concept
active
concept:bertology

Bertology

A body of research studying internal representations of transformer language models, especially BERT, including probing methods and attention head analysis

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.

  • BERTScoremethod0.768
    Token-level BERT embedding similarity metric used for both diversity comparison and relevancy evaluation
  • Bert-STSmethod0.743
    Sentence-level semantic similarity metric repurposed as diversity measure in Tevet and Berant 2021
  • Sent-BERTmethod0.709
    Cosine similarity between BERT sentence embeddings; top automatic baseline for semantic diversity
  • brain homologyconcept0.686
    Criterion of similar brain structure to humans; deemed inadequate for novel agents.
  • Phenomenologyconcept0.674
  • The systematic first-person investigation of experience as practiced in Buddhism, particularly regarding tanha and dependent origination.
  • The circular definition in RL where rewards reinforce behaviors that secure rewards, e.g., going to a cafe because coffee is rewarding.
  • robopsychologyconcept0.669
    Proposed new tradition of studying machine psychology through phenomenology, akin to human introspection research.