Geometry summaries (Sbmax, AUSN)

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

• Layer-wise geometry summaries (Sbmax, AUSN) predict internal few-shot thresholds θ50claim0.825
  Claim that geometry-to-behavior correlates exist
• normalized area under S-curve AUSNconcept0.761
  Average S(ℓ) across layers; another geometry summary.
• Normalized area under S (AUSN)concept0.761
  Average of per-layer S(ℓ) scores, summarizing the breadth of anchoring trajectory.
• Geometryconcept0.753
  The actual shapes and spatial relationships of buildings, essential to living structure.
• normalized area AUSNconcept0.731
  Average of S(ℓ) across layers.
• Peak anchoring Sbmax and normalized area AUSN correlate with per-item success and internal shot midpoints θ50, providing a geometry-to-behavior bridge.claim0.730
  Main interpretation of E3.
• LLaMA-2-70B displays summarization behavior over punctuation tokens in a context-dependent way: present for cities but not for sp_en_transfinding0.718
  Contrasts with 7B and 13B which show consistent summarization behavior; may complicate localization at 70B scale
• AUS_N is a weaker correlate of θ50 than S_max across E3 backbonesfinding0.718
  E3 finding distinguishing the two geometry summaries; breadth less predictive than peak height