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ResearchFormerly WizWand

Retrieval-Augmented Generation on WOS

2Indexing Time (mins)NaiveRAG
-1.3221.0943.565.91Nov 2, 2025
Updated 8mo ago

Evaluation results

MethodLinks
NaiveRAGCategory=Traditional RAG, LLM Backbone=Qwen2.5-14B-Instruct2025.1122927,29229
L.LLMLinguaCategory=Traditional RAG, LLM Backbone=Qwen2.5-14B-Instruct2025.1143585,86131
MIXRAGCategory=Community-based RAG, LLM Backbone=Qwen2.5-14B-Instruct2025.1152574,19331
G-RetrieverCategory=Community-based RAG, LLM Backbone=Qwen2.5-14B-Instruct2025.1181586,76212
AGRAGCategory=Walking-based RAG, LLM Backbone=Qwen2.5-14B-Instruct2025.11161323,970101
HippoRAG2Category=Walking-based RAG, LLM Backbone=Qwen2.5-14B-Instruct2025.11191405,06693
SiReRAGCategory=Tree-based RAG, LLM Backbone=Qwen2.5-14B-Instruct2025.11261396,01247
F.GraphRAGCategory=Walking-based RAG, LLM Backbone=Qwen2.5-14B-Instruct2025.11291864,95735
RAPTORCategory=Tree-based RAG, LLM Backbone=Qwen2.5-14B-Instruct2025.11301626,00741
LightRAGCategory=Community-based RAG, LLM Backbone=Qwen2.5-14B-Instruct2025.114221111,510227
GraphRAGCategory=Community-based RAG, LLM Backbone=Qwen2.5-14B-Instruct2025.118524011,809351