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Universal Information Extraction (UIE) has been introduced as a unified framework for various Information Extraction (IE) tasks and has achieved widespread success.
Generating long sequences with sparse transformers
Rewon Child, Scott Gray, Alec Radford, and Ilya Sutskever. 2019 · 1904
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Massively multilingual neural machine translation in the wild: Findings and challenges
Naveen Arivazhagan, Ankur Bapna, Orhan Firat, Dmitry Lepikhin, Melvin Johnson, Maxim Krikun, Mia Xu Chen, Yuan Cao, George F. Foster, Colin Cherry, Wolfgang Macherey, Zhifeng Chen, and Yonghui Wu. 2019 · 1907
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Span-based joint entity and relation extraction with transformer pre-training
Markus Eberts and Adrian Ulges. 2019 · 1909
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Modeling named entity embedding distribution into hypersphere
Zhuosheng Zhang, Bingjie Tang, Zuchao Li, and Hai Zhao. 2019 · 1909
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The common pattern specification language
Douglas E. Appelt and Boyan Onyshkevych. 1998 · 1998
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A machine learning approach to information extraction
Alberto Téllez-Valero, Manuel Montes-y-Gómez, and Luis Villaseñor Pineda. 2005 · 2005
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A supervised machine learning approach for event-event relation identification
Anup Kumar Kolya, Asif Ekbal, and Sivaji Bandyopadhyay. 2010 · 2010
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Youmi Ma, Tatsuya Hiraoka, and Naoaki Okazaki. 2020 · 2010
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Development of a benchmark corpus to support the automatic extraction of drug-related adverse effects from medical case reports
Harsha Gurulingappa, Abdul Mateen Rajput, Angus Roberts, Juliane Fluck, Martin Hofmann-Apitius, and Luca Toldo. 2012 · 2012
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Cross-lingual universal dependency parsing only from one monolingual treebank
Kailai Sun, Zuchao Li, and Hai Zhao. 2020 · 2012
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Attention is all you need
Ashish Vaswani, Noam Shazeer, Niki Parmar, Jakob Uszkoreit, Llion Jones, Aidan N. Gomez, Lukasz Kaiser, and Illia Polosukhin. 2017 · 2017
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Universal language model fine-tuning for text classification
Jeremy Howard and Sebastian Ruder. 2018 · 2018
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Joint learning of POS and dependencies for multilingual Universal Dependency parsing
Zuchao Li, Shexia He, Zhuosheng Zhang, and Hai Zhao. 2018 · 2018
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Deep contextualized word representations
Matthew E. Peters, Mark Neumann, Mohit Iyyer, Matt Gardner, Christopher Clark, Kenton Lee, and Luke Zettlemoyer. 2018 · 2018
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Robust distant supervision relation extraction via deep reinforcement learning
Pengda Qin, Weiran Xu, and William Yang Wang. 2018 · 2018
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Massively multilingual neural machine translation
Roee Aharoni, Melvin Johnson, and Orhan Firat. 2019 · 2019
Cited alongside, same era.
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.
Adaptive attention span in transformers
Sainbayar Sukhbaatar, Edouard Grave, Piotr Bojanowski, and Armand Joulin. 2019 · 2019
Cited alongside, same era.
Unsupervised cross-lingual representation learning at scale
Alexis Conneau, Kartikay Khandelwal, Naman Goyal, Vishrav Chaudhary, Guillaume Wenzek, Francisco Guzmán, Edouard Grave, Myle Ott, Luke Zettlemoyer, and Veselin Stoyanov. 2020 · 2020
Cited alongside, same era.
Reasoning with latent structure refinement for document-level relation extraction
Guoshun Nan, Zhijiang Guo, Ivan Sekulic, and Wei Lu. 2020 · 2020
Cited alongside, same era.
