Exploring Graph Tasks with Pure LLMs: A Comprehensive Benchmark and Investigation

26 February 2025

Papers citing "Exploring Graph Tasks with Pure LLMs: A Comprehensive Benchmark and Investigation"

29 / 29 papers shown

Title
G1: Teaching LLMs to Reason on Graphs with Reinforcement Learning Xiaojun Guo Ang Li Yifei Wang Stefanie Jegelka Yisen Wang OffRL ReLM LRM 76 0 0 24 May 2025
Towards Graph Foundation Models: A Transferability Perspective Yansen Wang Wenqi Fan Suhang Wang Yao Ma 55 1 0 13 Mar 2025
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 83 3 0 18 Aug 2024
Boosting Graph Foundation Model from Structural Perspective Yao Cheng Yige Zhao Jianxiang Yu Xiang Li 77 5 0 29 Jul 2024
Unlocking Continual Learning Abilities in Language Models Wenyu Du Shuang Cheng Tongxu Luo Zihan Qiu Zeyu Huang Ka Chun Cheung Reynold Cheng Jie Fu KELM CLL 92 9 0 25 Jun 2024
ProG: A Graph Prompt Learning Benchmark Chenyi Zi Haihong Zhao Xiangguo Sun Yiqing Lin Hong Cheng Jia Li 110 12 0 08 Jun 2024
Data Scarcity in Recommendation Systems: A Survey Zefeng Chen Wensheng Gan Jiayang Wu Kaixia Hu Hong Lin 54 22 0 08 Dec 2023
GraphText: Graph Reasoning in Text Space Jianan Zhao Le Zhuo Yikang Shen Meng Qu Kai Liu Michael M. Bronstein Zhaocheng Zhu Jian Tang 140 79 0 02 Oct 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 57 124 0 29 Sep 2023
Qwen Technical Report Jinze Bai Shuai Bai Yunfei Chu Zeyu Cui Kai Dang ... Zhenru Zhang Chang Zhou Jingren Zhou Xiaohuan Zhou Tianhang Zhu OSLM 231 1,792 0 28 Sep 2023
Language is All a Graph Needs Ruosong Ye Caiqi Zhang Runhui Wang Shuyuan Xu Yongfeng Zhang AI4CE 93 165 0 14 Aug 2023
StructGPT: A General Framework for Large Language Model to Reason over Structured Data Jinhao Jiang Kun Zhou Zican Dong Keming Ye Wayne Xin Zhao Ji-Rong Wen LRM LMTD RALM 81 289 0 16 May 2023
Text Embeddings by Weakly-Supervised Contrastive Pre-training Liang Wang Nan Yang Xiaolong Huang Binxing Jiao Linjun Yang Daxin Jiang Rangan Majumder Furu Wei VLM 220 594 0 07 Dec 2022
Multitask Prompted Training Enables Zero-Shot Task Generalization Victor Sanh Albert Webson Colin Raffel Stephen H. Bach Lintang Sutawika ... T. Bers Stella Biderman Leo Gao Thomas Wolf Alexander M. Rush LRM 337 1,700 0 15 Oct 2021
Fast Multi-Resolution Transformer Fine-tuning for Extreme Multi-label Text Classification Jiong Zhang Wei-Cheng Chang Hsiang-Fu Yu Inderjit S. Dhillon 55 102 0 01 Oct 2021
LoRA: Low-Rank Adaptation of Large Language Models J. E. Hu Yelong Shen Phillip Wallis Zeyuan Allen-Zhu Yuanzhi Li Shean Wang Lu Wang Weizhu Chen OffRL AI4TS AI4CE ALM AIMat 373 10,273 0 17 Jun 2021
Graph-MLP: Node Classification without Message Passing in Graph Yang Hu Haoxuan You Zhecan Wang Zhicheng Wang Erjin Zhou Yue Gao 101 112 0 08 Jun 2021
DeBERTa: Decoding-enhanced BERT with Disentangled Attention Pengcheng He Xiaodong Liu Jianfeng Gao Weizhu Chen AAML 132 2,724 0 05 Jun 2020
Graph Structure Learning for Robust Graph Neural Networks Wei Jin Yao Ma Xiaorui Liu Xianfeng Tang Suhang Wang Jiliang Tang OOD AAML 82 703 0 20 May 2020
Exploring the Limits of Transfer Learning with a Unified Text-to-Text Transformer Colin Raffel Noam M. Shazeer Adam Roberts Katherine Lee Sharan Narang Michael Matena Yanqi Zhou Wei Li Peter J. Liu AIMat 385 20,053 0 23 Oct 2019
Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks Nils Reimers Iryna Gurevych 1.2K 12,129 0 27 Aug 2019
XLNet: Generalized Autoregressive Pretraining for Language Understanding Zhilin Yang Zihang Dai Yiming Yang J. Carbonell Ruslan Salakhutdinov Quoc V. Le AI4CE 220 8,415 0 19 Jun 2019
Cluster-GCN: An Efficient Algorithm for Training Deep and Large Graph Convolutional Networks Wei-Lin Chiang Xuanqing Liu Si Si Yang Li Samy Bengio Cho-Jui Hsieh GNN 142 1,272 0 20 May 2019
Three scenarios for continual learning Gido M. van de Ven A. Tolias CLL 78 891 0 15 Apr 2019
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding Jacob Devlin Ming-Wei Chang Kenton Lee Kristina Toutanova VLM SSL SSeg 1.6K 94,729 0 11 Oct 2018
How Powerful are Graph Neural Networks? Keyulu Xu Weihua Hu J. Leskovec Stefanie Jegelka GNN 228 7,638 0 01 Oct 2018
Graph Attention Networks Petar Velickovic Guillem Cucurull Arantxa Casanova Adriana Romero Pietro Lio Yoshua Bengio GNN 440 20,089 0 30 Oct 2017
Inductive Representation Learning on Large Graphs William L. Hamilton Z. Ying J. Leskovec 466 15,218 0 07 Jun 2017
Distributed Representations of Words and Phrases and their Compositionality Tomas Mikolov Ilya Sutskever Kai Chen G. Corrado J. Dean NAI OCL 369 33,520 0 16 Oct 2013