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Large Language Models as Topological Structure Enhancers for Text-Attributed Graphs

Large Language Models as Topological Structure Enhancers for Text-Attributed Graphs

24 November 2023
Shengyin Sun
Yuxiang Ren
Chen Ma
Xuecang Zhang
ArXivPDFHTML

Papers citing "Large Language Models as Topological Structure Enhancers for Text-Attributed Graphs"

7 / 7 papers shown
Title
Attention Mechanisms Perspective: Exploring LLM Processing of Graph-Structured Data
Attention Mechanisms Perspective: Exploring LLM Processing of Graph-Structured Data
Zhong Guan
Likang Wu
Hongke Zhao
Ming He
Jianpin Fan
GNN
20
0
0
04 May 2025
Exploring the Potential of Large Language Models for Heterophilic Graphs
Exploring the Potential of Large Language Models for Heterophilic Graphs
Yuxia Wu
Shujie Li
Yuan Fang
Chuan Shi
21
1
0
26 Aug 2024
Node Feature Extraction by Self-Supervised Multi-scale Neighborhood
  Prediction
Node Feature Extraction by Self-Supervised Multi-scale Neighborhood Prediction
Eli Chien
Wei-Cheng Chang
Cho-Jui Hsieh
Hsiang-Fu Yu
Jiong Zhang
O. Milenkovic
Inderjit S Dhillon
123
95
0
29 Oct 2021
TextGNN: Improving Text Encoder via Graph Neural Network in Sponsored
  Search
TextGNN: Improving Text Encoder via Graph Neural Network in Sponsored Search
Jason Zhu
Yanling Cui
Yuming Liu
Hao-Lun Sun
Xue Li
Markus Pelger
Tianqi Yan
Liangjie Zhang
Ruofei Zhang
Huasha Zhao
AI4CE
58
74
0
15 Jan 2021
Pre-trained Models for Natural Language Processing: A Survey
Pre-trained Models for Natural Language Processing: A Survey
Xipeng Qiu
Tianxiang Sun
Yige Xu
Yunfan Shao
Ning Dai
Xuanjing Huang
LM&MA
VLM
224
1,281
0
18 Mar 2020
Scaling Laws for Neural Language Models
Scaling Laws for Neural Language Models
Jared Kaplan
Sam McCandlish
T. Henighan
Tom B. Brown
B. Chess
R. Child
Scott Gray
Alec Radford
Jeff Wu
Dario Amodei
217
3,054
0
23 Jan 2020
Efficient Estimation of Word Representations in Vector Space
Efficient Estimation of Word Representations in Vector Space
Tomáš Mikolov
Kai Chen
G. Corrado
J. Dean
3DV
226
29,632
0
16 Jan 2013
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