Talk like a Graph: Encoding Graphs for Large Language Models

6 October 2023

Papers citing "Talk like a Graph: Encoding Graphs for Large Language Models"

50 / 76 papers shown

Title
Visual Evolutionary Optimization on Combinatorial Problems with Multimodal Large Language Models: A Case Study of Influence Maximization Jie Zhao Kang Hao Cheong OffRL 31 0 0 11 May 2025
Graph Drawing for LLMs: An Empirical Evaluation Walter Didimo Fabrizio Montecchiani Tommaso Piselli 49 0 0 06 May 2025
KG-LLM-Bench: A Scalable Benchmark for Evaluating LLM Reasoning on Textualized Knowledge Graphs Elan Markowitz Krupa Galiya Greg Ver Steeg Aram Galstyan 26 0 0 09 Apr 2025
Graph-based Approaches and Functionalities in Retrieval-Augmented Generation: A Comprehensive Survey Zulun Zhu Tiancheng Huang Kai Wang Junda Ye Xiao Chen Siqiang Luo 3DV 43 0 0 08 Apr 2025
From Text to Graph: Leveraging Graph Neural Networks for Enhanced Explainability in NLP Fabio Yáñez-Romero Andrés Montoyo Armando Suárez Yoan Gutiérrez Ruslan Mitkov 44 0 0 02 Apr 2025
Depth-Width tradeoffs in Algorithmic Reasoning of Graph Tasks with Transformers Gilad Yehudai Clayton Sanford Maya Bechler-Speicher Orr Fischer Ran Gilad-Bachrach Amir Globerson 55 0 0 03 Mar 2025
BioMaze: Benchmarking and Enhancing Large Language Models for Biological Pathway Reasoning Haiteng Zhao Chang Ma FangZhi Xu Lingpeng Kong Zhi-Hong Deng LRM 46 2 0 23 Feb 2025
Natural Language Counterfactual Explanations for Graphs Using Large Language Models Flavio Giorgi Cesare Campagnano Fabrizio Silvestri Gabriele Tolomei LRM 41 1 0 28 Jan 2025
360Brew: A Decoder-only Foundation Model for Personalized Ranking and Recommendation Hamed Firooz Maziar Sanjabi Adrian Englhardt Aman Gupta Ben Levine ... Xiaoling Zhai Ya Xu Yu Wang Yun Dai Yun Dai ALM 42 3 0 27 Jan 2025
CGP-Tuning: Structure-Aware Soft Prompt Tuning for Code Vulnerability Detection Ruijun Feng Hammond Pearce Pietro Liguori Yulei Sui 33 0 0 08 Jan 2025
Lost-in-Distance: Impact of Contextual Proximity on LLM Performance in Graph Tasks Hamed Firooz Maziar Sanjabi Wenlong Jiang Xiaoling Zhai 68 3 0 03 Jan 2025
Context-Aware Deep Learning for Multi Modal Depression Detection Genevieve Lam Huang Dongyan Weisi Lin 35 79 0 26 Dec 2024
Towards Graph Foundation Models: A Study on the Generalization of Positional and Structural Encodings Billy Joe Franks Moshe Eliasof Semih Cantürk Guy Wolf Carola-Bibiane Schönlieb Sophie Fellenz Marius Kloft AI4CE 83 0 0 10 Dec 2024
Can a Large Language Model Learn Matrix Functions In Context? Paimon Goulart Evangelos E. Papalexakis 65 0 0 24 Nov 2024
Best of Both Worlds: Advantages of Hybrid Graph Sequence Models Ali Behrouz Ali Parviz Mahdi Karami Clayton Sanford Bryan Perozzi Vahab Mirrokni 84 2 0 23 Nov 2024
GFT: Graph Foundation Model with Transferable Tree Vocabulary Zehong Wang Zheyuan Zhang Nitesh V. Chawla Chuxu Zhang Yanfang Ye 41 9 0 09 Nov 2024
Thinking Forward and Backward: Effective Backward Planning with Large Language Models Allen Z. Ren Brian Ichter Anirudha Majumdar LLMAG LRM 33 0 0 04 Nov 2024
A Hierarchical Language Model For Interpretable Graph Reasoning Sambhav Khurana Xiner Li Shurui Gui Shuiwang Ji LRM 34 0 0 29 Oct 2024
Mixture of Parrots: Experts improve memorization more than reasoning Samy Jelassi Clara Mohri David Brandfonbrener Alex Gu Nikhil Vyas Nikhil Anand David Alvarez-Melis Yuanzhi Li Sham Kakade Eran Malach MoE 30 4 0 24 Oct 2024
GraphTeam: Facilitating Large Language Model-based Graph Analysis via Multi-Agent Collaboration Xin Sky Li Qizhi Chu Y. Chen Yang Liu Yaoqi Liu Zekai Yu Weize Chen Chen Qian C. Shi Cheng Yang LLMAG 53 2 0 23 Oct 2024
Beyond Graphs: Can Large Language Models Comprehend Hypergraphs? Yifan Feng Chengwu Yang Xingliang Hou S. Du Shihui Ying Zongze Wu Yue Gao 27 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 21 5 0 07 Oct 2024
G2T-LLM: Graph-to-Tree Text Encoding for Molecule Generation with Fine-Tuned Large Language Models Zhaoning Yu Xiangyang Xu Hongyang Gao 33 2 0 03 Oct 2024
