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Named entity recognition (NER) task aims at identifying entities from a piece of text that belong to predefined semantic types such as person, location, organization, etc.
Roberta: A robustly optimized bert pretraining approach
Yinhan Liu, Myle Ott, Naman Goyal, Jingfei Du, Mandar Joshi, Danqi Chen, Omer Levy, Mike Lewis, Luke Zettlemoyer, and Veselin Stoyanov · 1907
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A trainable summarizer with knowledge acquired from robust nlp techniques
Chinatsu Aone · 1999
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A rule-based named entity recognition system for speech input
Ji-Hwan Kim and Philip C Woodland · 2000
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Conditional random fields: Probabilistic models for segmenting and labeling sequence data
John Lafferty, Andrew McCallum, and Fernando CN Pereira · 2001
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The genia corpus: An annotated research abstract corpus in molecular biology domain
Tomoko Ohta, Yuka Tateisi, Jin-Dong Kim, Hideki Mima, and Junichi Tsujii · 2002
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Improving machine translation quality with automatic named entity recognition
Bogdan Babych and Anthony Hartley · 2003
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Definition, dictionaries and tagger for extended named entity hierarchy
Satoshi Sekine and Chikashi Nobata · 2004
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A linear programming formulation for global inference in natural language tasks
Dan Roth and Wen-tau Yih · 2004
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Unsupervised named-entity extraction from the web: An experimental study
Oren Etzioni, Michael Cafarella, Doug Downey, Ana-Maria Popescu, Tal Shaked, Stephen Soderland, Daniel S Weld, and Alexander Yates · 2005
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Prominer: rule-based protein and gene entity recognition
Daniel Hanisch, Katrin Fundel, Heinz-Theodor Mevissen, Ralf Zimmer, and Juliane Fluck · 2005
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Named entity recognition for question answering
Diego Mollá, Menno Van Zaanen, and Daniel Smith · 2006
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A multilingual named entity recognition system using boosting and c4. 5 decision tree learning algorithms
György Szarvas, Richárd Farkas, and András Kocsor · 2006
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Proximity-based document representation for named entity retrieval
Desislava Petkova and W Bruce Croft · 2007
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Recognising nested named entities in biomedical text
Beatrice Alex, Barry Haddow, and Claire Grover · 2007
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Named entity recognition in query
Jiafeng Guo, Gu Xu, Xueqi Cheng, and Hang Li · 2009
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Nested named entity recognition
Jenny Rose Finkel and Christopher D Manning · 2009
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Modeling relations and their mentions without labeled text
Sebastian Riedel, Limin Yao, and Andrew McCallum · 2010
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Recognizing named entities in tweets
Xiaohua Liu, Shaodian Zhang, Furu Wei, and Ming Zhou · 2011
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Chemspot: a hybrid system for chemical named entity recognition
Tim Rocktäschel, Michael Weidlich, and Ulf Leser · 2012
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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
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Unsupervised biomedical named entity recognition: Experiments with clinical and biological texts
Shaodian Zhang and Noémie Elhadad · 2013
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Bidirectional lstm-crf models for sequence tagging
Zhiheng Huang, Wei Xu, and Kai Yu · 2015
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The fixed-size ordinally-forgetting encoding method for neural network language models
Shiliang Zhang, Hui Jiang, Mingbin Xu, Junfeng Hou, and Li-Rong Dai · 2015
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Biomedical named entity recognition based on deep neutral network
Lin Yao, Hong Liu, Yi Liu, Xinxin Li, and Muhammad Waqas Anwar · 2015
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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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Neural architectures for named entity recognition
Guillaume Lample, Miguel Ballesteros, Sandeep Subramanian, Kazuya Kawakami, and Chris Dyer · 2016
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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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Dependency-guided lstm-crf for named entity recognition
