shot midpoint k50

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

• B10 shot midpoint k50 = 0.28 ± 0.05 shots with accuracy 94.8 ± 1.2%finding0.816
  Lowest threshold condition in E2; near-zero/one-shot threshold consistent with high pretraining density
• Shot midpoints follow k50 ∝ dr/ρd; higher cohesion and lower mismatch yield fewer required examplesclaim0.816
  Core quantitative prediction of UCCT validated by E2 threshold ordering
• Shot midpoint ordering k50(B10) < k50(B8) ≈ k50(B9) tracks pretraining exposure densityclaim0.804
  Interpretation that pattern density from pretraining determines few-shot requirements
• few-shot threshold (k50/θ50)concept0.800
  Shot count needed to reach 50% accuracy; reflects when anchoring strength crosses critical value.
• Hypothesis: Shot midpoint ordering k50(B10) < k50(B8) ≈ k50(B9) follows pretraining exposure densityhypothesis0.753
  E2 prediction that bases with higher pretraining exposure require fewer shots to cross threshold
• The ordering of few-shot thresholds k50 and transition widths aligns with k50 ∝ dr/ρd.claim0.726
  Interpretation of E2 results.
• k-shot promptingmethod0.714
  Prompting technique where k example pairs are provided as anchors.
• Hypothesis: Peak alignment location S_max and normalized trajectory area AUS_N predict shot midpoints θ50hypothesis0.694
  E3 prediction that internal geometry provides a bridge to behavioral thresholds