method
active
method:maximal-marginal-relevance

Maximal Marginal Relevance

Diversity-based reranking approach from Carbonell and Goldstein 1998 for document summarization

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.

  • Question of how rationally agents query the world; subsumed by expected free energy minimization
  • Training-free technique normalizing all task gradients to the maximum gradient norm magnitude
  • The idea that features are encoded as directions in activation space.
  • Model evidence approximated by free energy bound, used for model selection.
  • Scaling aggregated gradient by the maximum gradient norm among tasks.
  • Marginaliaconcept0.703
    Secondary texts placed in margins that contest, complicate, and intervene in the primary text, creating pressure points and alternative discourse.
  • The direction logistic regression converges to on linearly separable data; shown to be suboptimal for identifying truth direction
  • Medium-term memoryconcept0.699
    Vascular clamp's function: holding specific predictions stable over timescales longer than working memory.