Let Your Graph Do the Talking: Encoding Structured Data for LLMs

8 February 2024

Papers citing "Let Your Graph Do the Talking: Encoding Structured Data for LLMs"

42 / 42 papers shown

Title
Injecting Knowledge Graphs into Large Language Models Erica Coppolillo 19 0 0 12 May 2025
DyGEnc: Encoding a Sequence of Textual Scene Graphs to Reason and Answer Questions in Dynamic Scenes S. Linok Vadim Semenov Anastasia Trunova Oleg Bulichev Dmitry A. Yudin 40 0 0 06 May 2025
Testing Individual Fairness in Graph Neural Networks Roya Nasiri 19 0 0 25 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 23 0 0 09 Apr 2025
Joint Retrieval of Cloud properties using Attention-based Deep Learning Models Zahid Hassan Tushar Adeleke Ademakinwa Jianwu Wang Zhibo Zhang Sanjay Purushotham 3DPC 34 0 0 04 Apr 2025
GTR: Graph-Table-RAG for Cross-Table Question Answering Jiaru Zou Dongqi Fu Sirui Chen Xinrui He Zihao Li Yada Zhu Jiawei Han Jingrui He LMTD 41 0 0 02 Apr 2025
GraphEval: A Lightweight Graph-Based LLM Framework for Idea Evaluation Tao Feng Yihang Sun Jiaxuan You 48 0 0 16 Mar 2025
Contextualizing biological perturbation experiments through language Menghua Wu Russell Littman Jacob Levine Lin Qiu Tommaso Biancalani David Richmond Jan-Christian Huetter 31 0 0 28 Feb 2025
Exploring Graph Tasks with Pure LLMs: A Comprehensive Benchmark and Investigation Y. Wang Xinnan Dai Wenqi Fan Yao Ma 67 1 0 26 Feb 2025
RAS: Retrieval-And-Structuring for Knowledge-Intensive LLM Generation Pengcheng Jiang Lang Cao Ruike Zhu Minhao Jiang Yunyi Zhang J. Sun J. Han RALM 75 0 0 16 Feb 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 2 0 27 Jan 2025
Network-informed Prompt Engineering against Organized Astroturf Campaigns under Extreme Class Imbalance Nikos Kanakaris Heng Ping Xiongye Xiao Nesreen K. Ahmed Luca Luceri Emilio Ferrara Paul Bogdan 41 1 0 21 Jan 2025
Lost-in-Distance: Impact of Contextual Proximity on LLM Performance in Graph Tasks Hamed Firooz Maziar Sanjabi Wenlong Jiang Xiaoling Zhai 58 3 0 03 Jan 2025
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 71 0 0 10 Dec 2024
CATP-LLM: Empowering Large Language Models for Cost-Aware Tool Planning Duo Wu J. Wang Yuan Meng Yanning Zhang Le Sun Zhi Wang 99 0 0 25 Nov 2024
Best of Both Worlds: Advantages of Hybrid Graph Sequence Models Ali Behrouz Ali Parviz Mahdi Karami Clayton Sanford Bryan Perozzi Vahab Mirrokni 79 2 0 23 Nov 2024
Can Language Models Enable In-Context Database? Yu Pan Hongfeng Yu Tianjiao Zhao Jianxin Sun KELM SyDa LMTD 33 0 0 04 Nov 2024
A Hierarchical Language Model For Interpretable Graph Reasoning Sambhav Khurana Xiner Li Shurui Gui Shuiwang Ji LRM 31 0 0 29 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
GUNDAM: Aligning Large Language Models with Graph Understanding Sheng Ouyang Yulan Hu Ge Chen Yong Liu AI4CE 18 3 0 30 Sep 2024
Exploring Graph Structure Comprehension Ability of Multimodal Large Language Models: Case Studies Zhiqiang Zhong Davide Mottin 24 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 35 7 0 05 Sep 2024
CodeGraph: Enhancing Graph Reasoning of LLMs with Code Qiaolong Cai Zhaowei Wang Shizhe Diao James Kwok Yangqiu Song LRM 41 2 0 25 Aug 2024
rLLM: Relational Table Learning with LLMs Weichen Li Xiaotong Huang Jianwu Zheng Zheng Wang Chaokun Wang Li Pan Jianhua Li LMTD 29 2 0 29 Jul 2024
GraphArena: Evaluating and Exploring Large Language Models on Graph Computation Jianheng Tang Qifan Zhang Yuhan Li Nuo Chen Jia Li 19 1 0 29 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 23 10 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 42 1 0 15 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 35 26 0 13 Jun 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 19 28 0 28 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 24 21 0 23 Apr 2024
GraphWiz: An Instruction-Following Language Model for Graph Problems Nuo Chen Yuhan Li Jianheng Tang Jia Li 35 13 0 25 Feb 2024
Microstructures and Accuracy of Graph Recall by Large Language Models Yanbang Wang Hejie Cui Jon M. Kleinberg 31 2 0 19 Feb 2024
Network Formation and Dynamics Among Multi-LLMs Marios Papachristou Yuan Yuan 34 11 0 16 Feb 2024
G-Retriever: Retrieval-Augmented Generation for Textual Graph Understanding and Question Answering Xiaoxin He Yijun Tian Yifei Sun Nitesh V. Chawla T. Laurent Yann LeCun Xavier Bresson Bryan Hooi RALM 104 68 0 12 Feb 2024
Position: Graph Foundation Models are Already Here Haitao Mao Zhikai Chen Wenzhuo Tang Jianan Zhao Yao Ma Tong Zhao Neil Shah Mikhail Galkin Jiliang Tang AI4CE 44 25 0 03 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 26 11 0 03 Feb 2024
GPT-4 Doesn't Know It's Wrong: An Analysis of Iterative Prompting for Reasoning Problems Kaya Stechly Matthew Marquez Subbarao Kambhampati LRM 155 84 0 19 Oct 2023
Large Language Models are Zero-Shot Reasoners Takeshi Kojima S. Gu Machel Reid Yutaka Matsuo Yusuke Iwasawa ReLM LRM 291 2,712 0 24 May 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 315 8,261 0 28 Jan 2022
The Power of Scale for Parameter-Efficient Prompt Tuning Brian Lester Rami Al-Rfou Noah Constant VPVLM 278 3,784 0 18 Apr 2021
Benchmarking Graph Neural Networks Vijay Prakash Dwivedi Chaitanya K. Joshi Anh Tuan Luu T. Laurent Yoshua Bengio Xavier Bresson 178 907 0 02 Mar 2020
Efficient Estimation of Word Representations in Vector Space Tomáš Mikolov Kai Chen G. Corrado J. Dean 3DV 228 29,632 0 16 Jan 2013