Boundary enhanced neural span classification for nested named entity recognition
Subsequence based deep active learning for named entity recognition
Puria Radmard, Yassir Fathullah, and Aldo Lipani. 2021 · 2021
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Joint entity and relation extraction from scientific documents: Role of linguistic information and entity types
TYSS Santosh, Prantika Chakraborty, Sudakshina Dutta, Debarshi Kumar Sanyal, and Partha Pratim Das. 2021 · 2021
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Learning span-level interactions for aspect sentiment triplet extraction
Lu Xu, Yew Ken Chia, and Lidong Bing. 2021 · 2021
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A unified generative framework for various NER subtasks
Hang Yan, Tao Gui, Junqi Dai, Qipeng Guo, Zheng Zhang, and Xipeng Qiu. 2021 · 2021
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Towards generative aspect-based sentiment analysis
Wenxuan Zhang, Xin Li, Yang Deng, Lidong Bing, and Wai Lam. 2021 · 2021
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Chuanqi Tan, Wei Qiu, Mosha Chen, Rui Wang, and Fei Huang. 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.
Integrating deep learning with logic fusion for information extraction
Wenya Wang and Sinno Jialin Pan. 2020 · 2020
Cited alongside, same era.
Position-aware tagging for aspect sentiment triplet extraction
Lu Xu, Hao Li, Wei Lu, and Lidong Bing. 2020 · 2020
Cited alongside, same era.
Big bird: Transformers for longer sequences
Manzil Zaheer, Guru Guruganesh, Kumar Avinava Dubey, Joshua Ainslie, Chris Alberti, Santiago Ontañón, Philip Pham, Anirudh Ravula, Qifan Wang, Li Yang, and Amr Ahmed. 2020 · 2020
Cited alongside, same era.
Boningknife: Joint entity mention detection and typing for nested NER via prior boundary knowledge
Huiqiang Jiang, Guoxin Wang, Weile Chen, Chengxi Zhang, and Börje F. Karlsson. 2021 · 2021
Cited alongside, same era.
Seeking common but distinguishing difference, a joint aspect-based sentiment analysis model
Hongjiang Jing, Zuchao Li, Hai Zhao, and Shu Jiang. 2021 · 2021
Cited alongside, same era.
Yuqi Chen, Keming Chen, Xian Sun, and Zequn Zhang. 2022 · 2022
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Jcbie: a joint continual learning neural network for biomedical information extraction
Kai He, Rui Mao, Tieliang Gong, Erik Cambria, and Chen Li. 2022 · 2022
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An unsupervised multiple-task and multiple-teacher model for cross-lingual named entity recognition
Zhuoran Li, Chunming Hu, Xiaohui Guo, Junfan Chen, Wenyi Qin, and Richong Zhang. 2022 · 2022
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Unified structure generation for universal information extraction
Yaojie Lu, Qing Liu, Dai Dai, Xinyan Xiao, Hongyu Lin, Xianpei Han, Le Sun, and Hua Wu. 2022 · 2022
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Global pointer: Novel efficient span-based approach for named entity recognition
Jianlin Su, Ahmed Murtadha, Shengfeng Pan, Jing Hou, Jun Sun, Wanwei Huang, Bo Wen, and Yunfeng Liu. 2022 · 2022
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Nested named entity recognition as corpus aware holistic structure parsing
Yifei Yang, Zuchao Li, and Hai Zhao. 2022 · 2022
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Packed levitated marker for entity and relation extraction
Deming Ye, Yankai Lin, Peng Li, and Maosong Sun. 2022 · 2022
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Fusing heterogeneous factors with triaffine mechanism for nested named entity recognition
Zheng Yuan, Chuanqi Tan, Songfang Huang, and Fei Huang. 2022 · 2022
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Boundary smoothing for named entity recognition
Enwei Zhu and Jinpeng Li. 2022 · 2022
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Long-range sequence modeling with predictable sparse attention
Yimeng Zhuang, Jing Zhang, and Mei Tu. 2022 · 2022
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