Passage Retrieval on 2Wiki (test)
94.8Recall@5SemFlowRAG
Evaluation Results
| Method | Links | |
|---|---|---|
| SemFlowRAGKnowledge Representation Type=Structured Knowledge Representation Augmented2026.06 | 94.8 | |
| HippoRAG 2 (reproduced)Knowledge Representation Type=Structured Knowledge Representation Augmented, Reproduction Status=reproduced2026.06 | 90.7 | |
| HippoRAG (reproduced)Knowledge Representation Type=Structured Knowledge Representation Augmented, Reproduction Status=reproduced2026.06 | 90.4 | |
| HippoRAG 2Knowledge Representation Type=Structured Knowledge Representation Augmented2026.06 | 90.4 | |
| NV-Embed-v2 (7B)Knowledge Representation Type=Embedding-based Knowledge Representation Augmented, Number of Parameters=7B2026.06 | 76.5 | |
| GritLM-7BKnowledge Representation Type=Embedding-based Knowledge Representation Augmented, Backbone=GritLM, Number of Parameters=7B2026.06 | 76 | |
| GTE-Qwen2-7B-InstructKnowledge Representation Type=Embedding-based Knowledge Representation Augmented, Backbone=Qwen2-7B-Instruct, Number of Parameters=7B2026.06 | 74.8 | |
| GTRKnowledge Representation Type=Unstructured Knowledge Representation Augmented2026.06 | 67.9 | |
| RAPTORKnowledge Representation Type=Structured Knowledge Representation Augmented2026.06 | 66.2 | |
| BM25Knowledge Representation Type=Unstructured Knowledge Representation Augmented2026.06 | 65.3 | |
| ContrieverKnowledge Representation Type=Unstructured Knowledge Representation Augmented2026.06 | 57.5 |