Question Answering on Medicine
37.18F1 Score (F1)Graph-R1 (3B)
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Graph-R1 (3B)Base Model=Qwen2.5-3B-Instruct, Evaluation Protocol=Zero-Shot Results Without Domain Training2025.07 | 37.18 | 24.22 | |
| HyperGraphRAGBase Model=GPT-4o-mini2025.07 | 35.35 | — | |
| StandardRAGBase Model=GPT-4o-mini2025.07 | 27.9 | — | |
| Search-R1 (3B)Base Model=Qwen2.5-3B-Instruct, Evaluation Protocol=Zero-Shot Results Without Domain Training2025.07 | 21.84 | 12.7 | |
| HippoRAG2Base Model=GPT-4o-mini2025.07 | 21.34 | — | |
| GraphRAGBase Model=GPT-4o-mini2025.07 | 17.6 | — | |
| PathRAGBase Model=GPT-4o-mini2025.07 | 14.94 | — | |
| NaiveGenerationBase Model=GPT-4o-mini2025.07 | 12.89 | — | |
| LightRAGBase Model=GPT-4o-mini2025.07 | 12.79 | — |