Retrieval-Augmented Generation on Novel
13Indexing Time (mins)NaiveRAG
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| NaiveRAGCategory=Traditional RAG, LLM Backbone=Qwen2.5-14B-Instruct2025.11 | 13 | 371 | 9,437 | 1,708 | |
| MIXRAGCategory=Community-based RAG, LLM Backbone=Qwen2.5-14B-Instruct2025.11 | 17 | 388 | 6,083 | 237 | |
| G-RetrieverCategory=Community-based RAG, LLM Backbone=Qwen2.5-14B-Instruct2025.11 | 19 | 119 | 6,344 | 116 | |
| L.LLMLinguaCategory=Traditional RAG, LLM Backbone=Qwen2.5-14B-Instruct2025.11 | 51 | 360 | 8,466 | 1,750 | |
| AGRAGCategory=Walking-based RAG, LLM Backbone=Qwen2.5-14B-Instruct2025.11 | 65 | 142 | 6,487 | 1,140 | |
| SiReRAGCategory=Tree-based RAG, LLM Backbone=Qwen2.5-14B-Instruct2025.11 | 85 | 233 | 7,759 | 800 | |
| HippoRAG2Category=Walking-based RAG, LLM Backbone=Qwen2.5-14B-Instruct2025.11 | 95 | 134 | 8,138 | 1,073 | |
| F.GraphRAGCategory=Walking-based RAG, LLM Backbone=Qwen2.5-14B-Instruct2025.11 | 106 | 198 | 7,490 | 1,252 | |
| LightRAGCategory=Community-based RAG, LLM Backbone=Qwen2.5-14B-Instruct2025.11 | 166 | 221 | 13,145 | 1,233 | |
| GraphRAGCategory=Community-based RAG, LLM Backbone=Qwen2.5-14B-Instruct2025.11 | 347 | 205 | 12,686 | 2,109 | |
| RAPTORCategory=Tree-based RAG, LLM Backbone=Qwen2.5-14B-Instruct2025.11 | 464 | 250 | 7,243 | 777 |