Conceptual scaling is not automatic; it is an act of interpretation.

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

• Levels of scale is not a mechanical thing requiring merely a wide range of sizes; it arises properly only when each center gives life to the next one and the detail actually does something to create life in larger centersclaim0.778
  Clarification that levels of scale fails when detail is merely present but not doing anything—as in machine-made doors with superficially many panels that have no real life
• Scaling Of The Selfconcept0.767
  Mechanisms by which smaller competent subunits bind into a higher-level Self with larger goals; key example via gap junction connections.
• In evaluating creative or intellectual output, the question should be 'Does it elevate us?' rather than 'What made it?' — judging origin rather than quality emphasizes the worst parts of human nature.claim0.766
  Normative claim about how to evaluate AI-generated content, using Deutsche Physik as cautionary analogy
• The results generalise readily to non-equilibrium systems where scaling relationships remain similar (e.g., dynamic or localised scaling).claim0.759
  Claim about broader applicability of the scaling argument
• Deceptive capabilities may scale with model size (inverse scaling law hypothesis)hypothesis0.758
  Cited hypothesis from Lin et al. 2022 suggesting larger models become more capable of deception
• Scale is sufficient but not necessarily efficient to reach high levels of intelligence; different methods can scale with different efficiency levelsclaim0.757
  Implication of PRH for 'scale is all you need' argument
• In some sense, this is the simplest language model we profoundly don't understand. And so it makes a natural target for our paper.quote0.756
  Articulates why a one-layer transformer with MLP is the appropriate starting target for mechanistic interpretability
• Conceptual buildings, not based on an unfolding process, do not fit practical human needs and stand awkwardly unrelated to their surroundings.claim0.754
  Consequence of lack of unfolding.