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concept:diversity-parameter

Diversity Parameter

Gold standard value (e.g., nucleus sampling p-value) used as ground truth for evaluating diversity metrics

Neighborhood — ranked by edge-count

Related by similarity (8)

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.

  • Target minimum diversity level (e.g., 10 contradictions) that DTG iterates toward
  • Output Diversityconcept0.772
    The breadth of distinct outputs an LLM can produce, which is reduced by mode collapse after alignment training
  • Parameter specific to each task, e.g., task head.
  • Semantic Diversityconcept0.751
    Core concept measured by NLI Diversity — diversity of meaning across a set of dialogue responses
  • Iterative generation procedure that resamples lowest-scoring responses until a diversity threshold is reached
  • Diversity measured over a set of m responses for a single conversation, as opposed to test set diversity
  • Lexical Diversityconcept0.741
    Contrasted with semantic diversity; measured by n-gram overlap and distinct-n
  • Test Set Diversityconcept0.739
    Traditional diversity measurement over one response per conversation across the test set