Evaluation of five PG construction strategies against unguided baseline on HotpotQA test set (1,000 samples) with Gemini 3.5 Flash. Mode 5 (Scratch + Online Evolution) achieves the highest performance with 78.79% Ans F1 and 66.30% Ans EM (+7.58 F1 points and +7.50 EM points over unguided baseline).

Evaluation of five PG construction strategies against unguided baseline on HotpotQA test set (1,000 samples) with Gemini 3.5 Flash. Mode 5 (Scratch + Online Evolution) achieves the highest performance with 78.79% Ans F1 and 66.30% Ans EM (+7.58 F1 points and +7.50 EM points over unguided 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)	58.8%	—	尚未评估
constructionMode: Unguided Baseline (w/o PG)	71.21%	—	尚未评估
constructionMode: Mode 1: Hand-crafted Expert	62.8%	—	尚未评估
constructionMode: Mode 1: Hand-crafted Expert	76.61%	—	尚未评估
constructionMode: Mode 2: Expert + Static Update	63.8%	—	尚未评估
constructionMode: Mode 2: Expert + Static Update	77.16%	—	尚未评估
constructionMode: Mode 3: Expert + Online Evolution	63.1%	—	尚未评估
constructionMode: Mode 3: Expert + Online Evolution	76.34%	—	尚未评估
constructionMode: Mode 4: Scratch + Static Build	55.4%	—	尚未评估
constructionMode: Mode 4: Scratch + Static Build	69.49%	—	尚未评估
constructionMode: Mode 5: Scratch + Online Evolution	66.3%	—	尚未评估
constructionMode: Mode 5: Scratch + Online Evolution	78.79%	—	尚未评估

Evaluation of five PG construction strategies against unguided baseline on HotpotQA test set (1,000 samples) with Gemini 3.5 Flash. Mode 5 (Scratch + Online Evolution) achieves the highest performance with 78.79% Ans F1 and 66.30% Ans EM (+7.58 F1 points and +7.50 EM points over unguided baseline).

报告指标与观测值

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测量结果