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 Grok 4.1 Fast. Procedural Graph achieves 71.19points compared to the best baseline score of 68.15points (margin of +3.04points).

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 Grok 4.1 Fast. Procedural Graph achieves 71.19points compared to the best baseline score of 68.15points (margin of +3.04points). · 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: Grok 4.1 Fast · method: Vanilla ReAct (Yao et al., 2023b) · benchmark: GDPval	57.23 points	—	Not assessed
model: Grok 4.1 Fast · method: MemoryBank (Zhong et al., 2024) · benchmark: GDPval	55.19 points	—	Not assessed
model: Grok 4.1 Fast · method: RAP (Kagaya et al., 2024) · benchmark: GDPval	66.79 points	—	Not assessed
model: Grok 4.1 Fast · method: ExpeL (Zhao et al., 2024) · benchmark: GDPval	65.66 points	—	Not assessed
model: Grok 4.1 Fast · method: AutoGuide (Fu et al., 2024) · benchmark: GDPval	53.58 points	—	Not assessed
model: Grok 4.1 Fast · method: AWM (Wang et al., 2025b) · benchmark: GDPval	61.55 points	—	Not assessed
model: Grok 4.1 Fast · method: KnowAgent (Zhu et al., 2025) · benchmark: GDPval	68.15 points	—	Not assessed
model: Grok 4.1 Fast · method: Procedural Graph (Ours) · benchmark: GDPval	71.19 points	—	Not assessed

Reported and observed measurements

Assessments (0)

Runs (0)

Measurement results