Walk&Retrieve: Simple Yet Effective Zero-shot Retrieval-Augmented Generation via Knowledge Graph Walks

22 May 2025

Papers citing "Walk&Retrieve: Simple Yet Effective Zero-shot Retrieval-Augmented Generation via Knowledge Graph Walks"

28 / 28 papers shown

Title
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 167 387 0 20 Feb 2025
CoTKR: Chain-of-Thought Enhanced Knowledge Rewriting for Complex Knowledge Graph Question Answering Yike Wu Yi Huang Nan Hu Yuncheng Hua Guilin Qi Jiaoyan Chen Jeff Z. Pan 49 9 0 29 Sep 2024
Graph Retrieval-Augmented Generation: A Survey Boci Peng Yun Zhu Yongchao Liu Xiaohe Bo Haizhou Shi Chuntao Hong Yan Zhang Siliang Tang 3DV 82 86 0 15 Aug 2024
A Survey on RAG Meeting LLMs: Towards Retrieval-Augmented Large Language Models Wenqi Fan Yujuan Ding Liang-bo Ning Shijie Wang Hengyun Li Dawei Yin Tat-Seng Chua Qing Li RALM 3DV 88 220 0 10 May 2024
LLM Evaluators Recognize and Favor Their Own Generations Arjun Panickssery Samuel R. Bowman Shi Feng 69 172 0 15 Apr 2024
Graph Chain-of-Thought: Augmenting Large Language Models by Reasoning on Graphs Bowen Jin Chulin Xie Jiawei Zhang Kashob Kumar Roy Yu Zhang ... Ruirui Li Xianfeng Tang Suhang Wang Yu Meng Jiawei Han LRM RALM 67 41 0 10 Apr 2024
G-Retriever: Retrieval-Augmented Generation for Textual Graph Understanding and Question Answering Xiaoxin He Yijun Tian Yifei Sun Nitesh Chawla T. Laurent Yann LeCun Xavier Bresson Bryan Hooi RALM 126 79 0 12 Feb 2024
Let Your Graph Do the Talking: Encoding Structured Data for LLMs Bryan Perozzi Bahare Fatemi Dustin Zelle Anton Tsitsulin Mehran Kazemi Rami Al-Rfou Jonathan J. Halcrow GNN 46 63 0 08 Feb 2024
A Comprehensive Survey of Hallucination Mitigation Techniques in Large Language Models S.M. Towhidul Islam Tonmoy S. M. M. Zaman Vinija Jain Anku Rani Vipula Rawte Aman Chadha Amitava Das HILM 78 193 0 02 Jan 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 94 1,701 1 18 Dec 2023
The Troubling Emergence of Hallucination in Large Language Models -- An Extensive Definition, Quantification, and Prescriptive Remediations Vipula Rawte Swagata Chakraborty Agnibh Pathak Anubhav Sarkar S.M. Towhidul Islam Tonmoy Aman Chadha Mikel Artetxe Punit Daniel Simig HILM 61 122 0 08 Oct 2023
Reasoning on Graphs: Faithful and Interpretable Large Language Model Reasoning Linhao Luo Yuan-Fang Li Gholamreza Haffari Shirui Pan RALM LRM 70 223 0 02 Oct 2023
Retrieve-Rewrite-Answer: A KG-to-Text Enhanced LLMs Framework for Knowledge Graph Question Answering Yike Wu Nan Hu Sheng Bi Guilin Qi Jie Ren Anhuan Xie Wei Song RALM 46 60 0 20 Sep 2023
Benchmarking Large Language Models in Retrieval-Augmented Generation Jiawei Chen Hongyu Lin Xianpei Han Le Sun 3DV RALM 32 282 0 04 Sep 2023
Head-to-Tail: How Knowledgeable are Large Language Models (LLMs)? A.K.A. Will LLMs Replace Knowledge Graphs? Kai Sun Yongjun Xu Hanwen Zha Yue Liu Xinhsuai Dong AI4MH 62 139 0 20 Aug 2023
MindMap: Knowledge Graph Prompting Sparks Graph of Thoughts in Large Language Models Yilin Wen Zifeng Wang Jimeng Sun ReLM 54 69 0 17 Aug 2023
Llama 2: Open Foundation and Fine-Tuned Chat Models Hugo Touvron Louis Martin Kevin R. Stone Peter Albert Amjad Almahairi ... Sharan Narang Aurelien Rodriguez Robert Stojnic Sergey Edunov Thomas Scialom AI4MH ALM 206 11,636 0 18 Jul 2023
Think-on-Graph: Deep and Responsible Reasoning of Large Language Model on Knowledge Graph Jiashuo Sun Chengjin Xu Lumingyuan Tang Saizhuo Wang Chen Lin Yeyun Gong Lionel M. Ni H. Shum Jian Guo LRM 55 77 0 15 Jul 2023
Graph Reasoning for Question Answering with Triplet Retrieval Shiyang Li Yifan Gao Hao Jiang Qingyu Yin Zheng Li Xifeng Yan Chao Zhang Bing Yin RALM ReLM 62 33 0 30 May 2023
GPT4Graph: Can Large Language Models Understand Graph Structured Data ? An Empirical Evaluation and Benchmarking Jiayan Guo Lun Du Hengyu Liu Mengyu Zhou Xinyi He Shi Han AI4MH 58 159 0 24 May 2023
When Not to Trust Language Models: Investigating Effectiveness of Parametric and Non-Parametric Memories Alex Troy Mallen Akari Asai Victor Zhong Rajarshi Das Daniel Khashabi Hannaneh Hajishirzi RALM HILM KELM 96 567 0 20 Dec 2022
Mintaka: A Complex, Natural, and Multilingual Dataset for End-to-End Question Answering Priyanka Sen Alham Fikri Aji Amir Saffari LRM 128 65 0 04 Oct 2022
Can large language models reason about medical questions? Valentin Liévin C. Hother Andreas Geert Motzfeldt Ole Winther ELM LM&MA AI4MH LRM 77 307 0 17 Jul 2022
Training language models to follow instructions with human feedback Long Ouyang Jeff Wu Xu Jiang Diogo Almeida Carroll L. Wainwright ... Amanda Askell Peter Welinder Paul Christiano Jan Leike Ryan J. Lowe OSLM ALM 694 12,525 0 04 Mar 2022
QA-GNN: Reasoning with Language Models and Knowledge Graphs for Question Answering Michihiro Yasunaga Hongyu Ren Antoine Bosselut Percy Liang J. Leskovec RALM LMTD AI4MH LRM 47 584 0 13 Apr 2021
Language Models are Few-Shot Learners Tom B. Brown Benjamin Mann Nick Ryder Melanie Subbiah Jared Kaplan ... Christopher Berner Sam McCandlish Alec Radford Ilya Sutskever Dario Amodei BDL 500 41,106 0 28 May 2020
The Web as a Knowledge-base for Answering Complex Questions Alon Talmor Jonathan Berant 46 570 0 18 Mar 2018
Variational Reasoning for Question Answering with Knowledge Graph Yuyu Zhang H. Dai Zornitsa Kozareva Alex Smola Le Song 72 472 0 12 Sep 2017