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Synergizing RAG and Reasoning: A Systematic Review

22 April 2025

Papers citing "Synergizing RAG and Reasoning: A Systematic Review"

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Title
HKD4VLM: A Progressive Hybrid Knowledge Distillation Framework for Robust Multimodal Hallucination and Factuality Detection in VLMs Zijian Zhang Xuecheng Wu Danlei Huang Siyu Yan Chong Peng Xuezhi Cao VLM 96 0 0 16 Jun 2025
Coordinating Search-Informed Reasoning and Reasoning-Guided Search in Claim Verification Qisheng Hu Quanyu Long Wenya Wang LRM 14 0 0 09 Jun 2025
Bridging External and Parametric Knowledge: Mitigating Hallucination of LLMs with Shared-Private Semantic Synergy in Dual-Stream Knowledge Yi Sui Chaozhuo Li Chen Zhang D. Song Qiuchi Li 55 0 0 06 Jun 2025
Effective and Transparent RAG: Adaptive-Reward Reinforcement Learning for Decision Traceability Jingyi Ren Yekun Xu Xiaolong Wang Weitao Li Weizhi Ma Yang Liu RALM 82 0 0 19 May 2025
TRAIL: Trace Reasoning and Agentic Issue Localization Darshan Deshpande Varun Gangal Hersh Mehta Jitin Krishnan Anand Kannappan Rebecca Qian 135 0 0 13 May 2025
ReZero: Enhancing LLM search ability by trying one-more-time Alan Dao Thinh Le RALM LRM 80 1 0 15 Apr 2025
StePO-Rec: Towards Personalized Outfit Styling Assistant via Knowledge-Guided Multi-Step Reasoning Yuxi Bi Yunfan Gao Haoyu Wang 79 1 0 14 Apr 2025
Scaling Test-Time Inference with Policy-Optimized, Dynamic Retrieval-Augmented Generation via KV Caching and Decoding Sakhinana Sagar Srinivas Akash Das Shivam Gupta Venkataramana Runkana OffRL 122 1 0 02 Apr 2025
RARE: Retrieval-Augmented Reasoning Modeling Zhengren Wang Jiayang Yu Dongsheng Ma Zhe Chen Yu Wang ... Feiyu Xiong Yanfeng Wang Weinan E Linpeng Tang Wentao Zhang RALM LRM 122 3 0 30 Mar 2025
ReaRAG: Knowledge-guided Reasoning Enhances Factuality of Large Reasoning Models with Iterative Retrieval Augmented Generation Zhicheng Lee S. Cao Jinxin Liu Jing Zhang Weichuan Liu Xiaoyin Che Lei Hou Juanzi Li ReLM LRM 152 4 0 27 Mar 2025
Graph-Augmented Reasoning: Evolving Step-by-Step Knowledge Graph Retrieval for LLM Reasoning Wenjie Wu Yongcheng Jing Yingjie Wang Wenbin Hu Dacheng Tao RALM LRM 176 2 0 03 Mar 2025
DeepSolution: Boosting Complex Engineering Solution Design via Tree-based Exploration and Bi-point Thinking Zhuoqun Li Haiyang Yu Xuanang Chen Hongyu Lin Yaojie Lu Fei Huang Jia Zheng Yongbin Li Le Sun 109 4 0 28 Feb 2025
DeepRetrieval: Hacking Real Search Engines and Retrievers with Large Language Models via Reinforcement Learning Pengcheng Jiang Jiacheng Lin Lang Cao Runchu Tian SeongKu Kang Zifeng Wang Jimeng Sun Jiawei Han RALM SyDa LRM 95 13 0 28 Feb 2025
Can Large Language Models Detect Errors in Long Chain-of-Thought Reasoning? Yancheng He Shilong Li Jing Liu Weixun Wang Xingyuan Bu ... Zhongyuan Peng Zhenru Zhang Zhicheng Zheng Wenbo Su Bo Zheng ELM LRM 168 17 0 26 Feb 2025
LevelRAG: Enhancing Retrieval-Augmented Generation with Multi-hop Logic Planning over Rewriting Augmented Searchers Zhuocheng Zhang Yang Feng Min Zhang 135 1 0 25 Feb 2025
Harnessing Multiple Large Language Models: A Survey on LLM Ensemble Zhijun Chen Jingzheng Li Pengpeng Chen Zhuoran Li Kai Sun Yuankai Luo Qianren Mao Dingqi Yang Hailong Sun Philip S. Yu ELM 134 20 0 25 Feb 2025
