This repository contains papers on relation extraction from some international conferences in 2019.(AAAI, ACL, EMNLP, etc.)
-
Hybrid Attention-based Prototypical Networks for Noisy Few-Shot Relation Classification [pdf]
- Tianyu Gao (Tsinghua University)*; Xu Han (Tsinghua University); Zhiyuan Liu (Tsinghua University); Maosong Sun (Tsinghua University)
-
A Hierarchical Framework for Relation Extraction with Reinforcement Learning [pdf]
- Ryuichi Takanobu (Tsinghua University)*; Tianyang Zhang (Tsinghua University); JieXi Liu (Tsinghua University); Minlie Huang ()
-
Kernelized Hashcode Representations for Biomedical Relation Extraction [pdf]
- Sahil Garg (USC)*; Aram Galstyan (USC Information Sciences Institute); Greg Ver Steeg (USC Information Sciences Institute); Irina Rish (IBM Research); Guillermo Cecchi (IBM); Shuyang Gao (ISI USC)
-
Cross-relation Cross-bag Attention for Distantly-supervised Relation Extraction [pdf]
- Yujin Yuan (Zhejiang University); Liyuan Liu (University of Illinois at Urbana Champaign); Siliang Tang (Zhejiang University)*; Zhongfei Zhang (Zhejiang University); Yueting Zhuang (Zhejiang University); Shiliang Pu (Hikvision Research Institute); Fei Wu (Zhejiang University, China); Xiang Ren (University of Southern California)
-
On Completing Sparse Knowledge Graph with Transitive Relation Embedding [pdf]
- Zili Zhou (University of Technology Sydney)*; Shaowu Liu (University of Technology Sydney); Guandong Xu (University of Technology Sydney, Australia); Wu Zhang (Shanghai University)
-
Multi-labeled Relation Extraction with Attentive Capsule Network [pdf] Xinsong Zhang (Shanghai Jiao Tong University)*; Pengshuai Li (Shanghai Jiao Tong University);
- Weijia Jia (University of Macau； Shanghai Jiao Tong University); Hai Zhao (Shanghai Jiao Tong University)
-
Joint Extraction of Entities and Overlapping Relations using Position-Attentive Sequence Labeling [pdf]
- Dai Dai (Baidu Inc.)*; Xinyan Xiao (Baidu); Yajuan Lyu (Baidu Inc.); Qiaoqiao She (Baidu Inc.); Shan Dou (Tsinghua University); Haifeng Wang (Baidu)
-
Neural Relation Extraction Within and Across Sentence Boundaries [pdf]
- Pankaj Gupta (University of Munich)*; Hinrich Schuetze (University of Munich (LMU)); Subburam Rajaram (Siemens); Thomas A. Runkler (Technical University of Munich)
-
Improving Distantly Supervised Relation Extraction with Neural Noise Converter and Conditional Optimal Selector [pdf]
- Shanchan Wu (Alibaba Group)*; Kai Fan (Alibaba DAMO Academy); Qiong Zhang (Alibaba Group)
-
Distant Supervision for Relation Extraction with Linear Attenuation Simulation and NonIID Relevance Embedding [pdf]
- Changsen Yuan (Beijing Institute of Technology)*; Heyan Huang (Beijing Engineering Research Center of High Volume Language Information Processing and Cloud Computing Applications,Department of Computer Science and Technology, Beijing Institute of technology); Chong Feng (Beijing Institute of Technology); Xiao Liu (Beijing Institute of Technology); Xiaochi Wei (Baidu Inc.)
