concept
active
concept:normalized-area-ausnnormalized area AUSN
Average of S(ℓ) across layers.
Neighborhood — ranked by edge-count
Concepts (3)
concept
- normalized area under S-curve AUSNrelated_tosame_asAverage S(ℓ) across layers; another geometry summary.
- Normalized area under S (AUSN)related_toAverage of per-layer S(ℓ) scores, summarizing the breadth of anchoring trajectory.
- internal threshold θ50associated_withFew-shot midpoint in E3's geometric analysis.
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.
- Mean of S(ℓ) across layers; weaker geometry correlate with θ50
- Normalized area under S(ℓ) averaged over seeds.
- Main interpretation of E3.
- Peak anchoring (Sbmax) and normalized area under the S(ℓ) curve (AUSN) used to summarize trajectory.
- E3 finding distinguishing the two geometry summaries; breadth less predictive than peak height
- Hypothesis: Peak alignment location S_max and normalized trajectory area AUS_N predict shot midpoints θ50hypothesis0.698E3 prediction that internal geometry provides a bridge to behavioral thresholds
- Layer normalisation used in transformer and in TEM-t position encoding preprocessing.
- Low pretraining exposure numeral system used in E2.