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More Data, More Relations, More Context and More Openness: A Review and Outlook for Relation Extraction

7 April 2020

Xu Han

Tianyu Gao

Yankai Lin

Hao Peng

Yaoliang Yang

Chaojun Xiao

Zhiyuan Liu

Peng Li

Maosong Sun

Jie Zhou

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Papers citing "More Data, More Relations, More Context and More Openness: A Review and Outlook for Relation Extraction"

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Title
Recall Them All: Retrieval-Augmented Language Models for Long Object List Extraction from Long Documents Sneha Singhania Simon Razniewski Gerhard Weikum RALM 99 1 0 04 May 2024
Self-Attention Enhanced Selective Gate with Entity-Aware Embedding for Distantly Supervised Relation Extraction Tao Shen Guodong Long Tao Shen Dinesh Manocha Lina Yao Huan Huo Jing Jiang 71 78 0 27 Nov 2019
FewRel 2.0: Towards More Challenging Few-Shot Relation Classification Tianyu Gao Xu Han Hao Zhu Zhiyuan Liu Peng Li Maosong Sun Jie Zhou 261 247 0 16 Oct 2019
OpenNRE: An Open and Extensible Toolkit for Neural Relation Extraction Xu Han Tianyu Gao Yuan Yao Deming Ye Zhiyuan Liu Maosong Sun KELM VLM 109 153 0 28 Sep 2019
Neural Correction Model for Open-Domain Named Entity Recognition Mengdi Zhu Zheye Deng Wenhan Xiong Mo Yu Ming Zhang William Yang Wang 49 6 0 13 Sep 2019
Multi-Level Matching and Aggregation Network for Few-Shot Relation Classification Zhiquan Ye Zhenhua Ling 64 135 0 16 Jun 2019
DocRED: A Large-Scale Document-Level Relation Extraction Dataset Yuan Yao Deming Ye Peng Li Xu Han Yankai Lin Zhenghao Liu Zhiyuan Liu Lixin Huang Jie Zhou Maosong Sun 49 454 0 14 Jun 2019
Matching the Blanks: Distributional Similarity for Relation Learning Livio Baldini Soares Nicholas FitzGerald Jeffrey Ling Tom Kwiatkowski 64 773 0 07 Jun 2019
Enriching Pre-trained Language Model with Entity Information for Relation Classification Shanchan Wu Yifan He 30 413 0 20 May 2019
ERNIE: Enhanced Language Representation with Informative Entities Zhengyan Zhang Xu Han Zhiyuan Liu Xin Jiang Maosong Sun Qun Liu 109 1,400 0 17 May 2019
Long-tail Relation Extraction via Knowledge Graph Embeddings and Graph Convolution Networks Ningyu Zhang Shumin Deng Zhanlin Sun Guanying Wang Xi Chen Wei Zhang Huajun Chen 72 200 0 04 Mar 2019
A Walk-based Model on Entity Graphs for Relation Extraction Fenia Christopoulou Makoto Miwa Sophia Ananiadou GNN 67 98 0 19 Feb 2019
Graph Neural Networks with Generated Parameters for Relation Extraction Hao Zhu Yankai Lin Zhiyuan Liu Jie Fu Tat-Seng Chua Maosong Sun 83 126 0 02 Feb 2019
CESI: Canonicalizing Open Knowledge Bases using Embeddings and Side Information Shikhar Vashishth Prince Jain Partha P. Talukdar 60 101 0 01 Feb 2019
Combining Distant and Direct Supervision for Neural Relation Extraction Iz Beltagy Kyle Lo Bridger Waleed Ammar NoLa 54 26 0 30 Oct 2018
FewRel: A Large-Scale Supervised Few-Shot Relation Classification Dataset with State-of-the-Art Evaluation Xu Han Hao Zhu Pengfei Yu Ziyun Wang Yuan Yao Zhiyuan Liu Maosong Sun SLR 66 610 0 24 Oct 2018
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding Jacob Devlin Ming-Wei Chang Kenton Lee Kristina Toutanova VLM SSL SSeg 1.8K 95,114 0 11 Oct 2018
Graph Convolution over Pruned Dependency Trees Improves Relation Extraction Yuhao Zhang Peng Qi Christopher D. Manning GNN 136 728 0 26 Sep 2018
Multi-Level Structured Self-Attentions for Distantly Supervised Relation Extraction Jinhua Du Jingguang Han Andy Way Dadong Wan 37 72 0 03 Sep 2018
N-ary Relation Extraction using Graph State LSTM Linfeng Song Yue Zhang Zhiguo Wang D. Gildea 80 165 0 28 Aug 2018
Reinforcement Learning for Relation Classification from Noisy Data Jun Feng Minlie Huang Li Zhao Yang Yang Xiaoyan Zhu NoLa 61 343 0 24 Aug 2018
A Survey on Open Information Extraction C. Niklaus Matthias Cetto André Freitas Siegfried Handschuh 58 180 0 14 Jun 2018
