Harnessing Explanations: LLM-to-LM Interpreter for Enhanced Text-Attributed Graph Representation Learning

31 May 2023

Bryan Hooi

Papers citing "Harnessing Explanations: LLM-to-LM Interpreter for Enhanced Text-Attributed Graph Representation Learning"

45 / 45 papers shown

Title
Graph Adapter of EEG Foundation Models for Parameter Efficient Fine Tuning Toyotaro Suzumura H. Kanezashi Shotaro Akahori AI4MH 107 0 0 25 Nov 2024
Revisiting Random Walks for Learning on Graphs Jinwoo Kim Olga Zaghen Ayhan Suleymanzade Youngmin Ryou Seunghoon Hong 86 1 0 01 Jul 2024
Large Language Models as Topological Structure Enhancers for Text-Attributed Graphs Shengyin Sun Yuxiang Ren Chen Ma Xuecang Zhang 170 21 0 24 Nov 2023
SimTeG: A Frustratingly Simple Approach Improves Textual Graph Learning Keyu Duan Qian Liu Tat-Seng Chua Shuicheng Yan Wei Tsang Ooi Qizhe Xie Junxian He 87 57 0 03 Aug 2023
GPT4Graph: Can Large Language Models Understand Graph Structured Data ? An Empirical Evaluation and Benchmarking Jiayan Guo Lun Du Hengyu Liu Mengyu Zhou Xinyi He Shi Han AI4MH 58 159 0 24 May 2023
Can Language Models Solve Graph Problems in Natural Language? Heng Wang Shangbin Feng Tianxing He Zhaoxuan Tan Xiaochuang Han Yulia Tsvetkov ReLM LRM 41 188 0 17 May 2023
Graph-ToolFormer: To Empower LLMs with Graph Reasoning Ability via Prompt Augmented by ChatGPT Jiawei Zhang LRM 61 77 0 10 Apr 2023
LLaMA: Open and Efficient Foundation Language Models Hugo Touvron Thibaut Lavril Gautier Izacard Xavier Martinet Marie-Anne Lachaux ... Faisal Azhar Aurelien Rodriguez Armand Joulin Edouard Grave Guillaume Lample ALM PILM 593 12,840 0 27 Feb 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 151 576 0 07 Dec 2022
Learning on Large-scale Text-attributed Graphs via Variational Inference Jianan Zhao Meng Qu Chaozhuo Li Hao Yan Qian Liu Rui Li Xing Xie Jian Tang VLM 71 135 0 26 Oct 2022
Deep Bidirectional Language-Knowledge Graph Pretraining Michihiro Yasunaga Antoine Bosselut Hongyu Ren Xikun Zhang Christopher D. Manning Percy Liang J. Leskovec 50 198 0 17 Oct 2022
MTEB: Massive Text Embedding Benchmark Niklas Muennighoff Nouamane Tazi L. Magne Nils Reimers 183 381 0 13 Oct 2022
E2EG: End-to-End Node Classification Using Graph Topology and Text-based Node Attributes Tu Anh Dinh J. D. Boef J. Cornelisse Paul T. Groth 85 10 0 09 Aug 2022
Emergent Abilities of Large Language Models Jason W. Wei Yi Tay Rishi Bommasani Colin Raffel Barret Zoph ... Tatsunori Hashimoto Oriol Vinyals Percy Liang J. Dean W. Fedus ELM ReLM LRM 170 2,428 0 15 Jun 2022
Beyond the Imitation Game: Quantifying and extrapolating the capabilities of language models Aarohi Srivastava Abhinav Rastogi Abhishek Rao Abu Awal Md Shoeb Abubakar Abid ... Zhuoye Zhao Zijian Wang Zijie J. Wang Zirui Wang Ziyi Wu ELM 69 1,726 0 09 Jun 2022
PaLM: Scaling Language Modeling with Pathways Aakanksha Chowdhery Sharan Narang Jacob Devlin Maarten Bosma Gaurav Mishra ... Kathy Meier-Hellstern Douglas Eck J. Dean Slav Petrov Noah Fiedel PILM LRM 309 6,132 0 05 Apr 2022
GreaseLM: Graph REASoning Enhanced Language Models for Question Answering Xikun Zhang Antoine Bosselut Michihiro Yasunaga Hongyu Ren Percy Liang Christopher D. Manning J. Leskovec ReLM AI4MH LRM 51 225 0 21 Jan 2022
Black-Box Tuning for Language-Model-as-a-Service Tianxiang Sun Yunfan Shao Hong Qian Xuanjing Huang Xipeng Qiu VLM 116 261 0 10 Jan 2022
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 183 134 0 29 Oct 2021
Graph-less Neural Networks: Teaching Old MLPs New Tricks via Distillation Shichang Zhang Yozen Liu Yizhou Sun Neil Shah 66 181 0 17 Oct 2021
TruthfulQA: Measuring How Models Mimic Human Falsehoods Stephanie C. Lin Jacob Hilton Owain Evans HILM 87 1,825 0 08 Sep 2021
