Question Answering on Legal
43.81F1 ScoreHyperGraphRAG
Evaluation results
| Method | Links | ||
|---|---|---|---|
| HyperGraphRAGBase Model=GPT-4o-mini2025.07 | 43.81 | — | |
| StandardRAGBase Model=GPT-4o-mini2025.07 | 37.34 | — | |
| Graph-R1 (3B)Base Model=Qwen2.5-3B-Instruct, Evaluation Protocol=Zero-Shot Results Without Domain Training2025.07 | 33.66 | 21.48 | |
| LightRAGBase Model=GPT-4o-mini2025.07 | 31.64 | — | |
| PathRAGBase Model=GPT-4o-mini2025.07 | 31.29 | — | |
| GraphRAGBase Model=GPT-4o-mini2025.07 | 30.11 | — | |
| Search-R1 (3B)Base Model=Qwen2.5-3B-Instruct, Evaluation Protocol=Zero-Shot Results Without Domain Training2025.07 | 24.84 | 14.65 | |
| NaiveGenerationBase Model=GPT-4o-mini2025.07 | 21.64 | — | |
| HippoRAG2Base Model=GPT-4o-mini2025.07 | 18.53 | — |