Knowledge Graph Retrieval on CWQ (Complex WebQuestions) (test)
91.6Triple Recall (1-hop) (SP)ParallaxRAG
Evaluation results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ParallaxRAGBackbone=BGE-M3, Architecture Configuration (Decoupled + Gated)=true, Pairwise Similarity Regulation (PSR)=true2025.10 | 91.6 | 81.8 | 57.8 | 84.7 | 84.5 | 76 | 96.2 | 93.5 | 77.1 | |
| ParallaxRAG (Decoupled + Gated)Backbone=BGE-M3, Architecture Configuration (Decoupled + Gated)=true, Pairwise Similarity Regulation (PSR)=false2025.10 | 89.1 | 80.9 | 56.8 | 82.9 | 84.2 | 75.9 | 95.8 | 92.8 | 75.3 | |
| SubgraphRAGBackbone=BGE-M32025.10 | 84.5 | 82.6 | 60.9 | 78.7 | 81 | 72.5 | 93.7 | 91.8 | 68.3 | |
| RoGBackbone=BGE-M32025.10 | 76.6 | 59.7 | 25.3 | 34.7 | 29.3 | 12.2 | 92 | 82.7 | 62.8 | |
| cosine similarityBackbone=BGE-M32025.10 | 62.9 | 44.2 | 33.3 | 62.9 | 51.1 | 46.4 | 90.3 | 47.2 | 28.9 | |
| GNN-RAGBackbone=BGE-M32025.10 | 51.5 | 49.8 | 44.6 | 32.8 | 40.8 | 41.8 | 85.3 | 84.1 | 78.7 | |
| G-RetrieverBackbone=BGE-M32025.10 | 13.4 | 20.5 | 16.8 | 15.9 | 24 | 22.6 | 37.7 | 38.4 | 26.9 |