Multi-hop Question Answering on 2WikiQA
0.44Latency (s)GraphRAG
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| GraphRAG2026.02 | 0.44 | — | — | — | |
| NV-Embed-v2+Generator2026.02 | 0.69 | — | — | — | |
| MultiCube-RAGbatch size=102026.02 | 0.71 | — | — | — | |
| BM25+Generator2026.02 | 0.79 | — | — | — | |
| MultiCube-RAGbatch size=52026.02 | 1.37 | — | — | — | |
| HippoRAG 22026.02 | 4.24 | — | — | — | |
| ACEBackbone=LLaMA-3.1-8B-Instruct2026.01 | — | 47.9 | 2,945 | — | |
| ACTBackbone LLM=Qwen3-8B2026.06 | — | — | — | 41.3 | |
| Base ModelBackbone LLM=Qwen3-8B2026.06 | — | — | — | 31.6 | |
| DRESSBackbone LLM=Qwen3-8B2026.06 | — | — | — | 48.5 | |
| DynaSteerBackbone LLM=Qwen3-8B2026.06 | — | — | — | 52.3 | |
| IterDRAGBackbone=LLaMA-3.1-8B-Instruct2026.01 | — | 27.2 | 9,760 | — | |
| ITIBackbone LLM=Qwen3-8B2026.06 | — | — | — | 43.7 | |
| RAGBackbone=LLaMA-3.1-8B-Instruct2026.01 | — | 28.8 | 639 | — | |
| VanillaBackbone=LLaMA-3.1-8B-Instruct2026.01 | — | 28.2 | 155 | — |