GPT4Graph: Can Large Language Models Understand Graph Structured Data ? An Empirical Evaluation and Benchmarking

24 May 2023

Papers citing "GPT4Graph: Can Large Language Models Understand Graph Structured Data ? An Empirical Evaluation and Benchmarking"

50 / 117 papers shown

Title
Reasoning by Superposition: A Theoretical Perspective on Chain of Continuous Thought Hanlin Zhu Shibo Hao Zhiting Hu Jiantao Jiao Stuart Russell Yuandong Tian OffRL LRM 9 0 0 18 May 2025
TRAIL: Trace Reasoning and Agentic Issue Localization Darshan Deshpande Varun Gangal Hersh Mehta Jitin Krishnan Anand Kannappan Rebecca Qian 30 0 0 13 May 2025
Enhancing Text2Cypher with Schema Filtering Makbule Gulcin Ozsoy 49 0 0 08 May 2025
Graph Drawing for LLMs: An Empirical Evaluation Walter Didimo Fabrizio Montecchiani Tommaso Piselli 49 0 0 06 May 2025
Scalability Matters: Overcoming Challenges in InstructGLM with Similarity-Degree-Based Sampling Hyun Lee Chris Yi Maminur Islam B.D.S. Aritra 33 0 0 02 May 2025
Integrating Structural and Semantic Signals in Text-Attributed Graphs with BiGTex Azadeh Beiranvand Seyed Mehdi Vahidipour 34 0 0 16 Apr 2025
Scaling Laws of Graph Neural Networks for Atomistic Materials Modeling Chaojian Li Zhifan Ye Massimiliano Lupo Pasini Jong Youl Choi Cheng Wan Y. Lin Prasanna Balaprakash 39 0 0 10 Apr 2025
KG-LLM-Bench: A Scalable Benchmark for Evaluating LLM Reasoning on Textualized Knowledge Graphs Elan Markowitz Krupa Galiya Greg Ver Steeg Aram Galstyan 33 0 0 09 Apr 2025
Refining Interactions: Enhancing Anisotropy in Graph Neural Networks with Language Semantics Zhaoxing Li Xiaoming Zhang Haifeng Zhang Chengxiang Liu 39 0 0 02 Apr 2025
TacticExpert: Spatial-Temporal Graph Language Model for Basketball Tactics Xu Lingrui Liu Mandi Zhang Lei 51 0 0 13 Mar 2025
Language Models, Graph Searching, and Supervision Adulteration: When More Supervision is Less and How to Make More More Arvid Frydenlund LRM 52 0 0 13 Mar 2025
Towards Graph Foundation Models: A Transferability Perspective Yansen Wang Wenqi Fan Suhang Wang Yao Ma 43 1 0 13 Mar 2025
HeTGB: A Comprehensive Benchmark for Heterophilic Text-Attributed Graphs Shujie Li Yuxia Wu Chuan Shi Yuan Fang 44 0 0 05 Mar 2025
Bridging Molecular Graphs and Large Language Models Runze Wang Mingqi Yang Yanming Shen 69 0 0 05 Mar 2025
MA-GTS: A Multi-Agent Framework for Solving Complex Graph Problems in Real-World Applications Zike Yuan Ming Liu Hui Wang Bing Qin LLMAG AI4CE 48 0 0 25 Feb 2025
LLM4GNAS: A Large Language Model Based Toolkit for Graph Neural Architecture Search Yang Gao Hong Yang Y. Chen Junxian Wu Peng Zhang Haishuai Wang 48 0 0 12 Feb 2025
HierPromptLM: A Pure PLM-based Framework for Representation Learning on Heterogeneous Text-rich Networks Qiuyu Zhu Liang Zhang Qianxiong Xu Cheng Long 195 2 0 22 Jan 2025
