Retrieval-Augmented Generation on IFS-REL
2Indexing Time (mins)NaiveRAG
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| NaiveRAGCategory=Traditional RAG, LLM Backbone=Qwen2.5-14B-Instruct2025.11 | 2 | 225 | 4,521 | 16 | |
| MIXRAGCategory=Community-based RAG, LLM Backbone=Qwen2.5-14B-Instruct2025.11 | 2 | 193 | 3,597 | 29 | |
| L.LLMLinguaCategory=Traditional RAG, LLM Backbone=Qwen2.5-14B-Instruct2025.11 | 3 | 315 | 2,757 | 14 | |
| G-RetrieverCategory=Community-based RAG, LLM Backbone=Qwen2.5-14B-Instruct2025.11 | 3 | 164 | 4,002 | 21 | |
| AGRAGCategory=Walking-based RAG, LLM Backbone=Qwen2.5-14B-Instruct2025.11 | 14 | 124 | 1,890 | 93 | |
| HippoRAG2Category=Walking-based RAG, LLM Backbone=Qwen2.5-14B-Instruct2025.11 | 15 | 127 | 2,440 | 102 | |
| SiReRAGCategory=Tree-based RAG, LLM Backbone=Qwen2.5-14B-Instruct2025.11 | 18 | 117 | 3,821 | 36 | |
| RAPTORCategory=Tree-based RAG, LLM Backbone=Qwen2.5-14B-Instruct2025.11 | 24 | 121 | 3,807 | 33 | |
| F.GraphRAGCategory=Walking-based RAG, LLM Backbone=Qwen2.5-14B-Instruct2025.11 | 27 | 164 | 2,217 | 20 | |
| LightRAGCategory=Community-based RAG, LLM Backbone=Qwen2.5-14B-Instruct2025.11 | 31 | 197 | 7,667 | 199 | |
| GraphRAGCategory=Community-based RAG, LLM Backbone=Qwen2.5-14B-Instruct2025.11 | 64 | 217 | 9,009 | 287 |