Circular Geometric Representation

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

• Neural Representation Geometryconcept0.776
  The broader conceptual framework that neural activations exhibit non-Euclidean geometric structure causally linked to behavior.
• Linear representationconcept0.764
  The idea that features are encoded as directions in activation space.
• Circular representational structure does not imply that the model computes using the corresponding modular arithmeticclaim0.759
  The paper's primary interpretive claim, directly answering the central question
• representation manifoldconcept0.741
  One-dimensional curved surface in internal activation space; the paper demonstrates alignment with behavior manifold.
• Geometryconcept0.737
  The actual shapes and spatial relationships of buildings, essential to living structure.
• Llama-3.1-8B representations for cyclic concepts are circularly structuredfinding0.735
  The representation geometry finding that motivates the question about whether computation mirrors it
• Push-Pull Geometry in Representation Spaceconcept0.730
  Geometric property enforced by contrastive learning to ensure discriminative facet directions in SAE latent space
• "Representation geometry is a window into the inner world of neural networks."quote0.728
  The paper's concluding summary statement asserting the deep interpretive significance of representation geometry.