-
Neural Relation Extraction for Knowledge Base Enrichment [pdf]
- Bayu Distiawan Trisedya | Gerhard Weikum | Jianzhong Qi | Rui Zhang
-
Attention Guided Graph Convolutional Networks for Relation Extraction [pdf]
- Zhijiang Guo | Yan Zhang | Wei Lu
-
Topic Tensor Network for Implicit Discourse Relation Recognition in Chinese [pdf]
- Sheng Xu | Peifeng Li | Fang Kong | Qiaoming Zhu | Guodong Zhou
-
Implicit Discourse Relation Identification for Open-domain Dialogues [pdf]
- Mingyu Derek Ma | Kevin Bowden | Jiaqi Wu | Wen Cui | Marilyn Walker
-
DocRED: A Large-Scale Document-Level Relation Extraction Dataset [pdf]
- Yuan Yao | Deming Ye | Peng Li | Xu Han | Yankai Lin | Zhenghao Liu | Zhiyuan Liu | Lixin Huang | Jie Zhou | Maosong Sun
-
Global Textual Relation Embedding for Relational Understanding [pdf]
- Zhiyu Chen | Hanwen Zha | Honglei Liu | Wenhu Chen | Xifeng Yan | Yu Su
-
Graph Neural Networks with Generated Parameters for Relation Extraction [pdf]
- Hao Zhu | Yankai Lin | Zhiyuan Liu | Jie Fu | Tat-Seng Chua | Maosong Sun
-
Entity-Relation Extraction as Multi-Turn Question Answering [pdf]
- Xiaoya Li | Fan Yin | Zijun Sun | Xiayu Li | Arianna Yuan | Duo Chai | Mingxin Zhou | Jiwei Li
-
Exploiting Entity BIO Tag Embeddings and Multi-task Learning for Relation Extraction with Imbalanced Data [pdf]
- Wei Ye | Bo Li | Rui Xie | Zhonghao Sheng | Long Chen | Shikun Zhang
-
Joint Type Inference on Entities and Relations via Graph Convolutional Networks [pdf]
- Changzhi Sun | Yeyun Gong | Yuanbin Wu | Ming Gong | Daxin Jiang | Man Lan | Shiliang Sun | Nan Duan
-
Extracting Multiple-Relations in One-Pass with Pre-Trained Transformers [pdf]
- Haoyu Wang | Ming Tan | Mo Yu | Shiyu Chang | Dakuo Wang | Kun Xu | Xiaoxiao Guo | Saloni Potdar
-
Fine-tuning Pre-Trained Transformer Language Models to Distantly Supervised Relation Extraction [pdf]
- Christoph Alt | Marc Hübner | Leonhard Hennig
-
GraphRel: Modeling Text as Relational Graphs for Joint Entity and Relation Extraction [pdf]
- Tsu-Jui Fu | Peng-Hsuan Li | Wei-Yun Ma
-
DIAG-NRE: A Neural Pattern Diagnosis Framework for Distantly Supervised Neural Relation Extraction [pdf]
- Shun Zheng | Xu Han | Yankai Lin | Peilin Yu | Lu Chen | Ling Huang | Zhiyuan Liu | Wei Xu
-
SphereRE: Distinguishing Lexical Relations with Hyperspherical Relation Embeddings [pdf]
- Chengyu Wang | Xiaofeng He | Aoying Zhou
-
Multi-Level Matching and Aggregation Network for Few-Shot Relation Classification [pdf]
- Zhi-Xiu Ye | Zhen-Hua Ling
-
Matching the Blanks: Distributional Similarity for Relation Learning [pdf]
- Livio Baldini Soares | Nicholas FitzGerald | Jeffrey Ling | Tom Kwiatkowski
-
Fine-Grained Temporal Relation Extraction [pdf]
- Siddharth Vashishtha | Benjamin Van Durme | Aaron Steven White
-
Inter-sentence Relation Extraction with Document-level Graph Convolutional Neural Network [pdf]
- Sunil Kumar Sahu | Fenia Christopoulou | Makoto Miwa | Sophia Ananiadou
-
Chinese Relation Extraction with Multi-Grained Information and External Linguistic Knowledge [pdf]
- Ziran Li | Ning Ding | Zhiyuan Liu | Haitao Zheng | Ying Shen
-