Zhanming Jie and Wei Lu · 2019
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Xlnet: Generalized autoregressive pretraining for language understanding
Zhilin Yang, Zihang Dai, Yiming Yang, Jaime Carbonell, Russ R Salakhutdinov, and Quoc V Le · 2019
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GraphRel: Modeling text as relational graphs for joint entity and relation extraction
Tsu-Jui Fu, Peng-Hsuan Li, and Wei-Yun Ma · 2019
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Learning the extraction order of multiple relational facts in a sentence with reinforcement learning
Xiangrong Zeng, Shizhu He, Daojian Zeng, Kang Liu, Shengping Liu, and Jun Zhao · 2019
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Alexandra Pomares Quimbaya, Alejandro Sierra Múnera, Rafael Andrés González Rivera, Julián Camilo Daza Rodríguez, Oscar Mauricio Muñoz Velandia, Angel Alberto Garcia Peña, and Cyril Labbé · 2016
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Fast and accurate entity recognition with iterated dilated convolutions
Emma Strubell, Patrick Verga, David Belanger, and Andrew McCallum · 2017
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Neural models for sequence chunking
Feifei Zhai, Saloni Potdar, Bing Xiang, and Bowen Zhou · 2017
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Leveraging linguistic structures for named entity recognition with bidirectional recursive neural networks
Peng-Hsuan Li, Ruo-Ping Dong, Yu-Siang Wang, Ju-Chieh Chou, and Wei-Yun Ma · 2017
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Character-level neural network for biomedical named entity recognition
Mourad Gridach · 2017
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Named entity recognition with stack residual lstm and trainable bias decoding
Quan Tran, Andrew MacKinlay, and Antonio Jimeno Yepes · 2017
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Joint extraction of entities and relations based on a novel tagging scheme
Suncong Zheng, Feng Wang, Hongyun Bao, Yuexing Hao, Peng Zhou, and Bo Xu · 2017
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Tung Tran and Ramakanth Kavuluru · 2019
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Span-based joint entity and relation extraction with transformer pre-training
Markus Eberts and Adrian Ulges · 2019
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Albert: A lite bert for self-supervised learning of language representations
Zhenzhong Lan, Mingda Chen, Sebastian Goodman, Kevin Gimpel, Piyush Sharma, and Radu Soricut · 2019
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SciBERT: A pretrained language model for scientific text
Iz Beltagy, Kyle Lo, and Arman Cohan · 2019
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Unsupervised multi-granular chinese word segmentation and term discovery via graph partition
Zheng Yuan, Yuanhao Liu, Qiuyang Yin, Boyao Li, Xiaobin Feng, Guoming Zhang, and Sheng Yu · 2020
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Pyramid: A layered model for nested named entity recognition
Jue Wang, Lidan Shou, Ke Chen, and Gang Chen · 2020
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Boundary enhanced neural span classification for nested named entity recognition
Chuanqi Tan, Wei Qiu, Mosha Chen, Rui Wang, and Fei Huang · 2020
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Named entity recognition as dependency parsing
Juntao Yu, Bernd Bohnet, and Massimo Poesio · 2020
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A frustratingly easy approach for entity and relation extraction
Zexuan Zhong and Danqi Chen · 2020
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A novel cascade binary tagging framework for relational triple extraction
Zhepei Wei, Jianlin Su, Yue Wang, Yuan Tian, and Yi Chang · 2020
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Two are better than one: Joint entity and relation extraction with table-sequence encoders
Jue Wang and Wei Lu · 2020
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Cluener2020: fine-grained named entity recognition dataset and benchmark for chinese
Liang Xu, Qianqian Dong, Yixuan Liao, Cong Yu, Yin Tian, Weitang Liu, Lu Li, Caiquan Liu, Xuanwei Zhang, et al · 2020
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Building a pediatric medical corpus: Word segmentation and named entity annotation
Zan Hongying, Li Wenxin, Zhang Kunli, Ye Yajuan, Chang Baobao, and Sui Zhifang · 2020
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Fusing heterogeneous factors with triaffine mechanism for nested named entity recognition
Zheng Yuan, Chuanqi Tan, Songfang Huang, and Fei Huang · 2021
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Roformer: Enhanced transformer with rotary position embedding
Jianlin Su, Yu Lu, Shengfeng Pan, Bo Wen, and Yunfeng Liu · 2021
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