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Relation extraction (RE) has achieved remarkable progress with the help of pre-trained language models.
REALM: retrieval-augmented language model pre-training
Kelvin Guu, Kenton Lee, Zora Tung, Panupong Pasupat, and Ming-Wei Chang. 2020 · 2002
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Distant supervision for relation extraction without labeled data
Mike Mintz, Steven Bills, Rion Snow, and Daniel Jurafsky. 2009 · 2009
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Neural relation extraction with selective attention over instances
Yankai Lin, Shiqi Shen, Zhiyuan Liu, Huanbo Luan, and Maosong Sun. 2016 · 2016
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Position-aware attention and supervised data improve slot filling
Yuhao Zhang, Victor Zhong, Danqi Chen, Gabor Angeli, and Christopher D. Manning. 2017 · 2017
Earlier work this paper cites.
Multi-task identification of entities, relations, and coreference for scientific knowledge graph construction
Yi Luan, Luheng He, Mari Ostendorf, and Hannaneh Hajishirzi. 2018 · 2018
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RESIDE: Improving distantly-supervised neural relation extraction using side information
Shikhar Vashishth, Rishabh Joshi, Sai Suman Prayaga, Chiranjib Bhattacharyya, and Partha Talukdar. 2018 · 2018
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Matching the blanks: Distributional similarity for relation learning
Livio Baldini Soares, Nicholas FitzGerald, Jeffrey Ling, and Tom Kwiatkowski. 2019 · 2019
Earlier work this paper cites.
SciBERT: A pretrained language model for scientific text
Iz Beltagy, Kyle Lo, and Arman Cohan. 2019 · 2019
Earlier work this paper cites.
BERT: Pre-training of deep bidirectional transformers for language understanding
Jacob Devlin, Ming-Wei Chang, Kenton Lee, and Kristina Toutanova. 2019 · 2019
Cited alongside, same era.
OpenNRE: An open and extensible toolkit for neural relation extraction
Xu Han, Tianyu Gao, Yuan Yao, Deming Ye, Zhiyuan Liu, and Maosong Sun. 2019 · 2019
Cited alongside, same era.
Transfer learning in biomedical natural language processing: An evaluation of BERT and elmo on ten benchmarking datasets
Yifan Peng, Shankai Yan, and Zhiyong Lu. 2019 · 2019
Cited alongside, same era.
Dynamically updating event representations for temporal relation classification with multi-category learning
Fei Cheng, Masayuki Asahara, Ichiro Kobayashi, and Sadao Kurohashi. 2020 · 2020
Cited alongside, same era.
Generalization through memorization: Nearest neighbor language models
Urvashi Khandelwal, Omer Levy, Dan Jurafsky, Luke Zettlemoyer, and Mike Lewis. 2020 · 2020
Cited alongside, same era.
Copymtl: Copy mechanism for joint extraction of entities and relations with multi-task learning
Daojian Zeng, Haoran Zhang, and Qianying Liu. 2020 · 2020
Later among the works it cites.
Minimize exposure bias of Seq2Seq models in joint entity and relation extraction
Ranran Haoran Zhang, Qianying Liu, Aysa Xuemo Fan, Heng Ji, Daojian Zeng, Fei Cheng, Daisuke Kawahara, and Sadao Kurohashi. 2020 · 2020
Later among the works it cites.
CIL: Contrastive instance learning framework for distantly supervised relation extraction
Tao Chen, Haizhou Shi, Siliang Tang, Zhigang Chen, Fei Wu, and Yueting Zhuang. 2021 · 2021
Later among the works it cites.
GNN-LM: language modeling based on global contexts via GNN
Yuxian Meng, Shi Zong, Xiaoya Li, Xiaofei Sun, Tianwei Zhang, Fei Wu, and Jiwei Li. 2021 · 2021
Later among the works it cites.
Webred: Effective pretraining and finetuning for relation extraction on the web
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A joint neural model for information extraction with global features
Ying Lin, Heng Ji, Fei Huang, and Lingfei Wu. 2020 · 2020
Cited alongside, same era.
Learning from Context or Names? An Empirical Study on Neural Relation Extraction
Hao Peng, Tianyu Gao, Xu Han, Yankai Lin, Peng Li, Zhiyuan Liu, Maosong Sun, and Jie Zhou. 2020 · 2020
Cited alongside, same era.
Two are better than one: Joint entity and relation extraction with table-sequence encoders
Jue Wang and Wei Lu. 2020 · 2020
Cited alongside, same era.
Róbert Ormándi, Mohammad Saleh, Erin Winter, and Vinay Rao. 2021 · 2021
Later among the works it cites.
A frustratingly easy approach for entity and relation extraction
Zexuan Zhong and Danqi Chen. 2021 · 2021
Later among the works it cites.
An improved baseline for sentence-level relation extraction
Wenxuan Zhou and Muhao Chen. 2021 · 2021
Later among the works it cites.
Relation extraction with weighted contrastive pre-training on distant supervision
Zhen Wan, Fei Cheng, Qianying Liu, Zhuoyuan Mao, Haiyue Song, and Sadao Kurohashi. 2022 · 2022
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