Causal Primitive: Necessity

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

• Causal importanceconcept0.793
  A measure of whether a subcomponent is necessary to reproduce model behavior on a specific prompt, predicted by the causal importance network.
• Causal abstractionconcept0.789
  A framework the paper uses alongside feature geometry to deepen mechanistic understanding of LMs
• Causal powerconcept0.786
  The ability of an agent to be a driver of subsequent events; a hallmark of cognition that causal emergence quantifies.
• Causal Mechanismconcept0.782
  Function determining the value of a variable based on its causal parents in an acyclic causal model.
• Constructive Causal Abstractionconcept0.770
  Formal definition: H is a constructive abstraction of L under alignment Π when interchange interventions have equivalent effects at both levels.
• Causal Emergenceconcept0.764
  Core concept: degree to which an agent exerts unique predictive power on its future; key to cognition at all scales.
• Approximate Causal Abstractionconcept0.761
  Graded notion of causal abstraction measured by IIA; when IIA is alpha < 100%, the model is alpha-on-average approximately abstract.
• Thinking about creation in this way, brutal and too-decisive though it may seem, is the process by which the guts of a thing, its valuable force, is made.claim0.752
  Final claim: the brutal geometric process is what gives anything its essential force and value