Question Answering on MetaQA 2-hop (Normalized Latency)
0.83Normalized Average LatencyLightRAG
Evaluation Results
| Method | Links | |
|---|---|---|
| LightRAGFamily=RAG-based (Qwen3-32B)2025.09 | 0.83 | |
| Vanilla RAGFamily=RAG-based (Qwen3-32B)2025.09 | 1 | |
| CLAUSEFamily=Ours2025.09 | 1.14 | |
| Hybrid RAGFamily=RAG-based (Qwen3-32B)2025.09 | 1.2 | |
| GraphRAGFamily=RAG-based (Qwen3-32B)2025.09 | 1.4 | |
| ReActFamily=Agent-based (Qwen3-32B)2025.09 | 1.45 | |
| KG-AgentFamily=Agent-based (Qwen3-32B)2025.09 | 1.62 | |
| Graph-of-ThoughtsFamily=Agent-based (Qwen3-32B)2025.09 | 1.9 | |
| AutoGenFamily=Agent-based (Qwen3-32B)2025.09 | 2.14 |