Towards Graph Foundation Models: Learning Generalities Across Graphs via Task-Trees Zehong Wang Zheyuan Zhang Tianyi Ma Nitesh V. Chawla Chuxu Zhang Yanfang Ye AI4CE 81 0 0 21 Dec 2024
Thinking with Knowledge Graphs: Enhancing LLM Reasoning Through Structured Data Xue Wu Kostas Tsioutsiouliklis 78 0 0 14 Dec 2024
Text2Cypher: Bridging Natural Language and Graph Databases Makbule Gulcin Ozsoy Leila Messallem Jon Besga Gianandrea Minneci 75 5 0 13 Dec 2024
A Self-guided Multimodal Approach to Enhancing Graph Representation Learning for Alzheimer's Diseases Zhepeng Wang Runxue Bao Yawen Wu Guodong Liu Lei Yang Liang Zhan Feng Zheng Weiwen Jiang Yanfu Zhang 76 0 0 09 Dec 2024
GFT: Graph Foundation Model with Transferable Tree Vocabulary Zehong Wang Zheyuan Zhang Nitesh V. Chawla Chuxu Zhang Yanfang Ye 46 10 0 09 Nov 2024
Enhancing ID-based Recommendation with Large Language Models Lei Chen Chen Gao Xiaoyi Du Hengliang Luo Depeng Jin Yong Li Hao Wu 37 1 0 04 Nov 2024
Can Language Models Enable In-Context Database? Yu Pan Hongfeng Yu Tianjiao Zhao Jianxin Sun KELM SyDa LMTD 38 0 0 04 Nov 2024
Are Large-Language Models Graph Algorithmic Reasoners? Alexander K. Taylor Anthony Cuturrufo Vishal Yathish Mingyu Derek Ma Wei Wang LRM 53 0 0 29 Oct 2024
A Hierarchical Language Model For Interpretable Graph Reasoning Sambhav Khurana Xiner Li Shurui Gui Shuiwang Ji LRM 34 0 0 29 Oct 2024
Graph Linearization Methods for Reasoning on Graphs with Large Language Models Christos Xypolopoulos Guokan Shang Xiao Fei Giannis Nikolentzos Hadi Abdine Iakovos Evdaimon Michail Chatzianastasis Giorgos Stamou Michalis Vazirgiannis 21 1 0 25 Oct 2024
GCoder: Improving Large Language Model for Generalized Graph Problem Solving Qifan Zhang Xiaobin Hong Jianheng Tang Nuo Chen Yuhan Li Wenzhong Li Jing Tang Jia Li OffRL AI4CE LRM 37 1 0 24 Oct 2024
GraphTeam: Facilitating Large Language Model-based Graph Analysis via Multi-Agent Collaboration Xin Sky Li Qizhi Chu Yuxiao Chen Yang Liu Yaoqi Liu Zekai Yu Weize Chen Chen Qian C. Shi Cheng Yang LLMAG 59 2 0 23 Oct 2024
Can Large Language Models Act as Ensembler for Multi-GNNs? Hanqi Duan Yao Cheng Jianxiang Yu Xiang Li AI4CE 35 0 0 22 Oct 2024
LangGFM: A Large Language Model Alone Can be a Powerful Graph Foundation Model Tianqianjin Lin Pengwei Yan Kaisong Song Zhuoren Jiang Yangyang Kang Jun Lin Weikang Yuan Junjie Cao Changlong Sun Wei Lu AI4CE 35 0 0 19 Oct 2024
Paths-over-Graph: Knowledge Graph Empowered Large Language Model Reasoning Xingyu Tan Xiaoyang Wang Qing Liu Xiwei Xu Xin Yuan Wenjie Zhang LRM 78 4 0 18 Oct 2024
Bridging Large Language Models and Graph Structure Learning Models for Robust Representation Learning Guangxin Su Yifan Zhu Wenjie Zhang Hanchen Wang Ying Zhang 38 1 0 15 Oct 2024
Enhance Graph Alignment for Large Language Models Haitong Luo Xuying Meng Suhang Wang Tianxiang Zhao Fali Wang Hanyun Cao Yujun Zhang 175 1 0 15 Oct 2024
