Performance comparison of Procedural Graph against 7 baselines (Vanilla ReAct, MemoryBank, RAP, ExpeL, AutoGuide, AWM, KnowAgent) on ALFWorld (embodied household task completion on standard unseen split (134 test games)) using Gemini 3.1 Pro. Procedural Graph achieves 100.0% compared to the best baseline score of 99.25% (margin of +0.75%).

Performance comparison of Procedural Graph against 7 baselines (Vanilla ReAct, MemoryBank, RAP, ExpeL, AutoGuide, AWM, KnowAgent) on ALFWorld (embodied household task completion on standard unseen split (134 test games)) using Gemini 3.1 Pro. Procedural Graph achieves 100.0% compared to the best baseline score of 99.25% (margin of +0.75%). · 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: Gemini 3.1 Pro · method: Vanilla ReAct (Yao et al., 2023b) · benchmark: ALFWorld	94.78%	—	尚未评估
model: Gemini 3.1 Pro · method: MemoryBank (Zhong et al., 2024) · benchmark: ALFWorld	85.07%	—	尚未评估
model: Gemini 3.1 Pro · method: RAP (Kagaya et al., 2024) · benchmark: ALFWorld	80.6%	—	尚未评估
model: Gemini 3.1 Pro · method: ExpeL (Zhao et al., 2024) · benchmark: ALFWorld	97.76%	—	尚未评估
model: Gemini 3.1 Pro · method: AutoGuide (Fu et al., 2024) · benchmark: ALFWorld	91.04%	—	尚未评估
model: Gemini 3.1 Pro · method: AWM (Wang et al., 2025b) · benchmark: ALFWorld	99.25%	—	尚未评估
model: Gemini 3.1 Pro · method: KnowAgent (Zhu et al., 2025) · benchmark: ALFWorld	95.52%	—	尚未评估
model: Gemini 3.1 Pro · method: Procedural Graph (Ours) · benchmark: ALFWorld	100%	—	尚未评估

报告指标与观测值

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测量结果