concept
active
concept:peak-anchoring-sbmaxpeak anchoring Sbmax
Maximum layer-wise anchoring score across layers.
Neighborhood — ranked by edge-count
Methods (1)
method
- layer-wise trajectory analysisassociated_withComputing per-layer S(ℓ) to summarize geometry.
Concepts (3)
concept
- internal threshold θ50associated_withFew-shot midpoint in E3's geometric analysis.
- Goldilocks zoneassociated_withMiddle layers (e.g., 6-15) where anchoring is maximal; coined from metaphor.
- Layer-wise anchoring trajectoryassociated_withPlot of per-layer anchoring score S(ℓ) across model depth, revealing early dip, mid-layer peak, late standardization.
Artifacts (1)
artifact
- Main paper presenting UCCT and semantic anchoring framework.
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.
- Maximum of S(ℓ) across layers; geometry summary used to predict θ50
- Main interpretation of E3.
- Composite score S = ρd − dr − log k predicting anchoring success.
- Geometry summary peak anchoring score averaged over seeds.
- Geometry-to-behavior correlate within E3.
- E3 result establishing the Goldilocks zone at mid-layers for LLaMA architecture
- LLaMA-3.1-8B: Sbmax = -1.896 ± 0.211, AUSN = -2.119 ± 0.198, peak layer ℓ* = 10 (median)finding0.686Seed-pooled geometry-only statistics (per-dev z units).
- The calibrated score measuring how effectively anchors bind target patterns; a predictive correlate of success.