Right-normalized Constrained Envelope Area

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

• normalized area under S-curve AUSNconcept0.723
  Average S(ℓ) across layers; another geometry summary.
• Length-Normalized Advantage Formulationmethod0.691
  Novel modification to REINFORCE that normalizes step-level advantage by trajectory length to prevent long but low-quality trajectories from dominating training.
• Normalized area under S (AUSN)concept0.689
  Average of per-layer S(ℓ) scores, summarizing the breadth of anchoring trajectory.
• normalized area AUSNconcept0.687
  Average of S(ℓ) across layers.
• Normalized Area Under Anchoring Trajectory (AUS_N)concept0.682
  Mean of S(ℓ) across layers; weaker geometry correlate with θ50
• Technical dimensions as map of design spaceclaim0.676
• Formatting Constraintsconcept0.675
  Constraints on output formatting (e.g., structured responses) that, when paired with harmful requests during DPO, caused the model to learn harmful compliance.
• Distribution-Level Promptconcept0.673
  A prompt framing requesting a representative sample from a distribution rather than a single instance, which is the key insight behind VS