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+1999
+
+- Andrew Eilot Borthwick.[A maximum entropy approach to named entity recognition](https://dl.acm.org/citation.cfm?id=930095).
+- Andrei Mikheev,Claire Grover,Marc Moens.[XML tools and architecture for Named Entity recognition](https://dl.acm.org/citation.cfm?id=334077)
+
+2005
+
+- Jenny Rose Finkel,Trond Grenager,and Christopher Manning.[Incorporating Non-ocal Information into Information Extraction Systems by Gibbs Sampling](https://nlp.stanford.edu/~manning/papers/gibbscrf3.pdf). ACL 2005.
+
+2006
+
+- Richárd Farkas, György Szarvas, András Kocsor.[Named entity recognition for Hungarian using various machine learning algorithms](https://dl.acm.org/citation.cfm?id=1159611).
+
+2008
+
+- Ignazio Gallo,Elisabetta Bingahi,Moreno Carullo,Nicola Lambetri.[Named Entity Recognition by Neural Sliding Window](https://dl.acm.org/citation.cfm?id=1470273). DAS 2018.
+
+2009
+
+- Lev Ratinovand Dan Roth.[Design challenges and misconceptions in named entity recognition](https://dl.acm.org/citation.cfm?id=1596399) in proceedings of CoNLL 2019.
+- Asif Ekbal,Sivaji Bandyopadhyay.[Bengali Named Entity Recognition Using Classifier Combination](https://dl.acm.org/citation.cfm?id=1510912).ICAPR 2009.
+
+2010
+
+- A.T.Winck,K.S.Machiado,D.D.Ruiz,V.L.Strube de Lima.[Association rules to identify receptor and ligand structures through named entities recognition](https://dl.acm.org/citation.cfm?id=1945970). IEA/AIE 2010.
+
+2011
+
+- Alan Ritter, Sam Clark, and Oren Etzioni.[Named entity recognition in tweets: an experimental study](https://dl.acm.org/citation.cfm?id=2145595). EMNLP 2011.
+
+2012
+
+- Alan Ritter, Oren Etzioni, and Sam Clark.[Open domain event extraction from twitter](https://dl.acm.org/citation.cfm?id=2339704).KDD 2012.
+- Vassilis Plachouras,Matthieu Riviere,Michalis Vazirgiannis.[Named entity recognition and identification for finding the owner of a home page](https://dl.acm.org/citation.cfm?id=2342641).PAKDD 2012.
+- Mandefro Lagesse Kejela,Dejene Ejigu Dedefa.[Named Entity Recognition for Afan Oromo: Developing Named Entity Recognition for Resource Scarce Languages](https://dl.acm.org/citation.cfm?id=2408321)
+
+2013
+
+- Avirup Sil.[Exploring re-ranking approaches for joint named-entity recognition and linking](https://dl.acm.org/citation.cfm?id=2513177). PIKM 2013.
+- Arivup Sil,Alexander Yates.[Re-ranking for joint named-entity recognition and linking](https://dl.acm.org/citation.cfm?id=2505601). CIKM 2013.
+- Tomoya Iwakura,Hiroya Takamura,Manabu Okumura.[A Named Entity Recognition Method Based on Decomposition and Concatenation of Word Chunks](https://dl.acm.org/citation.cfm?id=2499958). ACM 2013.
+
+2014
+
+- Dinesh Kumar Prabhakar, Shantanu Dubey, Bharti Goel,Sukomal Pal.[ISM@FIRE-2014: Named Entity Recognition for Indian Languages](https://dl.acm.org/citation.cfm?id=2824881). FIRE 2014.
+
+2015
+
+- Zhiheng Huang, Wei Xu, Kai Yu.[Bidirectional LSTM-CRF Models for Sequence Tagging](https://arxiv.org/abs/1508.01991). CS 2015.
