Unverified50% confidenceFactExact time
Test-time scaling yields significant gains on verifiable tasks such as math and code, because the extra computation can be paired with a verifier to filter out correct answers; but when reliable verification signals are lacking, more sampling merely draws repeatedly from within the error distribution.
1
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50%
Confidence
Long-term
Relevance
11/1/2026
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