A Survey of Large Language Models on Generative Graph Analytics: Query, Learning, and Applications

23 April 2024

Papers citing "A Survey of Large Language Models on Generative Graph Analytics: Query, Learning, and Applications"

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Title
Unified Parameter-Efficient Unlearning for LLMs Chenlu Ding Jiancan Wu Yancheng Yuan Jinda Lu Kai Zhang Alex Su Xiang Wang Xiangnan He MU KELM 137 6 0 30 Nov 2024
GLaM: Fine-Tuning Large Language Models for Domain Knowledge Graph Alignment via Neighborhood Partitioning and Generative Subgraph Encoding Stefan Dernbach Khushbu Agarwal Alejandro Zuniga Michael Henry Sutanay Choudhury 68 8 0 09 Feb 2024
LPNL: Scalable Link Prediction with Large Language Models Baolong Bi Shenghua Liu Yiwei Wang Lingrui Mei Xueqi Cheng LRM 60 6 0 24 Jan 2024
ChatGraph: Chat with Your Graphs Yun Peng Sen Lin Qian Chen Lyu Xu Xiaojun Ren Yafei Li Jianliang Xu 32 2 0 23 Jan 2024
NPHardEval: Dynamic Benchmark on Reasoning Ability of Large Language Models via Complexity Classes Lizhou Fan Wenyue Hua Lingyao Li Haoyang Ling Yongfeng Zhang LRM 46 52 0 22 Dec 2023
Which Modality should I use -- Text, Motif, or Image? : Understanding Graphs with Large Language Models Debarati Das Ishaan Gupta Jaideep Srivastava Dongyeop Kang 53 12 0 16 Nov 2023
Graph Elicitation for Guiding Multi-Step Reasoning in Large Language Models Jinyoung Park Ameen Patel Omar Zia Khan Hyunwoo J. Kim Jooyeon Kim KELM LRM ReLM 52 4 0 16 Nov 2023
Schema Graph-Guided Prompt for Multi-Domain Dialogue State Tracking Ruolin Su Ting-Wei Wu B. Juang 69 1 0 10 Nov 2023
Disentangled Representation Learning with Large Language Models for Text-Attributed Graphs Yi Qin Xin Eric Wang Ziwei Zhang Wenwu Zhu AI4CE 49 32 0 27 Oct 2023
LLM4DyG: Can Large Language Models Solve Spatial-Temporal Problems on Dynamic Graphs? Zeyang Zhang Xin Eric Wang Ziwei Zhang Haoyang Li Yi Qin Wenwu Zhu 58 27 0 26 Oct 2023
Decoding the Silent Majority: Inducing Belief Augmented Social Graph with Large Language Model for Response Forecasting Chenkai Sun Jinning Li Yi R. Fung Hou Pong Chan Tarek Abdelzaher Chengxiang Zhai Heng Ji 41 16 0 20 Oct 2023
GraphGPT: Graph Instruction Tuning for Large Language Models Jiabin Tang Yuhao Yang Wei Wei Lei Shi Lixin Su Suqi Cheng Dawei Yin Chao Huang 74 134 0 19 Oct 2023
GraphextQA: A Benchmark for Evaluating Graph-Enhanced Large Language Models Yuanchun Shen Ruotong Liao Zhen Han Yunpu Ma Volker Tresp 48 1 0 12 Oct 2023
GraphLLM: Boosting Graph Reasoning Ability of Large Language Model Ziwei Chai Tianjie Zhang Liang Wu Kaiqiao Han Xiaohai Hu Xuanwen Huang Yang Yang AI4MH LRM 31 61 0 09 Oct 2023
Beyond Text: A Deep Dive into Large Language Models' Ability on Understanding Graph Data Yuntong Hu Zhengwu Zhang Liang Zhao GNN 53 23 0 07 Oct 2023
Label-free Node Classification on Graphs with Large Language Models (LLMS) Zhikai Chen Haitao Mao Hongzhi Wen Haoyu Han Wei Jin Haiyang Zhang Hui Liu Jiliang Tang 48 79 0 07 Oct 2023
Talk like a Graph: Encoding Graphs for Large Language Models Bahare Fatemi Jonathan J. Halcrow Bryan Perozzi AI4CE 46 102 0 06 Oct 2023
GraphText: Graph Reasoning in Text Space Jianan Zhao Le Zhuo Yikang Shen Meng Qu Kai Liu Michael M. Bronstein Zhaocheng Zhu Jian Tang 135 78 0 02 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
Graph Neural Architecture Search with GPT-4 Haishuai Wang Yang Gao Xin-Min Zheng Peng Zhang Hongyang Chen Jiajun Bu Philip S. Yu AI4CE 67 29 0 30 Sep 2023
One for All: Towards Training One Graph Model for All Classification Tasks Hao Liu Jiarui Feng Lecheng Kong Ningyue Liang Dacheng Tao Yixin Chen Muhan Zhang AI4CE 47 120 0 29 Sep 2023
Graph Neural Prompting with Large Language Models Yijun Tian Huan Song Zichen Wang Haozhu Wang Ziqing Hu Fang Wang Nitesh Chawla Panpan Xu AI4CE 67 46 0 27 Sep 2023
Large Language Model for Science: A Study on P vs. NP Qingxiu Dong Li Dong Ke Xu Guangyan Zhou Y. Hao Zhifang Sui Furu Wei LRM 17 16 0 11 Sep 2023
FlexKBQA: A Flexible LLM-Powered Framework for Few-Shot Knowledge Base Question Answering Zhenyu Li Sunqi Fan Yu Gu Xiuxing Li Zhichao Duan Bo Dong Ning Liu Jianyong Wang 43 77 0 23 Aug 2023