GUNDAM: Aligning Large Language Models with Graph Understanding Sheng Ouyang Yulan Hu Ge Chen Yong Liu AI4CE 34 3 0 30 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
Exploring Graph Structure Comprehension Ability of Multimodal Large Language Models: Case Studies Zhiqiang Zhong Davide Mottin 29 2 0 13 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
GOFA: A Generative One-For-All Model for Joint Graph Language Modeling Lecheng Kong Jiarui Feng Hao Liu Chengsong Huang Jiaxin Huang Yixin Chen Muhan Zhang AI4CE 77 6 0 12 Jul 2024
Revisiting Random Walks for Learning on Graphs Jinwoo Kim Olga Zaghen Ayhan Suleymanzade Youngmin Ryou Seunghoon Hong 62 0 0 01 Jul 2024
GraphArena: Evaluating and Exploring Large Language Models on Graph Computation Jianheng Tang Qifan Zhang Yuhan Li Nuo Chen Jia Li 21 2 0 29 Jun 2024
Extracting thin film structures of energy materials using transformers Chen Zhang V. Niemann Peter Benedek Thomas F. Jaramillo Mathieu Doucet 33 0 0 24 Jun 2024
HIGHT: Hierarchical Graph Tokenization for Graph-Language Alignment Yongqiang Chen Quanming Yao Juzheng Zhang James Cheng Yatao Bian 35 4 0 20 Jun 2024
Text-space Graph Foundation Models: Comprehensive Benchmarks and New Insights Zhikai Chen Haitao Mao Jingzhe Liu Yu Song Bingheng Li ... Bahare Fatemi Anton Tsitsulin Bryan Perozzi Hui Liu Jiliang Tang 33 9 0 15 Jun 2024
StrucText-Eval: An Autogenerated Benchmark for Evaluating Large Language Model's Ability in Structure-Rich Text Understanding Zhouhong Gu Haoning Ye Zeyang Zhou Hongwei Feng Yanghua Xiao ELM 52 1 0 15 Jun 2024
ReMI: A Dataset for Reasoning with Multiple Images Mehran Kazemi Nishanth Dikkala Ankit Anand Petar Dević Ishita Dasgupta ... Bahare Fatemi Pranjal Awasthi Dee Guo Sreenivas Gollapudi Ahmed Qureshi LRM VLM 46 13 0 13 Jun 2024
Test of Time: A Benchmark for Evaluating LLMs on Temporal Reasoning Bahare Fatemi Mehran Kazemi Anton Tsitsulin Karishma Malkan Jinyeong Yim John Palowitch Sungyong Seo Jonathan J. Halcrow Bryan Perozzi LRM 43 26 0 13 Jun 2024
CIRCUITSYNTH: Leveraging Large Language Models for Circuit Topology Synthesis Prashanth Vijayaraghavan Luyao Shi Ehsan Degan Xin Zhang 32 1 0 06 Jun 2024
Reasoning about concepts with LLMs: Inconsistencies abound Rosario A. Uceda-Sosa K. Ramamurthy Maria Chang Moninder Singh 35 2 0 30 May 2024
Unleashing the Potential of Text-attributed Graphs: Automatic Relation Decomposition via Large Language Models Hyunjin Seo Taewon Kim J. Yang Eunho Yang 47 0 0 28 May 2024
Understanding Transformer Reasoning Capabilities via Graph Algorithms Clayton Sanford Bahare Fatemi Ethan Hall Anton Tsitsulin Seyed Mehran Kazemi Jonathan J. Halcrow Bryan Perozzi Vahab Mirrokni 44 30 0 28 May 2024
TAGA: Text-Attributed Graph Self-Supervised Learning by Synergizing Graph and Text Mutual Transformations Zhengwu Zhang Yuntong Hu Bo Pan Chen Ling Liang Zhao 38 2 0 27 May 2024
GRAG: Graph Retrieval-Augmented Generation Yuntong Hu Zhihan Lei Zhengwu Zhang Bo Pan Chen Ling Liang Zhao 43 20 0 26 May 2024
Multimodal LLMs Struggle with Basic Visual Network Analysis: a VNA Benchmark Evan M. Williams Kathleen M. Carley CoGe 44 0 0 10 May 2024
Enhancing Traffic Prediction with Textual Data Using Large Language Models Xiannan Huang 37 2 0 10 May 2024
Graph Machine Learning in the Era of Large Language Models (LLMs) Wenqi Fan Shijie Wang Jiani Huang Zhikai Chen Yu Song ... Haitao Mao Hui Liu Xiaorui Liu Dawei Yin Qing Li AI4CE 33 23 0 23 Apr 2024
A Survey of Large Language Models on Generative Graph Analytics: Query, Learning, and Applications Wenbo Shang Xin Huang 27 9 0 23 Apr 2024
OpenGraph: Towards Open Graph Foundation Models Lianghao Xia Ben Kao Chao Huang AI4CE 35 36 0 02 Mar 2024
GraphWiz: An Instruction-Following Language Model for Graph Problems Nuo Chen Yuhan Li Jianheng Tang Jia Li 40 28 0 25 Feb 2024
HiGPT: Heterogeneous Graph Language Model Jiabin Tang Yuhao Yang Wei Wei Lei Shi Long Xia Dawei Yin Chao Huang 44 20 0 25 Feb 2024
Microstructures and Accuracy of Graph Recall by Large Language Models Yanbang Wang Hejie Cui Jon M. Kleinberg 42 2 0 19 Feb 2024