Span-Level Model for Relation Extraction [pdf]
- Kalpit Dixit | Yaser Al-Onaizan
-
Model-Agnostic Meta-Learning for Relation Classification with Limited Supervision [pdf]
- Abiola Obamuyide | Andreas Vlachos
-
Meta-Learning Improves Lifelong Relation Extraction [pdf]
- Abiola Obamuyide | Andreas Vlachos
-
REflex: Flexible Framework for Relation Extraction in Multiple Domains [pdf]
- Geeticka Chauhan | Matthew B.A. McDermott | Peter Szolovits
-
BioRelEx 1.0: Biological Relation Extraction Benchmark [pdf]
- Hrant Khachatrian | Lilit Nersisyan | Karen Hambardzumyan | Tigran Galstyan | Anna Hakobyan | Arsen Arakelyan | Andrey Rzhetsky | Aram Galstyan
-
Leveraging Dependency Forest for Neural Medical Relation Extraction[pdf]
-
Linfeng Song | Yue Zhang | Daniel Gildea | Mo Yu | Zhiguo Wang | jinsong su
-
Open Relation Extraction: Relational Knowledge Transfer from Supervised Data to Unsupervised Data[pdf]
- Ruidong Wu | Yuan Yao | Xu Han | Ruobing Xie | Zhiyuan Liu | Fen Lin | Leyu Lin | Maosong Sun
-
Improving Relation Extraction with Knowledge-attention[pdf]
- Pengfei Li | Kezhi Mao | Xuefeng Yang | Qi Li
-
Cross-lingual Structure Transfer for Relation and Event Extraction[pdf]
- Ananya Subburathinam | Di Lu | Heng Ji | Jonathan May | Shih-Fu Chang | Avirup Sil | Clare Voss
-
Uncover the Ground-Truth Relations in Distant Supervision: A Neural Expectation-Maximization Framework[pdf]
- Junfan Chen | Richong Zhang | Yongyi Mao | Hongyu Guo | Jie Xu
-
Self-Attention Enhanced CNNs and Collaborative Curriculum Learning for Distantly Supervised Relation Extraction[pdf]
- Yuyun Huang | Jinhua Du
-
Neural Cross-Lingual Relation Extraction Based on Bilingual Word Embedding Mapping[pdf]
- Jian Ni | Radu Florian
-
Leveraging 2-hop Distant Supervision from Table Entity Pairs for Relation Extraction [pdf]
- xiang deng | Huan Sun
-
Joint Event and Temporal Relation Extraction with Shared Representations and Structured Prediction [pdf]
- Rujun Han | Qiang Ning | Nanyun Peng
-
Leveraging Adjective-Noun Phrasing Knowledge for Comparison Relation Prediction in Text-to-SQL [pdf]
- Haoyan Liu | Lei Fang | Qian Liu | Bei Chen | Jian-Guang LOU | Zhoujun Li
-
Improving Distantly-Supervised Relation Extraction with Joint Label Embedding [pdf]
- Linmei Hu | Luhao Zhang | Chuan Shi | Liqiang Nie | Weili Guan | Cheng Yang
-
Looking Beyond Label Noise: Shifted Label Distribution Matters in Distantly Supervised Relation Extraction [pdf]
- Qinyuan Ye | Liyuan Liu | Maosen Zhang | Xiang Ren
-
Easy First Relation Extraction with Information Redundancy[pdf]
- Shuai Ma | Gang Wang | Yansong Feng | Jinp
-
Nearly-Unsupervised Hashcode Representations for Biomedical Relation Extraction [pdf]
- Sahil Garg | Aram Galstyan | Greg Ver Steeg | Guillermo Cecchieng Huai
-
Nearly-Unsupervised Hashcode Representations for Biomedical Relation Extraction [pdf]
- Sahil Garg | Aram Galstyan | Greg Ver Steeg | Guillermo Cecchi
-
Connecting the Dots: Document-level Neural Relation Extraction with Edge-oriented Graphs [pdf]
- Fenia Christopoulou | Makoto Miwa | Sophia Ananiadou
-
