concept
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concept:test-time-scaling

Test-Time Scaling

Approach using extra compute at test time to double-check answers and improve reliability.

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Related by similarity (8)

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.

  • The capacity to expend additional computational cycles at inference in proportion to input difficulty
  • Paradigm of improving model outputs through more computation at inference time; VS is presented as a diversity-oriented alternative
  • Multitask Scalingconcept0.771
    The pressure on models trained on more tasks to find representations that generalize across all tasks, reducing the solution space
  • Interpretive process for transforming many-valued contexts into formal contexts via scale attributes.
  • scaleconcept0.768
    A formal context with a suggestive interpretation used in conceptual scaling.
  • Evaluation of learned circuits on grids 4x larger with 4x more steps than training conditions
  • Mathematical mechanism by which typicality bias causes sharpening of the reference distribution, analogous to reducing temperature
  • Mechanisms by which smaller competent subunits bind into a higher-level Self with larger goals; key example via gap junction connections.