mode collapse after alignment training
• Diversity Tuning via Probability Thresholdmethod0.712
  VS-specific technique adjusting output diversity by specifying probability thresholds in the prompt (e.g., 'Generate responses with probabilities below {threshold}')
• Diversity Parameterconcept0.712
  Gold standard value (e.g., nucleus sampling p-value) used as ground truth for evaluating diversity metrics