Pre-train, Prompt, and Predict: A Systematic Survey of Prompting Methods in Natural Language Processing Pengfei Liu Weizhe Yuan Jinlan Fu Zhengbao Jiang Hiroaki Hayashi Graham Neubig VLM SyDa 162 3,906 0 28 Jul 2021
Multimodal Few-Shot Learning with Frozen Language Models Maria Tsimpoukelli Jacob Menick Serkan Cabi S. M. Ali Eslami Oriol Vinyals Felix Hill MLLM 118 762 0 25 Jun 2021
Training Graph Neural Networks with 1000 Layers Guohao Li Matthias Muller Guohao Li V. Koltun GNN AI4CE 67 238 0 14 Jun 2021
GraphFormers: GNN-nested Transformers for Representation Learning on Textual Graph Junhan Yang Zheng Liu Shitao Xiao Chaozhuo Li Defu Lian Sanjay Agrawal Amit Singh Guangzhong Sun Xing Xie AI4CE 25 153 0 06 May 2021
QA-GNN: Reasoning with Language Models and Knowledge Graphs for Question Answering Michihiro Yasunaga Hongyu Ren Antoine Bosselut Percy Liang J. Leskovec RALM LMTD AI4MH LRM 42 582 0 13 Apr 2021
TextGNN: Improving Text Encoder via Graph Neural Network in Sponsored Search Jason Zhu Yanling Cui Yuming Liu Hao Sun Xue Li Markus Pelger Tianqi Yan Liangjie Zhang Ruofei Zhang Huasha Zhao AI4CE 88 75 0 15 Jan 2021
GPT-GNN: Generative Pre-Training of Graph Neural Networks Ziniu Hu Yuxiao Dong Kuansan Wang Kai-Wei Chang Yizhou Sun SSL AI4CE 71 554 0 27 Jun 2020
DeBERTa: Decoding-enhanced BERT with Disentangled Attention Pengcheng He Xiaodong Liu Jianfeng Gao Weizhu Chen AAML 98 2,682 0 05 Jun 2020
Language Models are Few-Shot Learners Tom B. Brown Benjamin Mann Nick Ryder Melanie Subbiah Jared Kaplan ... Christopher Berner Sam McCandlish Alec Radford Ilya Sutskever Dario Amodei BDL 453 41,106 0 28 May 2020
Open Graph Benchmark: Datasets for Machine Learning on Graphs Weihua Hu Matthias Fey Marinka Zitnik Yuxiao Dong Hongyu Ren Bowen Liu Michele Catasta J. Leskovec 173 2,687 0 02 May 2020
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 437 4,662 0 23 Jan 2020
Fine-grained Fact Verification with Kernel Graph Attention Network Zhenghao Liu Chenyan Xiong Maosong Sun Zhiyuan Liu 72 221 0 22 Oct 2019
Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks Nils Reimers Iryna Gurevych 545 11,979 0 27 Aug 2019
GEAR: Graph-based Evidence Aggregating and Reasoning for Fact Verification Jie Zhou Xu Han Cheng Yang Zhiyuan Liu Lifeng Wang Changcheng Li Maosong Sun 47 199 0 22 Jul 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 104 1,266 0 20 May 2019
Fast Graph Representation Learning with PyTorch Geometric Matthias Fey J. E. Lenssen 3DH GNN 3DPC 153 4,289 0 06 Mar 2019
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding Jacob Devlin Ming-Wei Chang Kenton Lee Kristina Toutanova VLM SSL SSeg 870 93,936 0 11 Oct 2018
Deep Graph Infomax Petar Velickovic W. Fedus William L. Hamilton Pietro Lio Yoshua Bengio R. Devon Hjelm GNN 105 2,359 0 27 Sep 2018
Graph Attention Networks Petar Velickovic Guillem Cucurull Arantxa Casanova Adriana Romero Pietro Lio Yoshua Bengio GNN 296 19,902 0 30 Oct 2017
Graph-based Neural Multi-Document Summarization Michihiro Yasunaga Rui Zhang Kshitijh Meelu Ayush Pareek K. Srinivasan Dragomir R. Radev BDL 38 255 0 20 Jun 2017
Inductive Representation Learning on Large Graphs William L. Hamilton Z. Ying J. Leskovec 366 15,066 0 07 Jun 2017
Semi-Supervised Classification with Graph Convolutional Networks Thomas Kipf Max Welling GNN SSL 424 28,795 0 09 Sep 2016
Revisiting Semi-Supervised Learning with Graph Embeddings Zhilin Yang William W. Cohen Ruslan Salakhutdinov GNN SSL 143 2,081 0 29 Mar 2016
Distributed Representations of Words and Phrases and their Compositionality Tomas Mikolov Ilya Sutskever Kai Chen G. Corrado J. Dean NAI OCL 275 33,445 0 16 Oct 2013