Public Knowledge

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20162025

most citedMultiRAG: A Knowledge-guided Framework for Mitigating Hallucination in Multi-source Retrieval Augmented Generation

15 citations

researchers with a paper here

Bohan Li1 · h 2
Craig Corcoran1 · h 4
C. Rossini1 · h 4
Danilo Doneda1 · h 9
David Sullivan1 · h 2
Garrett Honke1 · h 8
Haofen Wang1 · h 5
Huajun Chen1 · h 58
J. Morgan1 · h 2
Lei Liang1 · h 2
P. Azunre1 · h 7
Peixuan Huang1 · h 1

collaborating institutions

Antea Group (France)FR1 paper
Harvard University PressUS1 paper
Knowledge FoundationSE1 paper
Nanjing University of Aeronautics and AstronauticsCN1 paper
Tongji UniversityCN1 paper
Universidade do Estado do Rio de JaneiroBR1 paper
Zhejiang UniversityCN1 paper

Showing 2025Show all

2 papers · 1 filter

cs.CL2025

Enrich-on-Graph: Query-Graph Alignment for Complex Reasoning with LLM Enriching

Songze Li, Zhiqiang Liu, Zhengke Gui +2

Large Language Models (LLMs) exhibit strong reasoning capabilities in complex tasks. However, they still struggle with hallucinations and factual errors in knowledge-intensive scen…

cs.IR2025★ 15 cited

MultiRAG: A Knowledge-guided Framework for Mitigating Hallucination in Multi-source Retrieval Augmented Generation

Wenlong Wu, Haofen Wang, Bohan Li +3

Retrieval Augmented Generation (RAG) has emerged as a promising solution to address hallucination issues in Large Language Models (LLMs). However, the integration of multiple retri…