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Similarity is Not All You Need: Endowing Retrieval Augmented Generation
  with Multi Layered Thoughts

Similarity is Not All You Need: Endowing Retrieval Augmented Generation with Multi Layered Thoughts

30 May 2024
Chunjing Gan
Dan Yang
Binbin Hu
Hanxiao Zhang
Siyuan Li
Ziqi Liu
Yue Shen
Lin Ju
Zhiqiang Zhang
Jinjie Gu
Lei Liang
Jun Zhou
ArXivPDFHTML

Papers citing "Similarity is Not All You Need: Endowing Retrieval Augmented Generation with Multi Layered Thoughts"

5 / 5 papers shown
Title
CausalRAG: Integrating Causal Graphs into Retrieval-Augmented Generation
CausalRAG: Integrating Causal Graphs into Retrieval-Augmented Generation
Nengbo Wang
Xiaotian Han
Jagdip Singh
Jing Ma
V. Chaudhary
47
0
0
25 Mar 2025
A Pilot Empirical Study on When and How to Use Knowledge Graphs as Retrieval Augmented Generation
A Pilot Empirical Study on When and How to Use Knowledge Graphs as Retrieval Augmented Generation
Xujie Yuan
Y. Liu
Shimin Di
Shiwen Wu
Libin Zheng
Rui Meng
Lei Chen
Xiaofang Zhou
Jian Yin
33
0
0
28 Feb 2025
An Overview and Discussion on Using Large Language Models for Implementation Generation of Solutions to Open-Ended Problems
An Overview and Discussion on Using Large Language Models for Implementation Generation of Solutions to Open-Ended Problems
Hashmath Shaik
Alex Doboli
OffRL
ELM
55
0
0
31 Dec 2024
ChunkRAG: Novel LLM-Chunk Filtering Method for RAG Systems
ChunkRAG: Novel LLM-Chunk Filtering Method for RAG Systems
Ishneet Sukhvinder Singh
Ritvik Aggarwal
Ibrahim Allahverdiyev
Muhammad Taha
Aslihan Akalin
Kevin Zhu
Sean O'Brien
18
7
0
25 Oct 2024
Self-RAG: Learning to Retrieve, Generate, and Critique through
  Self-Reflection
Self-RAG: Learning to Retrieve, Generate, and Critique through Self-Reflection
Akari Asai
Zeqiu Wu
Yizhong Wang
Avirup Sil
Hannaneh Hajishirzi
RALM
138
600
0
17 Oct 2023
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