Evaluation of five PG construction strategies against unguided baseline on HotpotQA test set (1,000 samples) with Gemini 3.5 Flash. Mode 5 (Scratch + Online Evolution) achieves the highest performance with 78.79% Ans F1 and 66.30% Ans EM (+7.58 F1 points and +7.50 EM points over unguided baseline).

Evaluation of five PG construction strategies against unguided baseline on HotpotQA test set (1,000 samples) with Gemini 3.5 Flash. Mode 5 (Scratch + Online Evolution) achieves the highest performance with 78.79% Ans F1 and 66.30% Ans EM (+7.58 F1 points and +7.50 EM points over unguided baseline). · CiteArk

Measurement results

0/12 assessed

0 supported0 disputed or conflicting12 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)	58.8%	—	Not assessed
constructionMode: Unguided Baseline (w/o PG)	71.21%	—	Not assessed
constructionMode: Mode 1: Hand-crafted Expert	62.8%	—	Not assessed
constructionMode: Mode 1: Hand-crafted Expert	76.61%	—	Not assessed
constructionMode: Mode 2: Expert + Static Update	63.8%	—	Not assessed
constructionMode: Mode 2: Expert + Static Update	77.16%	—	Not assessed
constructionMode: Mode 3: Expert + Online Evolution	63.1%	—	Not assessed
constructionMode: Mode 3: Expert + Online Evolution	76.34%	—	Not assessed
constructionMode: Mode 4: Scratch + Static Build	55.4%	—	Not assessed
constructionMode: Mode 4: Scratch + Static Build	69.49%	—	Not assessed
constructionMode: Mode 5: Scratch + Online Evolution	66.3%	—	Not assessed
constructionMode: Mode 5: Scratch + Online Evolution	78.79%	—	Not assessed

Evaluation of five PG construction strategies against unguided baseline on HotpotQA test set (1,000 samples) with Gemini 3.5 Flash. Mode 5 (Scratch + Online Evolution) achieves the highest performance with 78.79% Ans F1 and 66.30% Ans EM (+7.58 F1 points and +7.50 EM points over unguided baseline).

Reported and observed measurements

Assessments (0)

Runs (0)

Measurement results