Retrieval-Augmented Generation on Mix
95.9ComprehensivenessDA-RAG
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| DA-RAGBaseline Category=Inference-only, Baseline Method Name=Zero-shot2026.02 | 95.9 | 92.8 | 94.1 | 94.7 | |
| DA-RAGBaseline Category=Retrieval-only, Baseline Method Name=BM252026.02 | 92.8 | 91.7 | 93 | 93.3 | |
| DA-RAGBaseline Category=Inference-only, Baseline Method Name=CoT2026.02 | 89.4 | 87.8 | 90.3 | 90 | |
| DA-RAGBaseline Category=Graph-based RAG, Baseline Method Name=HippoRAG2026.02 | 89.4 | 73.7 | 82.3 | 82.3 | |
| DA-RAGBaseline Category=Graph-based RAG, Baseline Method Name=RAPTOR2026.02 | 88.7 | 75.5 | 86.4 | 87.3 | |
| DA-RAGBaseline Category=Graph-based RAG, Baseline Method Name=LGraphRAG2026.02 | 87.6 | 80.8 | 84.9 | 83.3 | |
| DA-RAGBaseline Category=Retrieval-only, Baseline Method Name=VanillaRAG2026.02 | 87.2 | 90 | 91.3 | 91.7 | |
| DA-RAGBaseline Category=Graph-based RAG, Baseline Method Name=MLightRAG2026.02 | 85.7 | 87.7 | 90.1 | 89.9 | |
| DA-RAGBaseline Category=Graph-based RAG, Baseline Method Name=GLightRAG2026.02 | 85.5 | 92.9 | 93.1 | 93.7 | |
| DA-RAGBaseline Category=Graph-based RAG, Baseline Method Name=HLightRAG2026.02 | 85.3 | 88.9 | 90.7 | 90.6 | |
| DA-RAGBaseline Category=Graph-based RAG, Baseline Method Name=GGraphRAG2026.02 | 60.7 | 50.7 | 57.7 | 55.2 | |
| DA-RAGBaseline Category=Graph-based RAG, Baseline Method Name=ArchRAG2026.02 | 52.6 | 53.9 | 58.2 | 52.1 |