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cs.CL2024★ 1 cited
Characterizing the Role of Similarity in the Property Inferences of Language Models
Juan Diego Rodriguez, Aaron Mueller, Kanishka Misra
Property inheritance -- a phenomenon where novel properties are projected from higher level categories (e.g., birds) to lower level ones (e.g., sparrows) -- provides a unique windo…
cs.LG2024
Missed Causes and Ambiguous Effects: Counterfactuals Pose Challenges for Interpreting Neural Networks
Aaron Mueller
Interpretability research takes counterfactual theories of causality for granted. Most causal methods rely on counterfactual interventions to inputs or the activations of particula…