Question Answering on FactKG (Normalized Latency)
0.88Average Latency (Normalized)LightRAG
Evaluation Results
| Method | Links | |
|---|---|---|
| LightRAGFamily=RAG-based (Qwen3-32B)2025.09 | 0.88 | |
| Vanilla RAGFamily=RAG-based (Qwen3-32B)2025.09 | 1 | |
| Hybrid RAGFamily=RAG-based (Qwen3-32B)2025.09 | 1.15 | |
| GraphRAGFamily=RAG-based (Qwen3-32B)2025.09 | 1.35 | |
| CLAUSEFamily=Ours2025.09 | 1.36 | |
| ReActFamily=Agent-based (Qwen3-32B)2025.09 | 1.4 | |
| KG-AgentFamily=Agent-based (Qwen3-32B)2025.09 | 1.54 | |
| Graph-of-ThoughtsFamily=Agent-based (Qwen3-32B)2025.09 | 1.78 | |
| AutoGenFamily=Agent-based (Qwen3-32B)2025.09 | 2.2 |