Path Reasoning on BioMedHop
73.2MCQ AccuracyBioWeave
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| BioWeaveType=Proposed2026.06 | 73.2 | 68.6 | 70.9 | |
| PoGType=KG-based RAG2026.06 | 65.4 | 46.8 | 56.1 | |
| ToG-2Type=Hybrid RAG2026.06 | 63.1 | 61.8 | 62.5 | |
| CoKType=Hybrid RAG2026.06 | 55.4 | 64.5 | 60 | |
| ToGType=KG-based RAG2026.06 | 48.5 | 49.2 | 48.9 | |
| Naive DocType=Vanilla2026.06 | 37.8 | 29.1 | 33.5 | |
| Naive WebType=Vanilla2026.06 | 37.8 | 32.7 | 35.2 | |
| CoTType=LLM-only2026.06 | 33.3 | 21.8 | 27.5 | |
| IOType=LLM-only2026.06 | 26.7 | 25.5 | 26.1 |