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Procedural Graph Extraction on PAGED (test)

78.6Action F1text2flow
25.5639.3353.166.87Jan 27, 2026

Evaluation results

MethodLinks
text2flowModel backbone=Gemma3:27B2026.0178.664.279.10.45283.90.34564.847.934.268.2
text2flowModel backbone=GPT-4o2026.0178.268.885.90.48583.10.35669.248.435.771
text2flowModel backbone=Mistral3.1:24B2026.0178.172.381.20.4683.20.28267.747.631.765.3
Few-ShotModel backbone=Mistral3.1:24B2026.0177.871.177.60.46176.50.19261.342.32861.1
Self-RefineModel backbone=Mistral3.1:24B2026.0177.871.7790.45580.40.24963.94528.461.9
text2flowModel backbone=Qwen3:30B2026.0177.664.484.30.41179.20.23858.142.927.668.4
Few-ShotModel backbone=Gemma3:27B2026.0177.462.177.10.44578.90.2860.137.127.647.7
Self-RefineModel backbone=Gemma3:27B2026.0177.461.273.40.43478.40.23964.247.52863.8
Few-ShotModel backbone=GPT-4o2026.0176.968.484.10.48179.20.29664.843.430.259.4
Self-RefineModel backbone=GPT-4o2026.0176.969.183.80.48379.60.29967.347.630.667.3
Few-ShotModel backbone=Qwen3:30B2026.0176.262.381.60.42176.20.20155.733.923.249.9
Self-RefineModel backbone=Qwen3:30B2026.0176.265.384.60.42179.20.20158.733.925.249.9
Actor-CriticModel backbone=Mistral3.1:24B2026.0175.46670.90.33581.50.25663.345.529.155.6
Actor-CriticModel backbone=Qwen3:30B2026.017551.871.40.38873.40.23758.434.424.655.5
text2flowModel backbone=Lamma3.1:8B2026.0174.257.764.40.17870.30.1443739.523.843.6
Actor-CriticModel backbone=Gemma3:27B2026.0174.246.962.50.33972.80.21757.441.724.847.2
Self-RefineModel backbone=Lamma3.1:8B2026.0170.856.856.20.17270.20.15234.736.820.439.9
Actor-CriticModel backbone=GPT-4o2026.0170.661.7760.44172.60.22565.142.523.758.1
Actor-CriticModel backbone=Lamma3.1:8B2026.016750.455.60.16567.30.1532.732.118.237.1
Few-ShotModel backbone=Lamma3.1:8B2026.0164.940.353.40.15170.10.14136.631.518.628.8
CISBackbone=GPT-32026.0163.963.3——45.5——20.315.7—
PETBackbone=Roberta-large2026.01438.56.9—49.3——16.42.6—
BPMN-Gen2026.0138.7———46.3—19.89.12.2—
MT-BPMN2026.0130.82.821.3—48.5—27.95.64.71.7
BRP2026.0127.62.7——46.9—33.77.46.1—