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leiden_hybrid_concepts
label: sonnet
community:leiden_hybrid_concepts-run2-c79Causal parameter subcomponent isolation
Identifying model components causally responsible for specific behaviors while removable for irrelevant tasks
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Bridges (3)
Other communities that share members with this one — cross-cutting threads or papers that sit at the seam between two themes.
Claims (2)
- A good parameter subcomponent is causally important only for specific roles and can be removed from the model without hurting performance on irrelevant promptsDefinitional principle guiding VPD: subcomponents should encode narrow, targeted computational roles rather than distributed, multi-purpose functionality.
- Parameter subcomponents cleanly isolate true mechanisms of the modelInterpretive claim that the subcomponents correspond to real functional units.