The authors introduce Planned Test-Time Scaling (PTTS), a planner-executor framework for allocating parallel inference attempts.
Coordinated solution plans make parallel reasoning attempts less redundant
A planner that assigns distinct outlines to reasoning branches improved pass@64 on mathematical benchmarks without changing the underlying executor models.
Big Tech
Xueqing Wu · Langxing Bai · Hritik Bansal · Po-Nien Kung · Shuo Li · Hao Liu · +2 more
University of California, Los Angeles · Amazon
Research Digest··2 min read
Wu et al.
Why this paper
From Amazon and University of California, Los Angeles
In one line
Coordinated reasoning paths via planned outlines improve test-time scaling over repeated sampling.
What we could check
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- ✓Reports numbers on named benchmarks (2 benchmarks)
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