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ResearchFormerly WizWand

Retrieval-Augmented Generation on Medical (Cost Evaluation)

7Indexing Time (minutes)NaiveRAG
-0.4850.01100.5150.99Nov 2, 2025
Updated 8mo ago

Evaluation results

MethodLinks
NaiveRAGCategory=Traditional RAG, LLM Backbone=Qwen2.5-14B-Instruct2025.1172457,473379
MIXRAGCategory=Community-based RAG, LLM Backbone=Qwen2.5-14B-Instruct2025.11114534,238230
G-RetrieverCategory=Community-based RAG, LLM Backbone=Qwen2.5-14B-Instruct2025.11121456,290157
AGRAGCategory=Walking-based RAG, LLM Backbone=Qwen2.5-14B-Instruct2025.11161385,145413
L.LLMLinguaCategory=Traditional RAG, LLM Backbone=Qwen2.5-14B-Instruct2025.11373055,686390
SiReRAGCategory=Tree-based RAG, LLM Backbone=Qwen2.5-14B-Instruct2025.11402074,918701
HippoRAG2Category=Walking-based RAG, LLM Backbone=Qwen2.5-14B-Instruct2025.11461306,264595
F.GraphRAGCategory=Walking-based RAG, LLM Backbone=Qwen2.5-14B-Instruct2025.11481736,475384
LightRAGCategory=Community-based RAG, LLM Backbone=Qwen2.5-14B-Instruct2025.111161649,535426
RAPTORCategory=Tree-based RAG, LLM Backbone=Qwen2.5-14B-Instruct2025.111173194,817695
GraphRAGCategory=Community-based RAG, LLM Backbone=Qwen2.5-14B-Instruct2025.111941588,3851,017