+- Xiang Ren, Ahmed El-Kishky, Chi Wang, FangboTao, Clare R.Voss, and JiaweiHan.[Clustype: Effective Entity Recognition and Typing by Relation Phrase-Based Clustering](https://dl.acm.org/citation.cfm?id=2783362). KDD 2015.
+
+2016
+
+- Guillaume Lample, Miguel Ballesteros, Sandeep Subramanian, Kazuya Kawakami, and Chris Dyer.[Neural Architectures for Named Entity Recognition](https://arxiv.org/abs/1603.01360). NAACL-HLT 2016.
+- Xuezhe Ma and Eduard Hovy.[End-to-end Sequence Labeling via Bi-directional LSTM-CNNs-CRF](https://arxiv.org/abs/1603.01354). ACL 2016.
+
+2017
+
+- Nils Reimersand IrynaGurevych.[Reporting Score Distributions Makes a Difference: Performance Study of LSTM-networks for Sequence Tagging](https://arxiv.org/abs/1707.09861). EMNLP 2017.
+- Wenqi He.[Autoentity: automated entity detection from massive text corpora](https://www.ideals.illinois.edu/handle/2142/97395)
+- Jason Fries, Sen Wu, Alex Ratner, and Christopher Ré.2-17.[SwellShark: A Generative Model for Biomedical Named Entity Recognition without Labeled Data](https://arxiv.org/abs/1704.06360). NASA 2017.
+- AthanasiosGiannakopoulos, ClaudiuMusat, AndreeaHossmann, and Michael Baeriswyl.[Unsupervised Aspect Term Extraction with B-LSTM & CRF using Automatically Labelled Datasets](https://arxiv.org/abs/1709.05094). WCAS 2017.
+- MengJiang, Jingbo Shang, Xiang Ren, Taylor Cassidy, Lance Kaplan, Timothy Hanratty, and JiaweiHan.[MetaPAD: Meta Pattern-driven Attribute Discovery from Massive Text Corpora](https://arxiv.org/abs/1703.04213). KDD 2017.
+- Qi Li, MengJiang, XikunZhang, MengQu, Timothy Hanratty, Jing Gao, and JiaweiHan.[TruePIE: Discovering Reliable Patterns in Pattern-Based Information Extraction](https://www.researchgate.net/publication/326499474_TruePIE_Discovering_Reliable_Patterns_in_Pattern-Based_Information_Extraction). KDD 2018.
+- Shijia E,Yang Xiang.2017.[Chinese Named Entity Recognition with Character-Word Mixed Embedding](https://dl.acm.org/citation.cfm?id=3133088). CIKM 2017.
+- Burcu Kpeliolu,Tankut Acarman,Bernard Levrat.[Metonymy Resolution through Named Entity Recognition](https://dl.acm.org/citation.cfm?id=3137315)
+- Rafael Peres,Diego Esteves,Gaurav Maheswari.[Bidirectional LSTM with a Context Input Window for Named Entity Recognition in Tweets](https://dl.acm.org/citation.cfm?id=3154478). K-CAP 2017.
+- Siliang Tang，Ning Zhang，Jinjiang Zhang，Fei Wu，Yueting Zhuang.[A Neural Inductive Teaching Framework for Domain-Specific NER](https://www.aclweb.org/anthology/D17-1280/) . EMNLP 2017.
+
+2018
+
+- Jingbo Shang,LiyuanLiu,XiaotaoGu,Xiang Ren,TengRen and JiaweiHan.[Learning Named Entity Tagger using DomainSpecific Dictionary](https://arxiv.org/abs/1809.03599). EMNLP 2018.
+- LiyuanLiu, Xiang Ren, Jingbo Shang, Xiaotao Gu, Jian Peng and JiaweiHan.[Efficient Contextualized Representation: Language Model Pruning for Sequence Labeling](https://arxiv.org/abs/1804.07827). EMNLP 2018.
