Resource use and parsing robustness across PG construction modes on HotpotQA test set (1,000 samples) with Gemini 3.5 Flash. Mode 5 achieves lowest solver steps (3.97) and lowest latency among PG configurations (31.53s), while expert-initialized modes show lower parsing failure rates (0.005–0.009 vs 0.016 for scratch and baseline).

Resource use and parsing robustness across PG construction modes on HotpotQA test set (1,000 samples) with Gemini 3.5 Flash. Mode 5 achieves lowest solver steps (3.97) and lowest latency among PG configurations (31.53s), while expert-initialized modes show lower parsing failure rates (0.005–0.009 vs 0.016 for scratch and baseline). · CiteArk

测量结果

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保留同一结论下的完整结果组。已有评估排在前面；单项判断不替代整组结论。展开行查看条件、来源与历次证据。

每行是一项测量，分别显示论文报告、最近可用实测和累计证据状态。
指标与条件	论文报告	最近可用实测	证据判断
constructionMode: Unguided Baseline (w/o PG)	71.21%	—	尚未评估
constructionMode: Unguided Baseline (w/o PG)	4,003.24 tokens	—	尚未评估
constructionMode: Unguided Baseline (w/o PG)	4.88 steps	—	尚未评估
constructionMode: Unguided Baseline (w/o PG)	0.016 failures_per_sample	—	尚未评估
constructionMode: Unguided Baseline (w/o PG)	18.06 seconds	—	尚未评估
constructionMode: Mode 1: Hand-crafted Expert	76.61%	—	尚未评估
constructionMode: Mode 1: Hand-crafted Expert	9,045.69 tokens	—	尚未评估
constructionMode: Mode 1: Hand-crafted Expert	4.12 steps	—	尚未评估
constructionMode: Mode 1: Hand-crafted Expert	0.007 failures_per_sample	—	尚未评估
constructionMode: Mode 1: Hand-crafted Expert	39.34 seconds	—	尚未评估
constructionMode: Mode 2: Expert + Static Update	77.16%	—	尚未评估
constructionMode: Mode 2: Expert + Static Update	8,942.79 tokens	—	尚未评估

报告指标与观测值

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测量结果