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ResearchFormerly WizWand

Retrieval-Augmented Generation on Novel

13Indexing Time (mins)NaiveRAG
-5.04116.73238.5360.27Nov 2, 2025
Updated 8mo ago

Evaluation results

MethodLinks
NaiveRAGCategory=Traditional RAG, LLM Backbone=Qwen2.5-14B-Instruct2025.11133719,4371,708
MIXRAGCategory=Community-based RAG, LLM Backbone=Qwen2.5-14B-Instruct2025.11173886,083237
G-RetrieverCategory=Community-based RAG, LLM Backbone=Qwen2.5-14B-Instruct2025.11191196,344116
L.LLMLinguaCategory=Traditional RAG, LLM Backbone=Qwen2.5-14B-Instruct2025.11513608,4661,750
AGRAGCategory=Walking-based RAG, LLM Backbone=Qwen2.5-14B-Instruct2025.11651426,4871,140
SiReRAGCategory=Tree-based RAG, LLM Backbone=Qwen2.5-14B-Instruct2025.11852337,759800
HippoRAG2Category=Walking-based RAG, LLM Backbone=Qwen2.5-14B-Instruct2025.11951348,1381,073
F.GraphRAGCategory=Walking-based RAG, LLM Backbone=Qwen2.5-14B-Instruct2025.111061987,4901,252
LightRAGCategory=Community-based RAG, LLM Backbone=Qwen2.5-14B-Instruct2025.1116622113,1451,233
GraphRAGCategory=Community-based RAG, LLM Backbone=Qwen2.5-14B-Instruct2025.1134720512,6862,109
RAPTORCategory=Tree-based RAG, LLM Backbone=Qwen2.5-14B-Instruct2025.114642507,243777