Diversity Threshold

Target minimum diversity level (e.g., 10 contradictions) that DTG iterates toward

Neighborhood — ranked by edge-count

paper

cosine ≥ 0.65 · no typed edge

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

Diversity Threshold Generationmethod0.902
Iterative generation procedure that resamples lowest-scoring responses until a diversity threshold is reached
Diversity Parameterconcept0.816
Gold standard value (e.g., nucleus sampling p-value) used as ground truth for evaluating diversity metrics
Diversity Tuning via Probability Thresholdmethod0.811
VS-specific technique adjusting output diversity by specifying probability thresholds in the prompt (e.g., 'Generate responses with probabilities below {threshold}')
Multi-Response Diversityconcept0.774
Diversity measured over a set of m responses for a single conversation, as opposed to test set diversity
Diversity-Relevancy Tradeoffconcept0.760
Known tension in dialogue generation where increasing diversity may reduce response relevancy
Energy Thresholdconcept0.760
Output Diversityconcept0.759
The breadth of distinct outputs an LLM can produce, which is reduced by mode collapse after alignment training
Test Set Diversityconcept0.750
Traditional diversity measurement over one response per conversation across the test set