Faithfulness of Explanations

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

• Functional Faithfulnessconcept0.802
  Empirical effect where intervening on one feature induces coherent shifts across multiple linguistic dimensions aligned with the target attribute.
• Functional Faithfulness, whereby intervening on a specific internal feature induces coherent and predictable shifts across multiple linguistic dimensions aligned with the target semantic attribute.quote0.780
  Definition of the newly named empirical effect.
• Mechanistic faithfulnessconcept0.779
  Idea that decomposed components must causally reflect the model's computation; enforced by adversarial ablation in VPD.
• Measuring Faithfulness in Chain-of-Thought Reasoning (Lanham et al. 2023)concept0.770
  Cited regarding possibility of encoding misaligned reasoning in benign chains-of-thought
• sincerityconcept0.760
  A correctness condition requiring assertions to align with the program's beliefs.
• Inference to the Best Explanationconcept0.754
  Methodological principle applied to favor identity over correlation between signed evaluation and felt valence
• Helpful, Honest, Harmlessframework0.754
  A set of evaluation criteria for AI assistants.
• Functional Faithfulness: intervening on a specific internal feature induces coherent and predictable shifts across multiple linguistic dimensions aligned with the target semantic attribute.finding0.746
  Empirical effect observed in feature intervention experiments.