Question Answering on MetaQA 1-hop (Latency Performance)
0.8Average Latency (Normalized)LightRAG
Evaluation Results
| Method | Links | |
|---|---|---|
| LightRAGFamily=RAG-based (Qwen3-32B)2025.09 | 0.8 | |
| CLAUSEFamily=Ours2025.09 | 0.98 | |
| Vanilla RAGFamily=RAG-based (Qwen3-32B)2025.09 | 1 | |
| Hybrid RAGFamily=RAG-based (Qwen3-32B)2025.09 | 1.12 | |
| GraphRAGFamily=RAG-based (Qwen3-32B)2025.09 | 1.25 | |
| ReActFamily=Agent-based (Qwen3-32B)2025.09 | 1.25 | |
| KG-AgentFamily=Agent-based (Qwen3-32B)2025.09 | 1.3 | |
| Graph-of-ThoughtsFamily=Agent-based (Qwen3-32B)2025.09 | 1.65 | |
| AutoGenFamily=Agent-based (Qwen3-32B)2025.09 | 1.81 |