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ResearchFormerly WizWand

Retrieval-Augmented Generation on IFS-REL

2Indexing Time (mins)NaiveRAG
-0.4816.263349.74Nov 2, 2025
Updated 8mo ago

Evaluation results

MethodLinks
NaiveRAGCategory=Traditional RAG, LLM Backbone=Qwen2.5-14B-Instruct2025.1122254,52116
MIXRAGCategory=Community-based RAG, LLM Backbone=Qwen2.5-14B-Instruct2025.1121933,59729
L.LLMLinguaCategory=Traditional RAG, LLM Backbone=Qwen2.5-14B-Instruct2025.1133152,75714
G-RetrieverCategory=Community-based RAG, LLM Backbone=Qwen2.5-14B-Instruct2025.1131644,00221
AGRAGCategory=Walking-based RAG, LLM Backbone=Qwen2.5-14B-Instruct2025.11141241,89093
HippoRAG2Category=Walking-based RAG, LLM Backbone=Qwen2.5-14B-Instruct2025.11151272,440102
SiReRAGCategory=Tree-based RAG, LLM Backbone=Qwen2.5-14B-Instruct2025.11181173,82136
RAPTORCategory=Tree-based RAG, LLM Backbone=Qwen2.5-14B-Instruct2025.11241213,80733
F.GraphRAGCategory=Walking-based RAG, LLM Backbone=Qwen2.5-14B-Instruct2025.11271642,21720
LightRAGCategory=Community-based RAG, LLM Backbone=Qwen2.5-14B-Instruct2025.11311977,667199
GraphRAGCategory=Community-based RAG, LLM Backbone=Qwen2.5-14B-Instruct2025.11642179,009287