Functional Faithfulness

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

• Functional Faithfulness, whereby intervening on a specific internal feature induces coherent and predictable shifts across multiple linguistic dimensions aligned with the target semantic attribute.quote0.861
  Definition of the newly named empirical effect.
• Functional Faithfulness: intervening on a specific internal feature induces coherent and predictable shifts across multiple linguistic dimensions aligned with the target semantic attribute.finding0.833
  Empirical effect observed in feature intervention experiments.
• Faithfulness of Explanationsconcept0.802
  Property of explanations that accurately reflect the actual causal mechanisms of the model being explained.
• Functional Adaptationconcept0.788
  The deep fit between a building's form and its functional requirements, achieved only through differentiation.
• Mechanistic faithfulnessconcept0.785
  Idea that decomposed components must causally reflect the model's computation; enforced by adversarial ablation in VPD.
• Functionalismframework0.778
  Epistemological position that what any phenomenon is is its causal/operational role; rejects hidden essence; foundational to CIMC's stance
• Functional Similarityconcept0.771
  Similarity measured with respect to network behavior/function rather than statistical correlation of activations.
• Functional Programmingframework0.762
  One of the three major competing approaches to parallel programming mentioned in the paper; used for comparison with Linda.