Beyond Graphs: Can Large Language Models Comprehend Hypergraphs? Yifan Feng Chengwu Yang Xingliang Hou S. Du Shihui Ying Zongze Wu Yue Gao 32 3 0 14 Oct 2024
Scalable and Accurate Graph Reasoning with LLM-based Multi-Agents Yuwei Hu Runlin Lei Xinyi Huang Zhewei Wei Yongchao Liu LLMAG 23 5 0 07 Oct 2024
Graph Reasoning with Large Language Models via Pseudo-code Prompting Konstantinos Skianis Giannis Nikolentzos Michalis Vazirgiannis LRM ReLM 38 4 0 26 Sep 2024
End-to-End Graph Flattening Method for Large Language Models Bin Hong Jinze Wu Jiayu Liu L. Ding Jing Sha Kai Zhang Shijin Wang Zhenya Huang 32 1 0 23 Sep 2024
GraphInsight: Unlocking Insights in Large Language Models for Graph Structure Understanding Yukun Cao Shuo Han Zengyi Gao Zezhong Ding Xike Xie S. Kevin Zhou 40 7 0 05 Sep 2024
Towards Graph Prompt Learning: A Survey and Beyond Qingqing Long Yuchen Yan Peiyan Zhang Chen Fang Wentao Cui ... Shiyue Jiang Zheng Fang Chong Chen Xian-Sheng Hua Yuanchun Zhou AI4CE 39 0 0 26 Aug 2024
Exploring the Potential of Large Language Models for Heterophilic Graphs Yuxia Wu Shujie Li Yuan Fang Chuan Shi 44 1 0 26 Aug 2024
LLMs as Zero-shot Graph Learners: Alignment of GNN Representations with LLM Token Embeddings Duo Wang Yuan Zuo Fengzhi Li Junjie Wu 28 8 0 25 Aug 2024
Revisiting the Graph Reasoning Ability of Large Language Models: Case Studies in Translation, Connectivity and Shortest Path Xinnan Dai Qihao Wen Yifei Shen Hongzhi Wen Dongsheng Li Jiliang Tang Caihua Shan LRM 57 3 0 18 Aug 2024
Graph Retrieval-Augmented Generation: A Survey Boci Peng Yun Zhu Yongchao Liu Xiaohe Bo Haizhou Shi Chuntao Hong Yan Zhang Siliang Tang 3DV 51 67 0 15 Aug 2024
Computation-friendly Graph Neural Network Design by Accumulating Knowledge on Large Language Models Jialiang Wang Shimin Di Hanmo Liu Zhili Wang Jiachuan Wang Lei Chen Xiaofang Zhou 34 0 0 13 Aug 2024
Investigating Instruction Tuning Large Language Models on Graphs Kerui Zhu Bo-Wei Huang Bowen Jin Yizhu Jiao Ming Zhong Kevin Chang Shou-De Lin Jiawei Han 63 2 0 10 Aug 2024
Learning on Graphs with Large Language Models(LLMs): A Deep Dive into Model Robustness Kai Guo Zewen Liu Zhikai Chen Hongzhi Wen Wei Jin Jiliang Tang Yi Chang AAML 37 4 0 16 Jul 2024
GraCoRe: Benchmarking Graph Comprehension and Complex Reasoning in Large Language Models Zike Yuan Ming Liu Hui Wang Bing Qin LRM ELM 58 2 0 03 Jul 2024
SINKT: A Structure-Aware Inductive Knowledge Tracing Model with Large Language Model Lingyue Fu Hao Guan Kounianhua Du J. Lin Wei Xia Weinan Zhang Ruiming Tang Yasheng Wang Yong Yu AI4Ed KELM RALM 42 5 0 01 Jul 2024
Can LLM Graph Reasoning Generalize beyond Pattern Memorization? Yizhuo Zhang Heng Wang Shangbin Feng Zhaoxuan Tan Xiaochuang Han Tianxing He Yulia Tsvetkov LRM 44 16 0 23 Jun 2024