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

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: Claude Sonnet 4.6 · method: Vanilla ReAct (Yao et al., 2023b) · benchmark: GDPval	46.23 points	—	Not assessed
model: Claude Sonnet 4.6 · method: MemoryBank (Zhong et al., 2024) · benchmark: GDPval	50.13 points	—	Not assessed
model: Claude Sonnet 4.6 · method: RAP (Kagaya et al., 2024) · benchmark: GDPval	40.97 points	—	Not assessed
model: Claude Sonnet 4.6 · method: ExpeL (Zhao et al., 2024) · benchmark: GDPval	48.22 points	—	Not assessed
model: Claude Sonnet 4.6 · method: AutoGuide (Fu et al., 2024) · benchmark: GDPval	41.39 points	—	Not assessed
model: Claude Sonnet 4.6 · method: AWM (Wang et al., 2025b) · benchmark: GDPval	40.61 points	—	Not assessed
model: Claude Sonnet 4.6 · method: KnowAgent (Zhu et al., 2025) · benchmark: GDPval	42.14 points	—	Not assessed
model: Claude Sonnet 4.6 · method: Procedural Graph (Ours) · benchmark: GDPval	51.49 points	—	Not assessed

Reported and observed measurements

Assessments (0)

Runs (0)

Measurement results