Denoising Distant Supervision for Relation Extraction via Instance-Level Adversarial Training Xu Han Zhiyuan Liu Maosong Sun 50 16 0 28 May 2018
Neural Open Information Extraction Lei Cui Furu Wei M. Zhou 55 157 0 11 May 2018
Simultaneously Self-Attending to All Mentions for Full-Abstract Biological Relation Extraction Pat Verga Emma Strubell Andrew McCallum 74 256 0 28 Feb 2018
Unsupervised Open Relation Extraction Hady ElSahar Elena Demidova Simon Gottschalk Christophe Gravier F. Laforest 53 48 0 22 Jan 2018
Relation Extraction : A Survey Sachin Sharad Pawar Girish Keshav Palshikar P. Bhattacharyya 43 127 0 14 Dec 2017
Cross-Sentence N-ary Relation Extraction with Graph LSTMs Nanyun Peng Hoifung Poon Chris Quirk Kristina Toutanova Wen-tau Yih 62 512 0 12 Aug 2017
Deep Residual Learning for Weakly-Supervised Relation Extraction Yunpeng Huang William Yang Wang SSL 61 105 0 27 Jul 2017
Attention Is All You Need Ashish Vaswani Noam M. Shazeer Niki Parmar Jakob Uszkoreit Llion Jones Aidan Gomez Lukasz Kaiser Illia Polosukhin 3DV 730 132,199 0 12 Jun 2017
Modeling Relational Data with Graph Convolutional Networks Michael Schlichtkrull Thomas Kipf Peter Bloem Rianne van den Berg Ivan Titov Max Welling GNN 194 4,828 0 17 Mar 2017
Prototypical Networks for Few-shot Learning Jake C. Snell Kevin Swersky R. Zemel 303 8,145 0 15 Mar 2017
MetaPAD: Meta Pattern Discovery from Massive Text Corpora Meng Jiang Jingbo Shang Taylor Cassidy Xiang Ren Lance M. Kaplan T. Hanratty Jiawei Han 39 82 0 13 Mar 2017
Model-Agnostic Meta-Learning for Fast Adaptation of Deep Networks Chelsea Finn Pieter Abbeel Sergey Levine OOD 825 11,937 0 09 Mar 2017
Incorporating Relation Paths in Neural Relation Extraction Wenyuan Zeng Yankai Lin Zhiyuan Liu Maosong Sun 55 86 0 23 Sep 2016
Distant Supervision for Relation Extraction beyond the Sentence Boundary Chris Quirk Hoifung Poon 37 228 0 15 Sep 2016
Matching Networks for One Shot Learning Oriol Vinyals Charles Blundell Timothy Lillicrap Koray Kavukcuoglu Daan Wierstra VLM 373 7,333 0 13 Jun 2016
Combining Recurrent and Convolutional Neural Networks for Relation Classification Ngoc Thang Vu Heike Adel Pankaj Gupta Hinrich Schütze 50 177 0 24 May 2016
Row-less Universal Schema Pat Verga Andrew McCallum AI4TS 40 34 0 21 Apr 2016
Improving Information Extraction by Acquiring External Evidence with Reinforcement Learning Karthik Narasimhan Adam Yala Regina Barzilay OffRL 82 152 0 25 Mar 2016
Improved Relation Classification by Deep Recurrent Neural Networks with Data Augmentation Yan Xu Ran Jia Lili Mou Ge Li Yunchuan Chen Yangyang Lu Zhi Jin 61 212 0 14 Jan 2016
End-to-End Relation Extraction using LSTMs on Sequences and Tree Structures Makoto Miwa Joey Tianyi Zhou 132 1,188 0 05 Jan 2016
Multilingual Relation Extraction using Compositional Universal Schema Pat Verga David Belanger Emma Strubell Benjamin Roth Andrew McCallum 58 97 0 19 Nov 2015
Combining Neural Networks and Log-linear Models to Improve Relation Extraction Thien Huu Nguyen R. Grishman 63 101 0 18 Nov 2015
Classifying Relations via Long Short Term Memory Networks along Shortest Dependency Path Xu Yan Lili Mou Ge Li Yunchuan Chen Hao Peng Zhi Jin 61 659 0 15 Aug 2015
Relation Classification via Recurrent Neural Network Dongxu Zhang Dong Wang 82 346 0 05 Aug 2015
A Dependency-Based Neural Network for Relation Classification Yang Liu Furu Wei Sujian Li Heng Ji M. Zhou Houfeng Wang 54 231 0 16 Jul 2015
Semantic Relation Classification via Convolutional Neural Networks with Simple Negative Sampling Kun Xu Yansong Feng Songfang Huang Dongyan Zhao 67 296 0 25 Jun 2015
Improved Relation Extraction with Feature-Rich Compositional Embedding Models Matthew R. Gormley Mo Yu Mark Dredze CoGe 60 173 0 10 May 2015
Classifying Relations by Ranking with Convolutional Neural Networks Cicero Nogueira dos Santos Bing Xiang Bowen Zhou 85 578 0 24 Apr 2015