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Named entity recognition (NER) is a widely studied task in natural language processing.
The hungarian method for the assignment problem
Harold W Kuhn · 1955
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GloVe: Global vectors for word representation
Jeffrey Pennington, Richard Socher, and Christopher Manning · 2014
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Bidirectional lstm-crf models for sequence tagging
Zhiheng Huang, Wei Xu, and Kai Yu · 2015
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Joint mention extraction and classification with mention hypergraphs
Wei Lu and Dan Roth · 2015
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Named entity recognition with bidirectional lstm-cnns
Jason PC Chiu and Eric Nichols · 2016
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How to train good word embeddings for biomedical NLP
Billy Chiu, Gamal Crichton, Anna Korhonen, and Sampo Pyysalo · 2016
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Deep biaffine attention for neural dependency parsing
Timothy Dozat and Christopher D. Manning · 2016
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Neural architectures for named entity recognition
Guillaume Lample, Miguel Ballesteros, Sandeep Subramanian, Kazuya Kawakami, and Chris Dyer · 2016
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Faster r-cnn: Towards real-time object detection with region proposal networks
Shaoqing Ren, Kaiming He, Ross Girshick, and Jian Sun · 2016
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Overview of TAC-KBP2017 13 languages entity discovery and linking
Heng Ji, Xiaoman Pan, Boliang Zhang, Joel Nothman, James Mayfield, Paul McNamee, and Cash Costello · 2017
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Fixing weight decay regularization in adam
Ilya Loshchilov and Frank Hutter · 2017
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Attention is all you need
Ashish Vaswani, Noam Shazeer, Niki Parmar, Jakob Uszkoreit, Llion Jones, Aidan N Gomez, Łukasz Kaiser, and Illia Polosukhin · 2017
Cited alongside, same era.
A local detection approach for named entity recognition and mention detection
Mingbin Xu, Hui Jiang, and Sedtawut Watcharawittayakul · 2017
Cited alongside, same era.
Non-autoregressive neural machine translation
Jiatao Gu, James Bradbury, Caiming Xiong, Victor OK Li, and Richard Socher · 2018
Cited alongside, same era.
A neural layered model for nested named entity recognition
Meizhi Ju, Makoto Miwa, and Sophia Ananiadou · 2018
Cited alongside, same era.
Nested named entity recognition revisited
Arzoo Katiyar and Claire Cardie · 2018
Cited alongside, same era.
Deep exhaustive model for nested named entity recognition
Mohammad Golam Sohrab and Makoto Miwa · 2018
Cited alongside, same era.
A general framework for information extraction using dynamic span graphs
Yi Luan, Dave Wadden, Luheng He, Amy Shah, Mari Ostendorf, and Hannaneh Hajishirzi · 2019
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Nested named entity recognition via second-best sequence learning and decoding
Takashi Shibuya and Eduard Hovy · 2019
Later among the works it cites.
Neural architectures for nested ner through linearization
Jana Straková, Milan Straka, and Jan Hajic · 2019
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A boundary-aware neural model for nested named entity recognition
Changmeng Zheng, Yi Cai, Jingyun Xu, Ho-fung Leung, and Guandong Xu · 2019
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End-to-end object detection with transformers
Nicolas Carion, Francisco Massa, Gabriel Synnaeve, Nicolas Usunier, Alexander Kirillov, and Sergey Zagoruyko · 2020
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Neural segmental hypergraphs for overlapping mention recognition
Bailin Wang and Wei Lu · 2018
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
Cited alongside, same era.
Merge and label: A novel neural network architecture for nested ner
Joseph Fisher and Andreas Vlachos · 2019
Cited alongside, same era.
BioBERT: a pre-trained biomedical language representation model for biomedical text mining
Jinhyuk Lee, Wonjin Yoon, Sungdong Kim, Donghyeon Kim, Sunkyu Kim, Chan Ho So, and Jaewoo Kang · 2019
Cited alongside, same era.
Sequence-to-nuggets: Nested entity mention detection via anchor-region networks
Hongyu Lin, Yaojie Lu, Xianpei Han, and Le Sun · 2019
Cited alongside, same era.
Later among the works it cites.
Pyramid: A layered model for nested named entity recognition
Wang Jue, Lidan Shou, Ke Chen, and Gang Chen · 2020
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A unified MRC framework for named entity recognition
Xiaoya Li, Jingrong Feng, Yuxian Meng, Qinghong Han, Fei Wu, and Jiwei Li · 2020
Later among the works it cites.
Bipartite flat-graph network for nested named entity recognition
Ying Luo and Hai Zhao · 2020
Later among the works it cites.
HIT: Nested named entity recognition via head-tail pair and token interaction
Yu Wang, Yun Li, Hanghang Tong, and Ziye Zhu · 2020
Later among the works it cites.
Named entity recognition as dependency parsing
Juntao Yu, Bernd Bohnet, and Massimo Poesio · 2020
Later among the works it cites.