AI RESEARCH
Accelerated Test-Time Scaling with Model-Free Speculative Sampling
arXiv CS.CL
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ArXi:2506.04708v3 Announce Type: replace Language models have nstrated remarkable capabilities in reasoning tasks through test-time scaling techniques like best-of-N sampling and tree search. However, these approaches often demand substantial computational resources, creating a critical trade-off between performance and efficiency. We