Generalization

Ability to apply learned solutions to novel circumstances.

Neighborhood — ranked by edge-count

concept

generalization (abstraction)
related_tosame_as
Abstracting from specific memories (e.g., specific leaves) to general lessons (food).
Generalisation
same_as
Ability to respond appropriately to novel situations based on past regularities; fundamental to learning and intelligence.
task generalization
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The ability to generalize across tasks; lacking in latent methods.
scope generalization
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Generalization from 2-digit to 3-4 digit arithmetic; limited by mismatch dr.

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.

Probe Generalizationconcept0.834
The ability of probes trained on one dataset to transfer accurately to topically and structurally different datasets
Zero-Shot Generalizationconcept0.812
Ability to predict correctly for stimulus-action pairs never previously experienced by inferring structural rules; key measure for TEM-t performance.
Generalisation is fundamental to learning and intelligence.claim0.808
Core assertion about the value of learning.
spatializationconcept0.793
The translation of semantic values into spatial coordinates and relations.
Cross-task generalization evaluationmethod0.792
Measuring AUROC of a probe trained on one task when evaluated on another task to assess universality.
Out-of-Distribution (OOD) Generalizationconcept0.789
Machine learning generalization when training and test distributions differ; linked to causal invariance.
Goal Misgeneralizationconcept0.772
Models learning goals that generalize undesirably outside training distribution; alignment faking is a challenging instance
What has generated it?question0.772
Question posed about the Belem riverfront's romantic quality, answered by 'Unconcern, mainly.'