method
active
method:linear-discriminant-analysisLinear Discriminant Analysis
IID mass-mean probing coincides with LDA when covariance is known; used to derive the corrected probe formula
Neighborhood — ranked by edge-count
Frameworks (2)
framework
- Mass-Mean ProbingextendsimplementsIntroduced in this paper: an optimization-free probing technique using difference-in-means direction with optional covariance correction
- CausalGymusesMulti-task benchmark of linguistic behaviours for measuring causal efficacy of interpretability methods, adapted from SyntaxGym
Related by similarity (8)
cosine ≥ 0.65 · no typed edgeEntities in the same semantic neighborhood but without a typed relation to this one — candidates for new edges or unrecognized duplicates.
- Correlative technique measuring the type of information encoded in distributed representations via linear predictability.
- Method comparing brain activity in conscious vs. unconscious conditions.
- The sequential, continuous order of text, often challenged by diagrammatic branching.
- The hypothesis that models internalize concepts as approximately linear directions in representation space; used to interpret MDS injection behavior
- A straight vector in activation space, traditionally used for concept manipulation; claimed to be insufficient when true concept geometry is curved.
- The idea that features are encoded as directions in activation space.
- Used to evaluate representation quality across VTAB tasks
- A resource-sensitive combinatory algebra with modalities for copying; provides a fine-grained model of computation.