Evaluation of five PG construction strategies on MultiChallenge (56-sample fast test split) with Gemini 3.5 Flash. Hand-crafted expert graph (Mode 1) impairs performance (58.93% vs 87.50% unguided baseline), and one-time update (Mode 2) further lowers it to 53.57%. However, online evolution repairs the flawed prior in Mode 3 (recovering to 92.86%, +33.93 points over Mode 1), while Mode 5 evolves from scratch to 91.07%.

Evaluation of five PG construction strategies on MultiChallenge (56-sample fast test split) with Gemini 3.5 Flash. Hand-crafted expert graph (Mode 1) impairs performance (58.93% vs 87.50% unguided baseline), and one-time update (Mode 2) further lowers it to 53.57%. However, online evolution repairs the flawed prior in Mode 3 (recovering to 92.86%, +33.93 points over Mode 1), while Mode 5 evolves from scratch to 91.07%. · CiteArk

测量结果

已评估 0/30 项

获得支持 0有争议或冲突 0尚未评估 30

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)	86.96%	—	尚未评估
constructionMode: Unguided Baseline (w/o PG)	86.67%	—	尚未评估
constructionMode: Unguided Baseline (w/o PG)	71.43%	—	尚未评估
constructionMode: Unguided Baseline (w/o PG)	100%	—	尚未评估
constructionMode: Unguided Baseline (w/o PG)	87.5%	—	尚未评估
constructionMode: Mode 1: Hand-crafted Expert	52.17%	—	尚未评估
constructionMode: Mode 1: Hand-crafted Expert	66.67%	—	尚未评估
constructionMode: Mode 1: Hand-crafted Expert	42.86%	—	尚未评估
constructionMode: Mode 1: Hand-crafted Expert	72.73%	—	尚未评估
constructionMode: Mode 1: Hand-crafted Expert	58.93%	—	尚未评估
constructionMode: Mode 2: Expert + Static Update	47.83%	—	尚未评估
constructionMode: Mode 2: Expert + Static Update	53.33%	—	尚未评估

报告指标与观测值

Assessment（0）

关联运行（0）

测量结果