HYPER3-CLIP PAPER ↗ · 2D ILLUSTRATION
Retreat and widen
The cone moves toward the origin and widens, admitting unrelated points while its positive-only entailment loss stays zero.
Inside cone
● P · match
× N · unrelated
Farther out · narrowNear origin · wide
Unrelated points inside 0 / 3
Entailment loss 0.000
Cone opening
Show equation
Radius r ↓ → half-opening α ↑, until the cap.
r: distance from origin · α: half the cone opening · ε: tiny numerical safeguard