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Distant supervision makes it possible to automatically label bags of sentences for relation extraction by leveraging knowledge bases, but suffers from the sparse and noisy bag issues.
Distant supervision relation extraction with intra-bag and inter-bag attentions
Ye, Z.-X.; and Ling, Z.-H. 2019 · 1904
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Combining Labeled and Unlabeled Data with Co-Training
Blum, A.; and Mitchell, T. M. 1998 · 1998
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Web-scale information extraction in knowitall: (preliminary results)
Etzioni, O.; Cafarella, M.; Downey, D.; Kok, S.; Popescu, A.-M.; Shaked, T.; Soderland, S.; Weld, D. S.; and Yates, A. 2004 · 2004
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A Co-Regularization Approach to Semi-supervised Learning with Multiple Views
Sindhwani, V.; Niyogi, P.; and Belkin, M. 2005 · 2005
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Distant supervision for relation extraction without labeled data
Mintz, M.; Bills, S.; Snow, R.; and Jurafsky, D. 2009 · 2009
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Modeling Relations and Their Mentions without Labeled Text
Riedel, S.; Yao, L.; and McCallum, A. 2010 · 2010
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Knowledge-Based Weak Supervision for Information Extraction of Overlapping Relations
Hoffmann, R.; Zhang, C.; Ling, X.; Zettlemoyer, L. S.; and Weld, D. S. 2011 · 2011
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Fine-Grained Entity Recognition
Ling, X.; and Weld, D. S. 2012 · 2012
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Distributed Representations of Words and Phrases and their Compositionality
Mikolov, T.; Sutskever, I.; Chen, K.; Corrado, G. S.; and Dean, J. 2013 · 2013
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A Survey on Multi-view Learning
Xu, C.; Tao, D.; and Xu, C. 2013 · 2013
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Relation Classification via Convolutional Deep Neural Network
Zeng, D.; Liu, K.; Lai, S.; Zhou, G.; and Zhao, J. 2014 · 2014
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Multi-View Intact Space Learning
Xu, C.; and Tao, D. 2015 · 2015
Cited alongside, same era.
Classifying Relations via Long Short Term Memory Networks along Shortest Dependency Paths
Xu, Y.; Mou, L.; Li, G.; Chen, Y.; Peng, H.; and Jin, Z. 2015 · 2015
Cited alongside, same era.
Distant Supervision for Relation Extraction via Piecewise Convolutional Neural Networks
Zeng, D.; Liu, K.; Chen, Y.; and Zhao, J. 2015 · 2015
Cited alongside, same era.
Aligning knowledge and text embeddings by entity descriptions
Zhong, H.; Zhang, J.; Wang, Z.; Wan, H.; and Chen, Z. 2015 · 2015
Cited alongside, same era.
Ba, J.; Kiros, R.; and Hinton, G. E. 2016 · 2016
Cited alongside, same era.
Deep residual learning for image recognition
He, K.; Zhang, X.; Ren, S.; and Sun, J. 2016 · 2016
Multi-view unit intact space learning
Lin, K.-Y.; Wang, C.-D.; Meng, Y.-Q.; and Zhao, Z.-L. 2017 · 2017
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Attention is all you need
Vaswani, A.; Shazeer, N.; Parmar, N.; Uszkoreit, J.; Jones, L.; Gomez, A. N.; Kaiser, Ł.; and Polosukhin, I. 2017 · 2017
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Reinforcement Learning for Relation Classification From Noisy Data
Feng, J.; Huang, M.; Zhao, L.; Yang, Y.; and Zhu, X. 2018 · 2018
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Neural Knowledge Acquisition via Mutual Attention Between Knowledge Graph and Text
Han, X.; Liu, Z.; and Sun, M. 2018 · 2018
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Hierarchical relation extraction with coarse-to-fine grained attention
Han, X.; Yu, P.; Liu, Z.; Sun, M.; and Li, P. 2018 · 2018
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RESIDE: Improving Distantly-Supervised Neural Relation Extraction using Side Information
Vashishth, S.; Joshi, R.; Prayaga, S. S.; Bhattacharyya, C.; and Talukdar, P. 2018 · 2018
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Cited alongside, same era.
Relation extraction with multi-instance multi-label convolutional neural networks
Jiang, X.; Wang, Q.; Li, P.; and Wang, B. 2016 · 2016
Cited alongside, same era.
Neural Relation Extraction with Selective Attention over Instances
Lin, Y.; Shen, S.; Liu, Z.; Luan, H.; and Sun, M. 2016 · 2016
Cited alongside, same era.
Representation Learning of Knowledge Graphs with Entity Descriptions
Xie, R.; Liu, Z.; Jia, J.; Luan, H.; and Sun, M. 2016 · 2016
Cited alongside, same era.
Representation Learning of Knowledge Graphs with Hierarchical Types
Xie, R.; Liu, Z.; and Sun, M. 2016 · 2016
Cited alongside, same era.
Distant Supervision for Relation Extraction with Sentence-Level Attention and Entity Descriptions
Ji, G.; Liu, K.; He, S.; Zhao, J.; et al. 2017 · 2017
Cited alongside, same era.
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QANet: Combining Local Convolution with Global Self-Attention for Reading Comprehension
Yu, A. W.; Dohan, D.; Luong, M.-T.; Zhao, R.; Chen, K.; Norouzi, M.; and Le, Q. V. 2018 · 2018
Later among the works it cites.
Multi-view intact space clustering
Huang, L.; Chao, H.-Y.; and Wang, C.-D. 2019 · 2019
Later among the works it cites.
Cross-relation cross-bag attention for distantly-supervised relation extraction
Yuan, Y.; Liu, L.; Tang, S.; Zhang, Z.; Zhuang, Y.; Pu, S.; Wu, F.; and Ren, X. 2019 · 2019
Later among the works it cites.
Are Noisy Sentences Useless for Distant Supervised Relation Extraction?
Shang, Y.; Huang, H. Y.; Mao, X.; Sun, X.; and Wei, W. 2020 · 2020
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