Resource use and parsing robustness across PG construction modes on HotpotQA test set (1,000 samples) with Gemini 3.5 Flash. Mode 5 achieves lowest solver steps (3.97) and lowest latency among PG configurations (31.53s), while expert-initialized modes show lower parsing failure rates (0.005–0.009 vs 0.016 for scratch and baseline).

Resource use and parsing robustness across PG construction modes on HotpotQA test set (1,000 samples) with Gemini 3.5 Flash. Mode 5 achieves lowest solver steps (3.97) and lowest latency among PG configurations (31.53s), while expert-initialized modes show lower parsing failure rates (0.005–0.009 vs 0.016 for scratch and baseline). · CiteArk

Measurement results

0/30 assessed

0 supported0 disputed or conflicting30 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
constructionMode: Unguided Baseline (w/o PG)	71.21%	—	Not assessed
constructionMode: Unguided Baseline (w/o PG)	4,003.24 tokens	—	Not assessed
constructionMode: Unguided Baseline (w/o PG)	4.88 steps	—	Not assessed
constructionMode: Unguided Baseline (w/o PG)	0.016 failures_per_sample	—	Not assessed
constructionMode: Unguided Baseline (w/o PG)	18.06 seconds	—	Not assessed
constructionMode: Mode 1: Hand-crafted Expert	76.61%	—	Not assessed
constructionMode: Mode 1: Hand-crafted Expert	9,045.69 tokens	—	Not assessed
constructionMode: Mode 1: Hand-crafted Expert	4.12 steps	—	Not assessed
constructionMode: Mode 1: Hand-crafted Expert	0.007 failures_per_sample	—	Not assessed
constructionMode: Mode 1: Hand-crafted Expert	39.34 seconds	—	Not assessed
constructionMode: Mode 2: Expert + Static Update	77.16%	—	Not assessed
constructionMode: Mode 2: Expert + Static Update	8,942.79 tokens	—	Not assessed

Reported and observed measurements

Assessments (0)

Runs (0)

Measurement results