Performance comparison of Procedural Graph against 7 baselines (Vanilla ReAct, MemoryBank, RAP, ExpeL, AutoGuide, AWM, KnowAgent) on GDPval (economically valuable professional deliverables (44 test items, mean rubric score)) using Claude Sonnet 4.6. Procedural Graph achieves 51.49points compared to the best baseline score of 50.13points (margin of +1.36points).

Performance comparison of Procedural Graph against 7 baselines (Vanilla ReAct, MemoryBank, RAP, ExpeL, AutoGuide, AWM, KnowAgent) on GDPval (economically valuable professional deliverables (44 test items, mean rubric score)) using Claude Sonnet 4.6. Procedural Graph achieves 51.49points compared to the best baseline score of 50.13points (margin of +1.36points). · 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
model: Claude Sonnet 4.6 · method: Vanilla ReAct (Yao et al., 2023b) · benchmark: GDPval	46.23 points	—	尚未评估
model: Claude Sonnet 4.6 · method: MemoryBank (Zhong et al., 2024) · benchmark: GDPval	50.13 points	—	尚未评估
model: Claude Sonnet 4.6 · method: RAP (Kagaya et al., 2024) · benchmark: GDPval	40.97 points	—	尚未评估
model: Claude Sonnet 4.6 · method: ExpeL (Zhao et al., 2024) · benchmark: GDPval	48.22 points	—	尚未评估
model: Claude Sonnet 4.6 · method: AutoGuide (Fu et al., 2024) · benchmark: GDPval	41.39 points	—	尚未评估
model: Claude Sonnet 4.6 · method: AWM (Wang et al., 2025b) · benchmark: GDPval	40.61 points	—	尚未评估
model: Claude Sonnet 4.6 · method: KnowAgent (Zhu et al., 2025) · benchmark: GDPval	42.14 points	—	尚未评估
model: Claude Sonnet 4.6 · method: Procedural Graph (Ours) · benchmark: GDPval	51.49 points	—	尚未评估

报告指标与观测值

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测量结果