OmniThink: Expanding Knowledge Boundaries in Machine Writing through Thinking Zekun Xi Wenbiao Yin Jizhan Fang Jialong Wu Runnan Fang N. Zhang Jiang Yong Pengjun Xie Fei Huang Ningyu Zhang SyDa LRM 194 8 0 21 Feb 2025
Rankify: A Comprehensive Python Toolkit for Retrieval, Re-Ranking, and Retrieval-Augmented Generation Abdelrahman Abdallah Bhawna Piryani Jamshid Mozafari Mohammed Ali Adam Jatowt 358 1 0 21 Feb 2025
Mitigating Lost-in-Retrieval Problems in Retrieval Augmented Multi-Hop Question Answering Rongzhi Zhu Xiangyu Liu Zequn Sun Yiwei Wang Wei Hu RALM KELM LRM 253 2 0 20 Feb 2025
MCTS-KBQA: Monte Carlo Tree Search for Knowledge Base Question Answering Guanming Xiong Haochen Li Wen Zhao LRM 71 1 0 20 Feb 2025
From Local to Global: A Graph RAG Approach to Query-Focused Summarization Darren Edge Ha Trinh Newman Cheng Joshua Bradley Alex Chao Apurva Mody Steven Truitt Dasha Metropolitansky Robert Osazuwa Ness Jonathan Larson RALM 275 449 0 20 Feb 2025
Retrieval-Augmented Process Reward Model for Generalizable Mathematical Reasoning Jiachen Zhu Congmin Zheng Jianghao Lin Kounianhua Du Ying Wen Yong Yu Jun Wang Weinan Zhang LRM ReLM 68 5 0 20 Feb 2025
The Danger of Overthinking: Examining the Reasoning-Action Dilemma in Agentic Tasks Alejandro Cuadron Dacheng Li Wenjie Ma Xingyao Wang Yichuan Wang ... Aditya Desai Ion Stoica Ana Klimovic Graham Neubig Joseph E. Gonzalez LRM AI4CE 308 54 0 12 Feb 2025
Graph RAG-Tool Fusion Elias Lumer Pradeep Honaganahalli Basavaraju Myles Mason James A. Burke Vamse Kumar Subbiah 68 1 0 11 Feb 2025
Agentic Reasoning: Reasoning LLMs with Tools for the Deep Research Junde Wu Jiayuan Zhu Yuyuan Liu LRM 125 25 0 07 Feb 2025
MedRAG: Enhancing Retrieval-augmented Generation with Knowledge Graph-Elicited Reasoning for Healthcare Copilot Xuejiao Zhao Siyan Liu Su-Yin Yang Chunyan Miao 284 15 0 06 Feb 2025
Can we Retrieve Everything All at Once? ARM: An Alignment-Oriented LLM-based Retrieval Method Peter Baile Chen Yi Zhang Michael Cafarella Dan Roth RALM AIFin 294 3 1 30 Jan 2025
ReARTeR: Retrieval-Augmented Reasoning with Trustworthy Process Rewarding Zhongxiang Sun Qipeng Wang Weijie Yu Xiaoxue Zang Kai Zheng Jun Xu Xiao Zhang Song Yang Han Li LRM 97 9 0 14 Jan 2025
Retrieval-Augmented Generation by Evidence Retroactivity in LLMs Liang Xiao Wen Dai Shuai Chen Bin Qin Chongyang Shi Haopeng Jing Tianyu Guo RALM LRM 64 1 0 07 Jan 2025
Do NOT Think That Much for 2+3=? On the Overthinking of o1-Like LLMs Xingyu Chen Jiahao Xu Tian Liang Zhiwei He Jianhui Pang ... Zizhuo Zhang Rui Wang Zhaopeng Tu Haitao Mi Dong Yu LRM ReLM 206 197 0 30 Dec 2024
MedCoT: Medical Chain of Thought via Hierarchical Expert Jiaxiang Liu Yuan Wang Jiawei Du Qiufeng Wang Zuozhu Liu LRM 153 20 0 18 Dec 2024
RARE: Retrieval-Augmented Reasoning Enhancement for Large Language Models Hieu Tran Zonghai Yao Junda Wang Yifan Zhang Zhichao Yang Hong-ye Yu LRM 179 7 0 03 Dec 2024
Decoding Urban Industrial Complexity: Enhancing Knowledge-Driven Insights via IndustryScopeGPT Siqi Wang Chao Liang Yunfan Gao Yebin Liu Jing Li Haoyu Wang AI4CE 145 3 0 24 Nov 2024
