Knowledge Graph Retrieval on WebQSP (test)
96.6Triple Recall (1-hop)ParallaxRAG
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| ParallaxRAGBackbone=BGE-M3, Architecture Configuration (Decoupled + Gated)=true, Pairwise Similarity Regulation (PSR)=true2025.10 | 96.6 | 76.1 | 92.3 | 82.5 | 98.6 | 89.9 | |
| ParallaxRAG (Decoupled + Gated)Backbone=BGE-M3, Architecture Configuration (Decoupled + Gated)=true, Pairwise Similarity Regulation (PSR)=false2025.10 | 96.3 | 75.6 | 91.6 | 82 | 97.6 | 88.4 | |
| SubgraphRAGBackbone=BGE-M32025.10 | 95.4 | 72 | 89.5 | 76.8 | 97.9 | 84.4 | |
| cosine similarityBackbone=BGE-M32025.10 | 87.4 | 40.5 | 84.7 | 48.3 | 94.3 | 25.3 | |
| RoGBackbone=BGE-M32025.10 | 86.9 | 41.5 | 44.6 | 27.1 | 87.4 | 67.7 | |
| SR+NSM w E2EBackbone=BGE-M32025.10 | 56.5 | 32.4 | 58 | 37.6 | 91.6 | 30.1 | |
| GNN-RAGBackbone=BGE-M32025.10 | 53.2 | 50.2 | 38.4 | 44.5 | 81 | 83.1 | |
| G-RetrieverBackbone=BGE-M32025.10 | 33.5 | 21.6 | 34.5 | 28.4 | 59.6 | 44.6 | |
| Retrieve-Rewrite-AnswerBackbone=BGE-M32025.10 | 6.4 | 4.6 | 6.2 | 6.1 | 74.5 | 72.9 |