Retrieval-Augmented Generation on News Articles
96.7ComprehensivenessDA-RAG
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| DA-RAGBaseline Category=Inference-only, Baseline Method Name=Zero-shot2026.02 | 96.7 | 95.5 | 97.9 | 95.8 | |
| DA-RAGBaseline Category=Retrieval-only, Baseline Method Name=VanillaRAG2026.02 | 94.8 | 90.4 | 90.1 | 91.6 | |
| DA-RAGBaseline Category=Graph-based RAG, Baseline Method Name=GLightRAG2026.02 | 94.4 | 93.1 | 93.2 | 93.1 | |
| DA-RAGBaseline Category=Graph-based RAG, Baseline Method Name=HLightRAG2026.02 | 92.9 | 88.7 | 92.1 | 91.1 | |
| DA-RAGBaseline Category=Retrieval-only, Baseline Method Name=BM252026.02 | 92.1 | 91.8 | 92.2 | 92.7 | |
| DA-RAGBaseline Category=Inference-only, Baseline Method Name=CoT2026.02 | 91.6 | 90.2 | 91 | 91.2 | |
| DA-RAGBaseline Category=Graph-based RAG, Baseline Method Name=MLightRAG2026.02 | 91.6 | 89.2 | 92.1 | 90.2 | |
| DA-RAGBaseline Category=Graph-based RAG, Baseline Method Name=RAPTOR2026.02 | 86.2 | 80.8 | 85.5 | 84.3 | |
| DA-RAGBaseline Category=Graph-based RAG, Baseline Method Name=HippoRAG2026.02 | 82.2 | 84.4 | 88.2 | 86.9 | |
| DA-RAGBaseline Category=Graph-based RAG, Baseline Method Name=LGraphRAG2026.02 | 77 | 75.7 | 72.3 | 75.3 | |
| DA-RAGBaseline Category=Graph-based RAG, Baseline Method Name=GGraphRAG2026.02 | 59.9 | 61.5 | 63.5 | 61.7 | |
| DA-RAGBaseline Category=Graph-based RAG, Baseline Method Name=ArchRAG2026.02 | 52.4 | 58.7 | 55.5 | 56.9 |