Retrieval-Augmented Generation on Medical (Cost Evaluation)
7Indexing Time (minutes)NaiveRAG
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| NaiveRAGCategory=Traditional RAG, LLM Backbone=Qwen2.5-14B-Instruct2025.11 | 7 | 245 | 7,473 | 379 | |
| MIXRAGCategory=Community-based RAG, LLM Backbone=Qwen2.5-14B-Instruct2025.11 | 11 | 453 | 4,238 | 230 | |
| G-RetrieverCategory=Community-based RAG, LLM Backbone=Qwen2.5-14B-Instruct2025.11 | 12 | 145 | 6,290 | 157 | |
| AGRAGCategory=Walking-based RAG, LLM Backbone=Qwen2.5-14B-Instruct2025.11 | 16 | 138 | 5,145 | 413 | |
| L.LLMLinguaCategory=Traditional RAG, LLM Backbone=Qwen2.5-14B-Instruct2025.11 | 37 | 305 | 5,686 | 390 | |
| SiReRAGCategory=Tree-based RAG, LLM Backbone=Qwen2.5-14B-Instruct2025.11 | 40 | 207 | 4,918 | 701 | |
| HippoRAG2Category=Walking-based RAG, LLM Backbone=Qwen2.5-14B-Instruct2025.11 | 46 | 130 | 6,264 | 595 | |
| F.GraphRAGCategory=Walking-based RAG, LLM Backbone=Qwen2.5-14B-Instruct2025.11 | 48 | 173 | 6,475 | 384 | |
| LightRAGCategory=Community-based RAG, LLM Backbone=Qwen2.5-14B-Instruct2025.11 | 116 | 164 | 9,535 | 426 | |
| RAPTORCategory=Tree-based RAG, LLM Backbone=Qwen2.5-14B-Instruct2025.11 | 117 | 319 | 4,817 | 695 | |
| GraphRAGCategory=Community-based RAG, LLM Backbone=Qwen2.5-14B-Instruct2025.11 | 194 | 158 | 8,385 | 1,017 |