Temperature Scaling

Mathematical mechanism by which typicality bias causes sharpening of the reference distribution, analogous to reducing temperature

Neighborhood — ranked by edge-count

paper

cosine ≥ 0.65 · no typed edge

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

energy scalingconcept0.812
How the energy gain ΔE scales with perimeter length P; used to assess ordered phase existence
entropy scalingconcept0.795
How the entropy gain ΔS scales with perimeter length P
scaleconcept0.761
A formal context with a suggestive interpretation used in conceptual scaling.
Scaling Of The Selfconcept0.760
Mechanisms by which smaller competent subunits bind into a higher-level Self with larger goals; key example via gap junction connections.
Test-Time Scalingconcept0.753
Approach using extra compute at test time to double-check answers and improve reliability.
Exploratory activity level (temperature)concept0.749
The plasticity or willingness of cells to move; raised by stress sharing, analogous to annealing temperature.
Power law scalingconcept0.749
Observation that SAE loss decreases as a power law with compute budget.
Conceptual Scalingmethod0.741
Interpretive process for transforming many-valued contexts into formal contexts via scale attributes.