Knowledge Graph Prompting for Multi-Document Question Answering Yu Wang Nedim Lipka Ryan Rossi Alexa F. Siu Ruiyi Zhang Hanyu Wang RALM 54 122 0 22 Aug 2023
Evaluating Large Language Models on Graphs: Performance Insights and Comparative Analysis Chang Liu Bo Wu 44 22 0 22 Aug 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
Graph of Thoughts: Solving Elaborate Problems with Large Language Models Maciej Besta Nils Blach Aleš Kubíček Robert Gerstenberger Michal Podstawski ... Joanna Gajda Tomasz Lehmann H. Niewiadomski Piotr Nyczyk Torsten Hoefler LRM AI4CE LM&Ro 85 654 0 18 Aug 2023
GraphReason: Enhancing Reasoning Capabilities of Large Language Models through A Graph-Based Verification Approach Lang Cao LRM 54 12 0 18 Aug 2023
Language is All a Graph Needs Ruosong Ye Caiqi Zhang Runhui Wang Shuyuan Xu Yongfeng Zhang AI4CE 93 156 0 14 Aug 2023
Cumulative Reasoning with Large Language Models Yifan Zhang Jingqin Yang Yang Yuan Andrew Chi-Chih Yao ReLM ELM LRM AI4CE 76 70 0 08 Aug 2023
SimTeG: A Frustratingly Simple Approach Improves Textual Graph Learning Keyu Duan Qian Liu Tat-Seng Chua Shuicheng Yan Wei Tsang Ooi Qizhe Xie Junxian He 90 57 0 03 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
AutoAlign: Fully Automatic and Effective Knowledge Graph Alignment enabled by Large Language Models Rui Zhang Yixin Su Bayu Distiawan Trisedya Xiaoyan Zhao Min Yang Hong Cheng Jianzhong Qi 35 19 0 18 Jul 2023
Exploring Large Language Model for Graph Data Understanding in Online Job Recommendations Likang Wu Zhaopeng Qiu Zhi Zheng Hengshu Zhu Enhong Chen 26 80 0 10 Jul 2023
Exploring the Potential of Large Language Models (LLMs) in Learning on Graphs Zhikai Chen Haitao Mao Hang Li Wei Jin Haifang Wen ... Shuaiqiang Wang Dawei Yin Wenqi Fan Hui Liu Jiliang Tang AI4CE 87 276 0 07 Jul 2023
All in One: Multi-task Prompting for Graph Neural Networks Xiangguo Sun Hongtao Cheng Jia Li Bo Liu Jihong Guan LLMAG AI4CE 52 137 0 04 Jul 2023
Preference Ranking Optimization for Human Alignment Feifan Song Yu Bowen Minghao Li Haiyang Yu Fei Huang Yongbin Li Houfeng Wang ALM 45 249 0 30 Jun 2023
ToolQA: A Dataset for LLM Question Answering with External Tools Yuchen Zhuang Yue Yu Kuan-Chieh Wang Haotian Sun Chao Zhang ELM LLMAG 49 233 0 23 Jun 2023
Give Us the Facts: Enhancing Large Language Models with Knowledge Graphs for Fact-aware Language Modeling Lin F. Yang Hongyang Chen Zhao Li Xiao Ding Xindong Wu KELM 58 90 0 20 Jun 2023
Unifying Large Language Models and Knowledge Graphs: A Roadmap Shirui Pan Linhao Luo Yufei Wang Chen Chen Jiapu Wang Xindong Wu KELM 91 738 0 14 Jun 2023
Harnessing Explanations: LLM-to-LM Interpreter for Enhanced Text-Attributed Graph Representation Learning Xiaoxin He Xavier Bresson T. Laurent Adam Perold Yann LeCun Bryan Hooi 64 78 0 31 May 2023
Direct Preference Optimization: Your Language Model is Secretly a Reward Model Rafael Rafailov Archit Sharma E. Mitchell Stefano Ermon Christopher D. Manning Chelsea Finn ALM 276 3,712 0 29 May 2023
GIMLET: A Unified Graph-Text Model for Instruction-Based Molecule Zero-Shot Learning Haiteng Zhao Shengchao Liu Chang Ma Hannan Xu Jie Fu Zhihong Deng Lingpeng Kong Qi Liu 47 62 0 28 May 2023
Beyond Chain-of-Thought, Effective Graph-of-Thought Reasoning in Language Models Yao Yao Z. Li Hai Zhao ReLM LRM 31 20 0 26 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
Graph Meets LLM: A Novel Approach to Collaborative Filtering for Robust Conversational Understanding Zheng Chen Ziyan Jiang Fan Yang Eunah Cho Xing Fan Xiaojiang Huang Yanbin Lu Aram Galstyan 40 10 0 23 May 2023
Can Language Models Solve Graph Problems in Natural Language? Heng Wang Shangbin Feng Tianxing He Zhaoxuan Tan Xiaochuang Han Yulia Tsvetkov ReLM LRM 41 190 0 17 May 2023
Is Your Code Generated by ChatGPT Really Correct? Rigorous Evaluation of Large Language Models for Code Generation Jiawei Liu Chun Xia Yuyao Wang Lingming Zhang ELM ALM 203 859 0 02 May 2023
Harnessing the Power of LLMs in Practice: A Survey on ChatGPT and Beyond Jingfeng Yang Hongye Jin Ruixiang Tang Xiaotian Han Qizhang Feng Haoming Jiang Bing Yin Xia Hu LM&MA 154 646 0 26 Apr 2023