Temporal Question Answering on TempReason
84.75AccuracyDyG-RAG
Evaluation results
| Method | Links | ||
|---|---|---|---|
| DyG-RAGCategory=Temporal QA Retrieval Methods2026.06 | 84.75 | 91.47 | |
| IA-RAGCategory=Temporal QA Retrieval Methods2026.06 | 80.21 | 89.64 | |
| Vanilla RAGCategory=Traditional RAG Methods2026.06 | 70.96 | 82.53 | |
| HippoRAGCategory=Traditional RAG Methods2026.06 | 69.8 | 80.54 | |
| E2GraphRAGCategory=Traditional RAG Methods2026.06 | 61.29 | 73.58 | |
| TA-RAGCategory=Temporal QA Retrieval Methods2026.06 | 58.66 | 67.97 | |
| GraphRAG-LCategory=Traditional RAG Methods, Mode=Local2026.06 | 56.11 | 67.55 | |
| T-GRAGCategory=Temporal QA Retrieval Methods2026.06 | 55.42 | 65.32 | |
| LightRAG-LCategory=Traditional RAG Methods, Mode=Local2026.06 | 54.23 | 66.82 | |
| LightRAG-HCategory=Traditional RAG Methods, Mode=Hybrid2026.06 | 50.01 | 62.95 | |
| TG-RAGCategory=Temporal QA Retrieval Methods2026.06 | 30.91 | 38.47 | |
| LightRAG-GCategory=Traditional RAG Methods, Mode=Global2026.06 | 13.54 | 15.27 | |
| GraphRAG-GCategory=Traditional RAG Methods, Mode=Global2026.06 | 8.81 | 11.34 |