Question Answering on MetaQA 3-hop (Normalized Latency)
0.86Normalized Latency (vs Vanilla RAG)LightRAG
Evaluation Results
| Method | Links | |
|---|---|---|
| LightRAGFamily=RAG-based (Qwen3-32B)2025.09 | 0.86 | |
| Vanilla RAGFamily=RAG-based (Qwen3-32B)2025.09 | 1 | |
| CLAUSEFamily=Ours2025.09 | 1.27 | |
| Hybrid RAGFamily=RAG-based (Qwen3-32B)2025.09 | 1.28 | |
| GraphRAGFamily=RAG-based (Qwen3-32B)2025.09 | 1.6 | |
| ReActFamily=Agent-based (Qwen3-32B)2025.09 | 1.7 | |
| KG-AgentFamily=Agent-based (Qwen3-32B)2025.09 | 1.9 | |
| Graph-of-ThoughtsFamily=Agent-based (Qwen3-32B)2025.09 | 2.32 | |
| AutoGenFamily=Agent-based (Qwen3-32B)2025.09 | 2.62 |