Grounding by Trying: LLMs with Reinforcement Learning-Enhanced Retrieval Sheryl Hsu Omar Khattab Chelsea Finn Archit Sharma KELM RALM 85 6 0 30 Oct 2024
Agents' Room: Narrative Generation through Multi-step Collaboration Fantine Huot Reinald Kim Amplayo Jennimaria Palomaki Alice Shoshana Jakobovits Elizabeth Clark Mirella Lapata 102 16 0 03 Oct 2024
Can We Further Elicit Reasoning in LLMs? Critic-Guided Planning with Retrieval-Augmentation for Solving Challenging Tasks Xingxuan Li Weiwen Xu Ruochen Zhao Fangkai Jiao Shafiq Joty Lidong Bing LRM 114 11 0 02 Oct 2024
Crafting Personalized Agents through Retrieval-Augmented Generation on Editable Memory Graphs Zheng Wang Zhongyang Li Zeren Jiang Dandan Tu Wei Shi 82 8 0 28 Sep 2024
Into the Unknown Unknowns: Engaged Human Learning through Participation in Language Model Agent Conversations Yucheng Jiang Yijia Shao Dekun Ma Sina J. Semnani Monica S. Lam LLMAG 86 20 0 27 Aug 2024
Hierarchical Retrieval-Augmented Generation Model with Rethink for Multi-hop Question Answering Xiaoming Zhang Ming Wang Xiaocui Yang Daling Wang Shi Feng Yifei Zhang RALM 92 6 0 20 Aug 2024
Modular RAG: Transforming RAG Systems into LEGO-like Reconfigurable Frameworks Yunfan Gao Yun Xiong Meng Wang Haofen Wang 113 21 0 26 Jul 2024
Can Language Models Solve Olympiad Programming? Quan Shi Michael Tang Karthik Narasimhan Shunyu Yao ELM LRM ReLM 102 32 0 16 Apr 2024
Adaptive-RAG: Learning to Adapt Retrieval-Augmented Large Language Models through Question Complexity Soyeong Jeong Jinheon Baek Sukmin Cho Sung Ju Hwang Jong C. Park RALM 126 187 0 21 Mar 2024
LiveCodeBench: Holistic and Contamination Free Evaluation of Large Language Models for Code Naman Jain King Han Alex Gu Wen-Ding Li Fanjia Yan Tianjun Zhang Sida I. Wang Armando Solar-Lezama Koushik Sen Ion Stoica ELM 151 448 0 12 Mar 2024
Set the Clock: Temporal Alignment of Pretrained Language Models Bowen Zhao Zander Brumbaugh Yizhong Wang Hanna Hajishirzi Noah A. Smith CLL KELM 98 16 0 26 Feb 2024
OlympiadBench: A Challenging Benchmark for Promoting AGI with Olympiad-Level Bilingual Multimodal Scientific Problems Chaoqun He Renjie Luo Yuzhuo Bai Shengding Hu Zhen Leng Thai ... Yuxiang Zhang Jie Liu Lei Qi Zhiyuan Liu Maosong Sun ELM AIMat 165 282 0 21 Feb 2024
DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models Zhihong Shao Peiyi Wang Qihao Zhu Runxin Xu Jun-Mei Song ... Haowei Zhang Mingchuan Zhang Yiming Li Yu-Huan Wu Daya Guo ReLM LRM 203 1,288 0 05 Feb 2024
Retrieval-Augmented Generation for Large Language Models: A Survey Yunfan Gao Yun Xiong Xinyu Gao Kangxiang Jia Jinliu Pan Yuxi Bi Yi Dai Jiawei Sun Meng Wang Haofen Wang 3DV RALM 321 1,845 1 18 Dec 2023
GAIA: a benchmark for General AI Assistants Grégoire Mialon Clémentine Fourrier Craig Swift Thomas Wolf Yann LeCun Thomas Scialom AI4MH ALM ELM RALM 98 186 0 21 Nov 2023
GPQA: A Graduate-Level Google-Proof Q&A Benchmark David Rein Betty Li Hou Asa Cooper Stickland Jackson Petty Richard Yuanzhe Pang Julien Dirani Julian Michael Samuel R. Bowman AI4MH ELM 168 738 0 20 Nov 2023
Self-RAG: Learning to Retrieve, Generate, and Critique through Self-Reflection Akari Asai Zeqiu Wu Yizhong Wang Avirup Sil Hannaneh Hajishirzi RALM 283 783 0 17 Oct 2023