+- LiyuanLiu, Jingbo Sahng, Frank Xu, Xiang Ren, HuanGui, Jian Peng and JiaweiHan.[Empower Sequence Labeling with Task-Aware Neural Language Model](https://arxiv.org/abs/1709.04109). AAAI 2018.
+- Xuan Wang, Yu Zhang, Xiang Ren, Yuhao Zhang, MarinkaZitnik, Jingbo Shang, Curtis Langlotz, and JiaweiHan.[Cross-type Biomedical Named Entity Recognition with Deep Multi-Task Learning](https://arxiv.org/abs/1801.09851) .
+- Matthew Peters, Mark Neumann, MohitIyyer, Matt Gardner, Christopher Clark, Kenton Lee, and Luke Zettlemoyer.[Deep Contextualized Word Representations](https://arxiv.org/abs/1802.05365). ACL 2018.
+- Alan Akbik, Duncan Blythe, and Roland Vollgraf.[Contextual String Embeddings for Sequence Labeling](https://www.researchgate.net/publication/328562439_Contextual_String_Embeddings_for_Sequence_Labeling). COLING 2018.
+- Xuan Wang, Yu Zhang, Qi Li, Cathy H.Wu, Jiawei Han.[PENNER: Pattern-enhanced Nested Named Entity Recognition in Biomedical Literature](https://www.zhuanzhi.ai/topic/2001066926600464/10.1109/BIBM.2018.8621485). BIBM 2018.
+- Qi Li, Xuan Wang, Yu Zhang, Fei Ling, Cathy H.Wu, Jiawei Han.[Pattern Discovery for Wide-Window Open Information Extraction in Biomedical Literature](https://www.zhuanzhi.ai/topic/2001066926600464/10.1109/BIBM.2018.8621375). BIBM 2018.
+- Yue Zhang，Jie Yang.[Chinese NER Using Lattice LSTM](https://arxiv.org/abs/1805.02023) . ACL 2018.
+- Yanyao Shen，Hyokun Yun，Zachary C.Lipton，Yakov Kronrod，Animashree Anandkrumar.[Deep Active Learning for Named Entity Recognition](https://arxiv.org/abs/1707.05928). ICLR 2018.
+
+2019
+
+- Ying Luo, Fengshun Xiao, Hai Zhao.[Hierarchical Contextualized Representation for Named Entity Recognition](https://arxiv.org/abs/1911.02257). NASA ADS 2019.
+- Hang Yan, Bocao Deng, Xiaonan Li, Xipeng Qiu.[TENER: Adapting Transformer Encoder for Named Entity Recognition](https://arxiv.org/abs/1911.04474). NASA ADS 2019.
+- Pratyay Banerjee, Kuntal Kumar Pal, Murthy Devarakonda, Chitta Baral.[Knowledge Guided Named Entity Recognition](https://arxiv.org/abs/1911.03869). NASA ADS 2019.
+- Zhanming Jie, Pengjun Xie, Wei Lu, Ruixue Ding, Linlin Li.[Better Modeling of Incomplete Annotations for Named Entity Recognition](https://www.aclweb.org/anthology/N19-1079/). ACL 2019.
+- Yuying Zhu and Guoxin Wang.[ CAN-NER: Convolutional Attention Network for Chinese Named Entity Recognition](https://arxiv.org/pdf/1904.02141.pdf). NAACL 2019.
+- M Saiful Bari, Shafiq Joty, Prathyusha Jwalapuram.[Zero-Resource Cross-Lingual Named Entity Recognition](https://arxiv.org/abs/1911.09812).
