Unverified50% confidenceFactExact time
The study compared three methods—independent sampling, a nominally configured tree search, and multi-operator search—on two model families while controlling the inference budget.
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11/3/2026
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UnverifiedThe study conducted comparative experiments across three model families and three closed-form benchmarks.72% similarUnverifiedThe study's methodology pre-registered hypotheses, thresholds, and analysis methods, used deterministic regular expressions for scoring rather than a large model as judge, and calculated confidence intervals via bill-level clustered bootstrapping.72% similarUnverified严格的对比实验应当对所有模型施加相同的超参数搜索预算，并报告搜索过程中的性能分布而非仅报告最优结果68% similarUnverifiedUnder a large sampling budget, different expert pruning strategies may cover the same set of problems, differing only in the number of attempts required.68% similarUnverifiedThe more prudent industry practice is to have the reviewing model and the generating model belong to different families, or to introduce manual spot checks for calibration.67% similar
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