Hierarchical Equality Task

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

• hierarchyconcept0.789
  An ordering of texts via spatial cues like indentation, size, and placement, implying importance.
• Hierarchy (Spatial)concept0.768
• Arithmetic task hierarchy (A1–A3)framework0.763
  Three synthetic arithmetic datasets of increasing complexity requiring 1, 2, or 3 operations to verify correctness.
• DAS achieves 100% IIA on hierarchical equality task with |N|=16, intervention size 8, Layer 1finding0.754
  DAS discovers a perfect alignment between the feed-forward network and the Both Equality Relations high-level model.
• hierarchical interactionsconcept0.749
  Effective interactions between subgraphs, enabling local order amid global disorder; characteristic of biological multiscale systems
• Brute-force search achieves best IIA of 0.60 on hierarchical equality Both Equality Relations in Layer 1finding0.748
  DAS substantially outperforms brute-force search (1.00 vs 0.60 IIA) on the hierarchical equality task.
• Hierarchy of Colorsconcept0.742
  The color property that different colors in a composition must have unequal, hierarchically graded areas—often a geometric progression—with one dominant and others in decreasing amounts.
• Factual task hierarchy (F0–F5)framework0.740
  A controlled six-level hierarchy of factual tasks increasing in complexity from simple city-location recall to double-counting constraints.