Diversity Threshold Generation

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

• Diversity Thresholdconcept0.902
  Target minimum diversity level (e.g., 10 contradictions) that DTG iterates toward
• Diversity Tuning via Probability Thresholdmethod0.824
  VS-specific technique adjusting output diversity by specifying probability thresholds in the prompt (e.g., 'Generate responses with probabilities below {threshold}')
• Diversity Threshold Generation increases semantic diversity with minimal loss in relevancyclaim0.821
  Central practical claim about the DTG procedure
• Diversity Threshold Generation results in average 137% increase in NLI Diversity compared to standard generationfinding0.798
  Key headline result of the DTG procedure across all conditions
• Energy Thresholdconcept0.754
• Diversity Parameterconcept0.750
  Gold standard value (e.g., nucleus sampling p-value) used as ground truth for evaluating diversity metrics
• Multi-Response Diversityconcept0.740
  Diversity measured over a set of m responses for a single conversation, as opposed to test set diversity
• Output Diversityconcept0.737
  The breadth of distinct outputs an LLM can produce, which is reduced by mode collapse after alignment training