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 Gemini 3.1 Pro. Procedural Graph achieves 78.78points compared to the best baseline score of 71.37points (margin of +7.41points).

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 Gemini 3.1 Pro. Procedural Graph achieves 78.78points compared to the best baseline score of 71.37points (margin of +7.41points). · CiteArk

Measurement results

0/8 assessed

0 supported0 disputed or conflicting8 not assessed

The complete result group stays with its claim. Assessed rows come first; their judgments do not replace the whole-claim conclusion. Expand a row for conditions, sources, and evidence history.

Each row is a measurement with its reported value, latest available observation, and cumulative evidence state.
Metric and conditions	Reported	Latest observation	Evidence judgment
model: Gemini 3.1 Pro · method: Vanilla ReAct (Yao et al., 2023b) · benchmark: GDPval	56.39 points	—	Not assessed
model: Gemini 3.1 Pro · method: MemoryBank (Zhong et al., 2024) · benchmark: GDPval	61.97 points	—	Not assessed
model: Gemini 3.1 Pro · method: RAP (Kagaya et al., 2024) · benchmark: GDPval	71.37 points	—	Not assessed
model: Gemini 3.1 Pro · method: ExpeL (Zhao et al., 2024) · benchmark: GDPval	64.69 points	—	Not assessed
model: Gemini 3.1 Pro · method: AutoGuide (Fu et al., 2024) · benchmark: GDPval	56.18 points	—	Not assessed
model: Gemini 3.1 Pro · method: AWM (Wang et al., 2025b) · benchmark: GDPval	63.85 points	—	Not assessed
model: Gemini 3.1 Pro · method: KnowAgent (Zhu et al., 2025) · benchmark: GDPval	69.1 points	—	Not assessed
model: Gemini 3.1 Pro · method: Procedural Graph (Ours) · benchmark: GDPval	78.78 points	—	Not assessed

Reported and observed measurements

Assessments (0)

Runs (0)

Measurement results