Performance comparison of Procedural Graph against 7 baselines (Vanilla ReAct, MemoryBank, RAP, ExpeL, AutoGuide, AWM, KnowAgent) on MultiChallenge (multi-turn dialogue instruction retention (166 test items, LLM judged overall success)) using Gemini 3.1 Pro. Procedural Graph achieves 95.78% compared to the best baseline score of 95.18% (margin of +0.6%).

Performance comparison of Procedural Graph against 7 baselines (Vanilla ReAct, MemoryBank, RAP, ExpeL, AutoGuide, AWM, KnowAgent) on MultiChallenge (multi-turn dialogue instruction retention (166 test items, LLM judged overall success)) using Gemini 3.1 Pro. Procedural Graph achieves 95.78% compared to the best baseline score of 95.18% (margin of +0.6%). · 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: MultiChallenge	87.95%	—	Not assessed
model: Gemini 3.1 Pro · method: MemoryBank (Zhong et al., 2024) · benchmark: MultiChallenge	95.18%	—	Not assessed
model: Gemini 3.1 Pro · method: RAP (Kagaya et al., 2024) · benchmark: MultiChallenge	94.58%	—	Not assessed
model: Gemini 3.1 Pro · method: ExpeL (Zhao et al., 2024) · benchmark: MultiChallenge	92.77%	—	Not assessed
model: Gemini 3.1 Pro · method: AutoGuide (Fu et al., 2024) · benchmark: MultiChallenge	93.37%	—	Not assessed
model: Gemini 3.1 Pro · method: AWM (Wang et al., 2025b) · benchmark: MultiChallenge	93.98%	—	Not assessed
model: Gemini 3.1 Pro · method: KnowAgent (Zhu et al., 2025) · benchmark: MultiChallenge	95.18%	—	Not assessed
model: Gemini 3.1 Pro · method: Procedural Graph (Ours) · benchmark: MultiChallenge	95.78%	—	Not assessed

Reported and observed measurements

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Measurement results