Question Answering on MetaQA 2-hop (Average Edge Budget)
0.78Average Edge BudgetLightRAG
Evaluation Results
| Method | Links | |
|---|---|---|
| LightRAGFamily=RAG-based (Qwen3-32B)2025.09 | 0.78 | |
| CLAUSEFamily=Ours2025.09 | 0.78 | |
| Vanilla RAGFamily=RAG-based (Qwen3-32B)2025.09 | 1 | |
| Hybrid RAGFamily=RAG-based (Qwen3-32B)2025.09 | 1.12 | |
| ReActFamily=Agent-based (Qwen3-32B)2025.09 | 1.18 | |
| GraphRAGFamily=RAG-based (Qwen3-32B)2025.09 | 1.32 | |
| KG-AgentFamily=Agent-based (Qwen3-32B)2025.09 | 1.32 | |
| Graph-of-ThoughtsFamily=Agent-based (Qwen3-32B)2025.09 | 1.55 | |
| AutoGenFamily=Agent-based (Qwen3-32B)2025.09 | 1.75 |