Feature Visualization

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

• UMAP visualization for featuresmethod0.832
  Dimensionality reduction of SAE decoder vectors to create interactive feature maps.
• Principal Component Analysis Visualizationmethod0.816
  Used to visualize LLM true/false representations, revealing clear linear structure separating true from false statements
• PCA Visualizationmethod0.801
  Used to visually inspect separation of truth-related directions in model activation space across layers
• Mind's eye visualizationmethod0.798
  Technique of building a fluid, three-dimensional vision by closing one's eyes, relying on words and feeling to avoid arbitrary graphical over-specification.
• Feature Sparsityconcept0.780
  Property that features activate on only a small fraction of inputs; enables compressed sensing and is what allows superposition to work
• Feature engineeringconcept0.778
  Domain of techniques for constructing informative features from raw data; covariance pooling is a feature engineering method for token sequences.
• feature as applicationconcept0.774
  Metaphor treating each system feature or function as a separate application that can be independently loaded and managed.
• visual reasoningconcept0.772
  Visual reasoning tasks often interleaved with intermediate visual states; promising direction in the field.