Retrieval-Augmented Generation on Agriculture
97.6ComprehensivenessDA-RAG
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| DA-RAGBaseline Category=Inference-only, Baseline Method Name=Zero-shot2026.02 | 97.6 | 95.7 | 95.4 | 92.8 | |
| DA-RAGBaseline Category=Retrieval-only, Baseline Method Name=VanillaRAG2026.02 | 93.9 | 89.3 | 89.9 | 91.2 | |
| DA-RAGBaseline Category=Retrieval-only, Baseline Method Name=BM252026.02 | 93.7 | 90.9 | 93.6 | 90.2 | |
| DA-RAGBaseline Category=Inference-only, Baseline Method Name=CoT2026.02 | 90.9 | 94.7 | 91.5 | 90.8 | |
| DA-RAGBaseline Category=Graph-based RAG, Baseline Method Name=GLightRAG2026.02 | 90.8 | 90.1 | 91.4 | 91.1 | |
| DA-RAGBaseline Category=Graph-based RAG, Baseline Method Name=HLightRAG2026.02 | 90.7 | 89.7 | 90 | 89.5 | |
| DA-RAGBaseline Category=Graph-based RAG, Baseline Method Name=MLightRAG2026.02 | 90 | 83.3 | 87.1 | 87 | |
| DA-RAGBaseline Category=Graph-based RAG, Baseline Method Name=RAPTOR2026.02 | 84.3 | 77.2 | 82.5 | 81.2 | |
| DA-RAGBaseline Category=Graph-based RAG, Baseline Method Name=HippoRAG2026.02 | 82.2 | 74.3 | 77.5 | 76.4 | |
| DA-RAGBaseline Category=Graph-based RAG, Baseline Method Name=LGraphRAG2026.02 | 70.9 | 67 | 69.2 | 67.8 | |
| DA-RAGBaseline Category=Graph-based RAG, Baseline Method Name=GGraphRAG2026.02 | 57.8 | 57.1 | 59.1 | 56.6 | |
| DA-RAGBaseline Category=Graph-based RAG, Baseline Method Name=ArchRAG2026.02 | 50.3 | 59.5 | 53.1 | 55.7 |