+- Haw-Shiuan Chang, Shankar Vembu, Sunil Mohan, Rheeya Uppaal, Andrew McCallum.[Overcoming Practical Issues of Deep Active Learning and its Applications on Named Entity Recognition](https://arxiv.org/abs/1911.07335)
+- Binh An Nguyen, Kiet Van Nguyen, Ngan Luu-Thuy Nguyen.[Error Analysis for Vietnamese Named Entity Recognition on Deep Neural Network Models](https://arxiv.org/abs/1911.07228)
+- Fangzhao Wu,Junxin Liu,Chuhan Wu,Yongfeng Huang,Xing Xie.[Neural Chinese Named Entity Recognition via CNN-LSTM-CRF and Joint Training with Word Segmentation](https://dl.acm.org/citation.cfm?id=3313743). WWW 2019.
+- Mohammed Nadher Abdo Ali, Guanzheng Tan, Aamir Hussain.[Boosting Arabic Named-Entity Recognition With Multi-Attention Layer](https://ieeexplore.ieee.org/document/8685084). IEEE 2019.
+- Juae Kim,Youngjoong Ko,Jungyun Seo.[A Bootstrapping Approach With CRF and Deep Learning Models for Improving the Biomedical Named Entity Recognition in Multi-Domains](https://ieeexplore.ieee.org/document/8703375). IEEE 2019.
+- Donghyeon Kim, Jinhyuk Lee, Chan Ho So, Hwisang Jeon, Minbyul Jeong, Yonghwa Choi, Wonjin Yoon, Mujeen Sung, Jaewoo Kang[A Neural Named Entity Recognition and Multi-Type Normalization Tool for Biomedical Text Mining](https://ieeexplore.ieee.org/document/8730332). IEEE 2019.
+- Xiaoya Li，Jingrong Feng，Yuxian Meng，Qinghong Han，Fei Wu，Jiwei Li.[A Unified MRC Framework for Named Entity Recognition](https://arxiv.org/pdf/1910.11476.pdf).
+- Hao Wei, Mingyuan Gao, Ai zhou, Fei chen, Wen Qu, Chunli Wang, Mingyu Lu.[Named Entity Recognition From Biomedical Texts Using a Fusion Attention-Based BiLSTM-CRF](https://ieeexplore.ieee.org/document/8730360). IEEE 2019.
+- Guohua Wu, Guangen Tang, Zhongru Wang, Zhen Zhang, Zhen Wang.[An Attention-Based BiLSTM-CRF Model for Chinese Clinic Named Entity Recognition](https://ieeexplore.ieee.org/document/8798611). IEEE 2019.
+- Chadi Helwe, Shady Elbassuoni.[[Arabic named entity recognition via deep co-learning](https://link.springer.com/article/10.1007%2Fs10462-019-09688-6)
+- Xuan Wang, Yu Zhang, Xiang Ren, Yuhao Zhang, Marinka Zitnik, Jingbo Shang, Curtis Langlotz, JiaweiHan.[Cross-type biomedical named entity recognition with deep multi-task learning](https://academic.oup.com/bioinformatics/article/35/10/1745/5126922)
+- Xi Wang, Jiagao Lyu, Li Dong, Ke Xu.[Multitask learning for biomedical named entity recognition with cross-sharing structure](https://bmcbioinformatics.biomedcentral.com/articles/10.1186/s12859-019-3000-5). BMC 2019.
+- Wonjin Yoon, Chan Ho So, Jinhyuk Lee, Jaewoo Kang.[CollaboNet: collaboration of deep neural networks for biomedical named entity recognition](https://bmcbioinformatics.biomedcentral.com/articles/10.1186/s12859-019-2813-6). BMC 2019.
+
+2020
+
+- Xiaofeng Mu, Wei Wang, Aiping Xu.[Incorporating token-level dictionary feature into neural model for named entity recognition](https://doi.org/10.1016/j.neucom.2019.09.005)
+
+
+
+**Reference** 
+
+https://www.zhuanzhi.ai/topic/2001066926600464/awesome
--- a/docs/词汇增强.md
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+# 有效提升NER指标——基于词汇增强的实体抽取方法总结
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				`# 有效提升NER指标——基于词汇增强的实体抽取方法总结`