The verifier based vs verifier free test time scaling result is older than people act, and it keeps getting confirmed [D]
The Setlur et al result that scaling test time compute without verification or RL is provably suboptimal keeps showing up in my reading and I think it deserves more weight than the "yet another scaling paper" treatment it got. The core claim is that verifier based methods, RL or search guided by a verifier, dominate verifier free methods like distilling successful traces, given a fixed compute budget, and the gap widens as the test time budget grows. What I find underappreciated is how cleanly this maps ont
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