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concept:test-time-scalingTest-Time Scaling
Approach using extra compute at test time to double-check answers and improve reliability.
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Related by similarity (8)
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- 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
- 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.
- 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.