Evaluating Large Language Models on Graphs: Performance Insights and Comparative Analysis

22 August 2023

Papers citing "Evaluating Large Language Models on Graphs: Performance Insights and Comparative Analysis"

21 / 21 papers shown

Title
LLMs as Zero-shot Graph Learners: Alignment of GNN Representations with LLM Token Embeddings Duo Wang Yuan Zuo Fengzhi Li Junjie Wu 28 7 0 25 Aug 2024
ChatBCG: Can AI Read Your Slide Deck? Nikita Singh Rob Balian Lukas Martinelli 35 0 0 16 Jul 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
LEVA: Using Large Language Models to Enhance Visual Analytics Yuheng Zhao Yixing Zhang Yu Zhang Xinyi Zhao Junjie Wang Zekai Shao Cagatay Turkay Siming Chen VLM 25 27 0 09 Mar 2024
Similarity-based Neighbor Selection for Graph LLMs Rui Li Jiwei Li Jiawei Han Guoyin Wang 24 3 0 06 Feb 2024
GITA: Graph to Visual and Textual Integration for Vision-Language Graph Reasoning Yanbin Wei Shuai Fu Weisen Jiang Zejian Zhang Zhixiong Zeng Qi Wu James T. Kwok Yu Zhang 35 12 0 03 Feb 2024
Can LLMs perform structured graph reasoning? Palaash Agrawal Shavak Vasania Cheston Tan LRM 26 2 0 02 Feb 2024
Demystifying Chains, Trees, and Graphs of Thoughts Maciej Besta Florim Memedi Zhenyu Zhang Robert Gerstenberger Guangyuan Piao ... Aleš Kubíček H. Niewiadomski Aidan O'Mahony Onur Mutlu Torsten Hoefler AI4CE LRM 75 27 0 25 Jan 2024
Large Language Models on Graphs: A Comprehensive Survey Bowen Jin Gang Liu Chi Han Meng Jiang Heng Ji Jiawei Han AI4CE 31 137 0 05 Dec 2023
Structured World Representations in Maze-Solving Transformers Michael I. Ivanitskiy Alex F Spies Tilman Rauker Guillaume Corlouer Chris Mathwin ... Rusheb Shah Dan Valentine Cecilia G. Diniz Behn Katsumi Inoue Samy Wu Fung 55 5 0 05 Dec 2023
A Survey of Graph Meets Large Language Model: Progress and Future Directions Yuhan Li Zhixun Li Peisong Wang Jia Li Xiangguo Sun Hongtao Cheng Jeffrey Xu Yu 38 55 0 21 Nov 2023
Disentangled Representation Learning with Large Language Models for Text-Attributed Graphs Yi Qin Xin Wang Ziwei Zhang Wenwu Zhu AI4CE 22 29 0 27 Oct 2023
Making Large Language Models Perform Better in Knowledge Graph Completion Yichi Zhang Zhuo Chen Lingbing Guo Yajing Xu Wen Zhang Hua-zeng Chen 32 41 0 10 Oct 2023
A Configurable Library for Generating and Manipulating Maze Datasets Michael I. Ivanitskiy Rusheb Shah Alex F Spies Tilman Rauker Dan Valentine ... Lucia Quirke Chris Mathwin Guillaume Corlouer Cecilia G. Diniz Behn Samy Wu Fung Colorado School of Mines 43 11 0 19 Sep 2023
Sparks of Artificial General Intelligence: Early experiments with GPT-4 Sébastien Bubeck Varun Chandrasekaran Ronen Eldan J. Gehrke Eric Horvitz ... Scott M. Lundberg Harsha Nori Hamid Palangi Marco Tulio Ribeiro Yi Zhang ELM AI4MH AI4CE ALM 298 3,007 0 22 Mar 2023
Large Language Models are Zero-Shot Reasoners Takeshi Kojima S. Gu Machel Reid Yutaka Matsuo Yusuke Iwasawa ReLM LRM 325 4,077 0 24 May 2022
Self-Consistency Improves Chain of Thought Reasoning in Language Models Xuezhi Wang Jason W. Wei Dale Schuurmans Quoc Le Ed H. Chi Sharan Narang Aakanksha Chowdhery Denny Zhou ReLM BDL LRM AI4CE 314 3,248 0 21 Mar 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 313 11,953 0 04 Mar 2022
Chain-of-Thought Prompting Elicits Reasoning in Large Language Models Jason W. Wei Xuezhi Wang Dale Schuurmans Maarten Bosma Brian Ichter F. Xia Ed H. Chi Quoc Le Denny Zhou LM&Ro LRM AI4CE ReLM 367 8,495 0 28 Jan 2022
A Survey on Knowledge Graphs: Representation, Acquisition and Applications Shaoxiong Ji Shirui Pan Erik Cambria Pekka Marttinen Philip S. Yu 181 1,940 0 02 Feb 2020