interpretability

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

• Automated Interpretabilityframework0.886
  Method using large language models (Claude) to generate and test explanations of features at scale
• Interpretability as Natural Scienceframework0.881
  Proposed paradigm for evaluating interpretability work through empirical falsifiability rather than benchmarks or user studies
• Circuit Interpretabilityconcept0.845
  Advantage of DiffLogic CA over NCA — learned rules are pure binary logic circuits that can be visualized and analyzed
• Interpretive Validationconcept0.842
  CIMC's methodology for evaluating whether a built system is conscious: combining multiple forms of evidence including predicted functional organization and developmental trajectories
• "For interpretability, I don't think we even have the right definitions."quote0.830
  Ian Goodfellow quote used to illustrate the pre-paradigmatic state of interpretability research
• interpretative methodmethod0.827
  The historical/hermeneutic approach adopted by the paper to analyze cybernetic diagrams in light of Flusser’s philosophy.
• interpretive abstraction (method)method0.819
  Programming technique to restructure a fine-grained Linda program for efficiency by replacing live data structures with passive ones and coarser-grain processes.
• Neural Network Interpretabilityconcept0.818
  The field aimed at understanding what neural networks have learned; characterized as pre-paradigmatic in this paper