Question Answering on Agriculture
37.39F1 ScoreGraph-R1 (3B)
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Graph-R1 (3B)Base Model=Qwen2.5-3B-Instruct, Evaluation Protocol=Zero-Shot Results Without Domain Training2025.07 | 37.39 | 25.98 | |
| HyperGraphRAGBase Model=GPT-4o-mini2025.07 | 33.89 | — | |
| StandardRAGBase Model=GPT-4o-mini2025.07 | 27.43 | — | |
| PathRAGBase Model=GPT-4o-mini2025.07 | 21.3 | — | |
| GraphRAGBase Model=GPT-4o-mini2025.07 | 21.28 | — | |
| LightRAGBase Model=GPT-4o-mini2025.07 | 18.24 | — | |
| Search-R1 (3B)Base Model=Qwen2.5-3B-Instruct, Evaluation Protocol=Zero-Shot Results Without Domain Training2025.07 | 17.65 | 11.33 | |
| NaiveGenerationBase Model=GPT-4o-mini2025.07 | 12.74 | — | |
| HippoRAG2Base Model=GPT-4o-mini2025.07 | 12.63 | — |