ResearchBenchmarksExplanation Necessity on FB15k-237Follow-15.242P MetricCQD-SHAP-15.7456-12.3328-8.92-5.5072Oct 17, 2025Evaluation ResultsMethodMethodLinks2P Metric3P Metric2I Metric3I Metric2U Metric2U1P Metric1P2I Metric2I1P MetricCQD-SHAP2025.10-15.24-11.14-26.27-37.14-24.32-12.89-16.29-12.67Score2025.10-7.62-4.71-18.24-22.42-24.252.33-8.7-6.5Last2025.10-5.41-3.01-4.11-5.55-7.2-8.81-1.46-5.16Random2025.10-4.34-0.84-4.11-5.55-7.2-2.21-0.89-2.06First2025.10-2.6-1-4.11-5.55-7.21.130.01-1