Synergizing RAG and Reasoning: A Systematic Review

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Synergizing RAG and Reasoning: A Systematic Review

22 April 2025

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FreshLLMs: Refreshing Large Language Models with Search Engine Augmentation Tu Vu Mohit Iyyer Xuezhi Wang Noah Constant Jerry W. Wei ... Chris Tar Yun-hsuan Sung Denny Zhou Quoc Le Thang Luong KELM HILM LRM 129 219 0 05 Oct 2023
Let's Verify Step by Step Hunter Lightman V. Kosaraju Yura Burda Harrison Edwards Bowen Baker Teddy Lee Jan Leike John Schulman Ilya Sutskever K. Cobbe ALM OffRL LRM 242 1,241 0 31 May 2023
Gorilla: Large Language Model Connected with Massive APIs Shishir G. Patil Tianjun Zhang Xin Wang Joseph E. Gonzalez ELM CLL ALM SyDa 127 572 0 24 May 2023
Enhancing Retrieval-Augmented Large Language Models with Iterative Retrieval-Generation Synergy Zhihong Shao Yeyun Gong Yelong Shen Minlie Huang Nan Duan Weizhu Chen RALM LRM KELM 128 263 0 24 May 2023
QLoRA: Efficient Finetuning of Quantized LLMs Tim Dettmers Artidoro Pagnoni Ari Holtzman Luke Zettlemoyer ALM 165 2,643 0 23 May 2023
TheoremQA: A Theorem-driven Question Answering dataset Wenhu Chen Ming Yin Max Ku Pan Lu Yixin Wan Xueguang Ma Jianyu Xu Xinyi Wang Tony Xia AIMat 131 140 0 21 May 2023
Interleaving Retrieval with Chain-of-Thought Reasoning for Knowledge-Intensive Multi-Step Questions H. Trivedi Niranjan Balasubramanian Tushar Khot Ashish Sabharwal KELM RALM LRM 168 476 0 20 Dec 2022
MuSiQue: Multihop Questions via Single-hop Question Composition H. Trivedi Niranjan Balasubramanian Tushar Khot Ashish Sabharwal LRM 145 282 0 02 Aug 2021
Constructing A Multi-hop QA Dataset for Comprehensive Evaluation of Reasoning Steps Xanh Ho A. Nguyen Saku Sugawara Akiko Aizawa RALM LRM 100 469 0 02 Nov 2020
The Web as a Knowledge-base for Answering Complex Questions Alon Talmor Jonathan Berant 108 591 0 18 Mar 2018