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S. Sarkar

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#machine learning Preprint Sep 2026

Cheap to Draw, Expensive to Trust: Certifying Test-Time Scaling Curves

Sampling several answers and keeping the one a verifier scores highest is one of the simplest ways to buy accuracy at test time. Its effect is reported as a scaling curve: accuracy against the number $k$ of sampled answers. The curve is cheap to draw and expensive to trust. A budget read off it is chosen after looking...

S. Sarkar, S. Baichoo · 0 citations