Many established statistical ranking techniques produce orderings of reasoning LLMs under test-time scaling that closely match a Bayesian gold standard, with mean Kendall tau_b of 0.93-0.95 at full trials and best methods reaching 0.86 at single trials.
, wCs)∈ RCs+1, encoding the relative value of each category
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
fields
cs.LG 1years
2026 1verdicts
ACCEPT 1representative citing papers
citing papers explorer
-
Ranking Reasoning LLMs under Test-Time Scaling
Many established statistical ranking techniques produce orderings of reasoning LLMs under test-time scaling that closely match a Bayesian gold standard, with mean Kendall tau_b of 0.93-0.95 at full trials and best methods reaching 0.86 at single trials.