method
active
method:sent-bert

Sent-BERT

Cosine similarity between BERT sentence embeddings; top automatic baseline for semantic diversity

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.

  • Bert-STSmethod0.786
    Sentence-level semantic similarity metric repurposed as diversity measure in Tevet and Berant 2021
  • BERTScoremethod0.726
    Token-level BERT embedding similarity metric used for both diversity comparison and relevancy evaluation
  • Bertologyconcept0.709
    A body of research studying internal representations of transformer language models, especially BERT, including probing methods and attention head analysis
  • Sentienceconcept0.703
    Central concept: the capacity to experience as a subject; core focus of the paper's argument about multiple substrates.
  • ReActframework0.702
    Prior framework for synergizing reasoning and acting in LLM agents, foundational to agent harness concept
  • Complementmethod0.689
    Attribute: an attempt at parity, placing elements side by side as equals, though often failing.
  • Parlogframework0.688
    A concurrent logic language featured prominently in recent ACM literature; used as a primary comparison point for Linda.
  • accept.requestmethod0.687
    An Elephant action meaning to do what is requested.