Multi-hop Question Answering on MuSiQue (SubEM, LLM-Acc)
34.3SubEMEHRAG
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| EHRAGGeneration Strategy=Retrieval-Augmented-Generation Methods2026.04 | 34.3 | 38.4 | |
| LinearRAGGeneration Strategy=Retrieval-Augmented-Generation Methods2026.04 | 33.9 | 37 | |
| HippoRAG2Generation Strategy=Retrieval-Augmented-Generation Methods2026.04 | 31 | 35 | |
| GFM-RAGGeneration Strategy=Retrieval-Augmented-Generation Methods2026.04 | 29.9 | 34.6 | |
| HippoRAGGeneration Strategy=Retrieval-Augmented-Generation Methods2026.04 | 29.3 | 24.1 | |
| LightRAGGeneration Strategy=Retrieval-Augmented-Generation Methods2026.04 | 27.4 | 28.6 | |
| Vanilla RAGGeneration Strategy=Retrieval-Augmented-Generation Methods2026.04 | 26.1 | 29.6 | |
| KGPGeneration Strategy=Retrieval-Augmented-Generation Methods2026.04 | 25.6 | 30.1 | |
| GraphRAGGeneration Strategy=Retrieval-Augmented-Generation Methods2026.04 | 24.3 | 28.7 | |
| E2GraphRAGGeneration Strategy=Retrieval-Augmented-Generation Methods2026.04 | 23.8 | 26.2 | |
| RAPTORGeneration Strategy=Retrieval-Augmented-Generation Methods2026.04 | 23.3 | 27.4 | |
| G-retrieverGeneration Strategy=Retrieval-Augmented-Generation Methods2026.04 | 14.4 | 15.5 | |
| GPT-4o-miniGeneration Strategy=Direct Zero-shot LLM Inference2026.04 | 13.6 | 15.8 | |
| GPT-3.5-turboGeneration Strategy=Direct Zero-shot LLM Inference2026.04 | 10.3 | 21.9 | |
| llama-8BGeneration Strategy=Direct Zero-shot LLM Inference2026.04 | 7.4 | 8.1 | |
| Qwen3-8BGeneration Strategy=Direct Zero-shot LLM Inference2026.04 | 6.5 | 19.8 | |
| llama-13BGeneration Strategy=Direct Zero-shot LLM Inference2026.04 | 3.3 | 4.4 |