Question Answering on FactKG (Average Edge Budget)
1.72Average Edge BudgetAutoGen
Evaluation Results
| Method | Links | |
|---|---|---|
| AutoGenFamily=Agent-based (Qwen3-32B)2025.09 | 1.72 | |
| Graph-of-ThoughtsFamily=Agent-based (Qwen3-32B)2025.09 | 1.4 | |
| GraphRAGFamily=RAG-based (Qwen3-32B)2025.09 | 1.3 | |
| KG-AgentFamily=Agent-based (Qwen3-32B)2025.09 | 1.22 | |
| ReActFamily=Agent-based (Qwen3-32B)2025.09 | 1.13 | |
| Hybrid RAGFamily=RAG-based (Qwen3-32B)2025.09 | 1.08 | |
| Vanilla RAGFamily=RAG-based (Qwen3-32B)2025.09 | 1 | |
| LightRAGFamily=RAG-based (Qwen3-32B)2025.09 | 0.8 | |
| CLAUSEFamily=Ours2025.09 | 0.74 |