Weakly Supervised Cross-lingual Semantic Relation Classification via Knowledge Distillation [pdf]
- Yogarshi Vyas | Marine Carpuat
-
Entity, Relation, and Event Extraction with Contextualized Span Representations [pdf]
- David Wadden | Ulme Wennberg | Yi Luan | Hannaneh Hajishirzi
-
An Improved Neural Baseline for Temporal Relation Extraction [pdf]
- Qiang Ning | Sanjay Subramanian | Dan Roth
-
Cross-Sentence N-ary Relation Extraction using Lower-Arity Universal Schemas [pdf]
- Kosuke Akimoto | Takuya Hiraoka | Kunihiko Sadamasa | Mathias Niepert
-
FewRel 2.0: Towards More Challenging Few-Shot Relation Classification [pdf]
- Tianyu Gao | Xu Han | Hao Zhu | Zhiyuan Liu | Peng Li | Maosong Sun | Jie Zhou
-
OpenNRE: An Open and Extensible Toolkit for Neural Relation Extraction [pdf]
- Xu Han | Tianyu Gao | Yuan Yao | Deming Ye | Zhiyuan Liu | Maosong Sun
-
Extracting Complex Relations from Banking Documents [pdf]
- Berke Oral | Erdem Emekligil | Seçil Arslan | Gülşen Eryiğit
-
Relation Prediction for Unseen-Entities Using Entity-Word Graphs [pdf]
- Yuki Tagawa | Motoki Taniguchi | Yasuhide Miura | Tomoki Taniguchi | Tomoko Ohkuma | Takayuki Yamamoto | Keiichi Nemoto
-
A Constituency Parsing Tree based Method for Relation Extraction from Abstracts of Scholarly Publications [pdf]
- Ming Jiang | Jana Diesner
-
Distant Supervised Relation Extraction with Separate Head-Tail CNN[pdf]
- Rui Xing | Jie Luo
-
Biomedical relation extraction with pre-trained language representations and minimal task-specific architecture [pdf]
- Ashok Thillaisundaram | Theodosia Togia
-
Linguistically Informed Relation Extraction and Neural Architectures for Nested Named Entity Recognition in BioNLP-OST 2019 [pdf]
- Pankaj Gupta | Usama Yaseen | Hinrich Schütze
-
BOUN-ISIK Participation: An Unsupervised Approach for the Named Entity Normalization and Relation Extraction of Bacteria Biotopes [pdf]
- İlknur Karadeniz | Ömer Faruk Tuna | Arzucan Özgür
-
Bacteria Biotope Relation Extraction via Lexical Chains and Dependency Graphs [pdf]
- Wuti Xiong | Fei Li | Ming Cheng | Hong Yu | Donghong Ji
-
Deep Bidirectional Transformers for Relation Extraction without Supervision [pdf]
- Yannis Papanikolaou | Ian Roberts | Andrea Pierleoni
-
X-WikiRE: A Large, Multilingual Resource for Relation Extraction as Machine Comprehension [pdf]
- Mostafa Abdou | Cezar Sas | Rahul Aralikatte | Isabelle Augenstein | Anders Søgaard
-
On the Effectiveness of the Pooling Methods for Biomedical Relation Extraction with Deep Learning [pdf]
- Tuan Ngo Nguyen | Franck Dernoncourt | Thien Huu Nguyen
-
Syntax-aware Multi-task Graph Convolutional Networks for Biomedical Relation Extraction [pdf]
- Diya Li | Heng Ji
-
Biomedical Relation Classification by single and multiple source domain adaptation [pdf]
- Sinchani Chakraborty | Sudeshna Sarkar | Pawan Goyal | Mahanandeeshwar Gattu
-
Relation Extraction among Multiple Entities Using a Dual Pointer Network with a Multi-Head Attention Mechanism [pdf]
- Seong Sik Park | Harksoo Kim
-
Relation Extraction among Multiple Entities Using a Dual Pointer Network with a Multi-Head Attention Mechanism [pdf]
- Seong Sik Park | Harksoo Kim