Bridging Text and Knowledge with Multi-Prototype Embedding for Few-Shot Relational Triple Extraction

30 October 2020

Haiyang Yu

Ningyu Zhang

Shumin Deng

Hongbin Ye

Wei Zhang

Huajun Chen

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Papers citing "Bridging Text and Knowledge with Multi-Prototype Embedding for Few-Shot Relational Triple Extraction"

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Title
Finding Influential Instances for Distantly Supervised Relation Extraction Zifeng Wang Rui Wen Xi Chen Shao-Lun Huang Ningyu Zhang Yefeng Zheng TDI 31 23 0 17 Sep 2020
The Devil is the Classifier: Investigating Long Tail Relation Classification with Decoupling Analysis Haiyang Yu Ningyu Zhang Shumin Deng Zonggang Yuan Yantao Jia Huajun Chen 45 15 0 15 Sep 2020
Contrastive Triple Extraction with Generative Transformer Hongbin Ye Ningyu Zhang Shumin Deng Mosha Chen Chuanqi Tan Fei Huang Huajun Chen 32 128 0 14 Sep 2020
Few-shot Slot Tagging with Collapsed Dependency Transfer and Label-enhanced Task-adaptive Projection Network Yutai Hou Wanxiang Che Y. Lai Zhihan Zhou Yijia Liu Han Liu Ting Liu 27 192 0 10 Jun 2020
Reasoning with Latent Structure Refinement for Document-Level Relation Extraction Guoshun Nan Zhijiang Guo Ivan Sekulić Wei Lu 62 274 0 13 May 2020
Knowledge Graph-Augmented Abstractive Summarization with Semantic-Driven Cloze Reward Luyang Huang Lingfei Wu Lu Wang RALM 65 161 0 03 May 2020
PyTorch: An Imperative Style, High-Performance Deep Learning Library Adam Paszke Sam Gross Francisco Massa Adam Lerer James Bradbury ... Sasank Chilamkurthy Benoit Steiner Lu Fang Junjie Bai Soumith Chintala ODL 211 42,038 0 03 Dec 2019
Effective Modeling of Encoder-Decoder Architecture for Joint Entity and Relation Extraction Tapas Nayak Hwee Tou Ng 3DV 41 234 0 22 Nov 2019
Relation Adversarial Network for Low Resource Knowledge Graph Completion Ningyu Zhang Shumin Deng Zhanlin Sun Jiaoayan Chen Wei Zhang Huajun Chen 53 71 0 08 Nov 2019
Meta-Learning with Dynamic-Memory-Based Prototypical Network for Few-Shot Event Detection Shumin Deng Ningyu Zhang Jiaojian Kang Yichi Zhang Wei Zhang Huajun Chen 55 133 0 25 Oct 2019
When Low Resource NLP Meets Unsupervised Language Model: Meta-pretraining Then Meta-learning for Few-shot Text Classification Shumin Deng Ningyu Zhang Zhanlin Sun Jiaoyan Chen Huajun Chen VLM 39 45 0 22 Aug 2019
RoBERTa: A Robustly Optimized BERT Pretraining Approach Yinhan Liu Myle Ott Naman Goyal Jingfei Du Mandar Joshi Danqi Chen Omer Levy M. Lewis Luke Zettlemoyer Veselin Stoyanov AIMat 387 24,160 0 26 Jul 2019
XLNet: Generalized Autoregressive Pretraining for Language Understanding Zhilin Yang Zihang Dai Yiming Yang J. Carbonell Ruslan Salakhutdinov Quoc V. Le AI4CE 173 8,386 0 19 Jun 2019
Multi-Level Matching and Aggregation Network for Few-Shot Relation Classification Zhiquan Ye Zhenhua Ling 44 134 0 16 Jun 2019
Matching the Blanks: Distributional Similarity for Relation Learning Livio Baldini Soares Nicholas FitzGerald Jeffrey Ling Tom Kwiatkowski 34 768 0 07 Jun 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 29 196 0 04 Mar 2019
Induction Networks for Few-Shot Text Classification Ruiying Geng Binhua Li Yongbin Li Xiao-Dan Zhu Ping Jian Jian Sun 70 184 0 27 Feb 2019
Attention-Based Capsule Networks with Dynamic Routing for Relation Extraction Ningyu Zhang Shumin Deng Zhanlin Sun Xi Chen Wei Zhang Huajun Chen GNN 16 98 0 29 Dec 2018
Few-shot classification in Named Entity Recognition Task Alexander Fritzler V. Logacheva M. Kretov 42 199 0 14 Dec 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 39 605 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 870 93,936 0 11 Oct 2018
Adversarial training for multi-context joint entity and relation extraction Giannis Bekoulis Johannes Deleu T. Demeester Chris Develder GAN 40 174 0 21 Aug 2018
Joint entity recognition and relation extraction as a multi-head selection problem Giannis Bekoulis Johannes Deleu Thomas Demeester Chris Develder 62 372 0 20 Apr 2018
Learning to Compare: Relation Network for Few-Shot Learning Flood Sung Yongxin Yang Li Zhang Tao Xiang Philip Torr Timothy M. Hospedales 191 4,035 0 16 Nov 2017
Few-Shot Learning with Graph Neural Networks Victor Garcia Satorras Joan Bruna GNN 152 1,235 0 10 Nov 2017
A Simple Neural Attentive Meta-Learner Nikhil Mishra Mostafa Rohaninejad Xi Chen Pieter Abbeel OOD 48 199 0 11 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 422 129,831 0 12 Jun 2017
Improved Neural Relation Detection for Knowledge Base Question Answering Mo Yu Wenpeng Yin K. Hasan Cicero Nogueira dos Santos Bing Xiang Bowen Zhou 42 293 0 20 Apr 2017
Prototypical Networks for Few-shot Learning Jake C. Snell Kevin Swersky R. Zemel 207 8,072 0 15 Mar 2017
Meta Networks Tsendsuren Munkhdalai Hong-ye Yu GNN AI4CE 76 1,064 0 02 Mar 2017
Matching Networks for One Shot Learning Oriol Vinyals Charles Blundell Timothy Lillicrap Koray Kavukcuoglu Daan Wierstra VLM 284 7,286 0 13 Jun 2016
Embedding Entities and Relations for Learning and Inference in Knowledge Bases Bishan Yang Wen-tau Yih Xiaodong He Jianfeng Gao Li Deng NAI 64 3,174 0 20 Dec 2014