Multi-Hop Question Answering on MuSiQue (F1 score)
51.4F1 Score (MuSiQue)SemFlowRAG
Evaluation results
| Method | Links | |
|---|---|---|
| SemFlowRAGKnowledge Representation=Structured2026.06 | 51.4 | |
| HippoRAG 2Knowledge Representation=Structured2026.06 | 48.6 | |
| HippoRAG 2 (reproduced)Knowledge Representation=Structured, Reproduction Status=reproduced2026.06 | 48.6 | |
| NV-Embed-v2 (7B)Knowledge Representation=Embedding-based2026.06 | 45.7 | |
| GritLM-7BKnowledge Representation=Embedding-based2026.06 | 44.8 | |
| GTE-Qwen2-7B-InstructKnowledge Representation=Embedding-based2026.06 | 40.9 | |
| GraphRAGKnowledge Representation=Structured2026.06 | 38.5 | |
| HippoRAGKnowledge Representation=Structured2026.06 | 35.1 | |
| GTRKnowledge Representation=Unstructured2026.06 | 34.6 | |
| ContrieverKnowledge Representation=Unstructured2026.06 | 31.3 | |
| RAPTORKnowledge Representation=Structured2026.06 | 28.9 | |
| BM25Knowledge Representation=Unstructured2026.06 | 28.8 | |
| Llama-3.3-70B-Instruct w/o RetrievalKnowledge Representation=Unstructured, Retrieval=w/o Retrieval2026.06 | 26.1 | |
| LightRAGKnowledge Representation=Structured2026.06 | 1.6 |