Response Quality on HotpotQA Shuffle-Hotpot-Full
51.7F1 ScoreTri-RAG
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Tri-RAG2026.04 | 51.7 | 55.6 | 52.4 | |
| KG2RAG2026.04 | 50.7 | 53.9 | 51.2 | |
| Semantic RAGrerank=true2026.04 | 44.7 | 47.6 | 45.6 | |
| Hybrid RAG2026.04 | 44.3 | 47.3 | 44.6 | |
| Semantic RAG2026.04 | 42.2 | 44.9 | 43.3 | |
| LightRAG2026.04 | 20.2 | 19.9 | 29.3 | |
| GraphRAG2026.04 | 16.3 | 15.5 | 36.2 | |
| LLM-only2026.04 | 15.8 | 17.5 | 15.8 |