每天给你送来NLP技术干货！

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来自：AI自然语言处理与知识图谱

放假前看到了实体链接相关的一篇文章，节前已经给大家分享。开工了，也想花点时间着重看下近些年来实体链接这个任务目前的技术发展脉络，所以去各个顶会收集了一些论文，整理如下，大家参考~

一、2021

1、LNN-EL: A Neuro-Symbolic Approach to Short-text Entity Linking

会议：ACL 2021

作者：Hang Jiang, Sairam Gurajada, Qiuhao Lu, Sumit Neelam, Lucian Popa, Prithviraj Sen, Yunyao Li, Alexander Gray

链接：https://aclanthology.org/2021.acl-long.64/

2、MOLEMAN: Mention-Only Linking of Entities with a Mention Annotation Network

会议：ACL 2021

作者：Nicholas FitzGerald, Dan Bikel, Jan Botha, Daniel Gillick, Tom Kwiatkowski, Andrew McCallum

链接：https://aclanthology.org/2021.acl-short.37/

3、Learning Domain-Specialised Representations for Cross-Lingual Biomedical Entity Linking

会议：ACL 2021

作者：Fangyu Liu, Ivan Vulić, Anna Korhonen, Nigel Collier

链接：https://aclanthology.org/2021.acl-short.72/

4、Read, Retrospect, Select: An MRC Framework to Short Text Entity Linking

会议：AAAI 2021

作者：Yingjie Gu, Xiaoye Qu, Zhefeng Wang, Baoxing Huai, Nicholas Jing Yuan, Xiaolin Gui

链接：https://ojs.aaai.org/index.php/AAAI/article/view/17528

5、A Bidirectional Multi-paragraph Reading Model for Zero-shot Entity Linking

会议：AAAI 2021

作者：Hongyin Tang, Xingwu Sun, Beihong Jin, Fuzheng Zhang

链接：https://ojs.aaai.org/index.php/AAAI/article/view/17636

6、A Lightweight Neural Model for Biomedical Entity Linking

会议：AAAI 2021

作者：Lihu Chen,Gael Varoquaux,Fabian M. Suchanek

链接：https://ojs.aaai.org/index.php/AAAI/article/view/17499

7、Low-Rank Subspaces for Unsupervised Entity Linking

会议：EMNLP 2021

作者：Akhil Arora, Alberto Garcia-Duran, Robert West

链接：https://aclanthology.org/2021.emnlp-main.634/

8、Highly Parallel Autoregressive Entity Linking with Discriminative Correction

会议：EMNLP 2021

作者：Nicola De Cao, Wilker Aziz, Ivan Titov

链接：https://aclanthology.org/2021.emnlp-main.604/

9、Named Entity Recognition for Entity Linking: What Works and What's Next

会议：EMNLP 2021

作者：Simone Tedeschi, Simone Conia, Francesco Cecconi and Roberto Navigli

链接：https://aclanthology.org/2021.findings-emnlp.220.pdf

10、BERT might be Overkill: A Tiny but Effective Biomedical Entity Linker based on Residual Convolutional Neural Networks

会议：EMNLP 2021

作者：Tuan Lai, Heng Ji, ChengXiang Zhai

链接：https://aclanthology.org/2021.findings-emnlp.140/

11、 Clustering-based Inference for Biomedical Entity Linking

会议：NAACL 2021

作者：Rico Angell, Nicholas Monath, Sunil Mohan, Nishant Yadav, Andrew McCallum

链接：https://aclanthology.org/2021.naacl-main.205/

12、 Goodwill Hunting: Analyzing and Repurposing Off-the-Shelf Named Entity Linking Systems

会议：NAACL 2021

作者：Karan Goel, Laurel Orr, Nazneen Fatema Rajani, Jesse Vig, Christopher Ré

链接：https://aclanthology.org/2021.naacl-industry.26/

二、2020

1、From Zero to Hero: Human-In-The-Loop Entity Linking in Low Resource Domains

会议：ACL 2020

作者：Jan-Christoph Klie, Richard Eckart de Castilho, Iryna Gurevych

链接：https://aclanthology.org/2020.acl-main.624/

2、Improving Entity Linking through Semantic Reinforced Entity Embeddings

会议：ACL 2020

作者：Feng Hou, Ruili Wang, Jun He, Yi Zhou

链接：https://aclanthology.org/2020.acl-main.612/

3、Improving Entity Linking by Modeling Latent Entity Type Information

会议：AAAI 2020

作者：Shuang Chen, Jinpeng Wang, Feng Jiang, Chin-Yew Lin

链接：https://ojs.aaai.org//index.php/AAAI/article/view/6251

4、LATTE: Latent Type Modeling for Biomedical Entity Linking

会议：AAAI 2020

作者：Ming Zhu, Busra Celikkaya, Parminder Bhatia, Chandan K. Reddy

链接：https://ojs.aaai.org//index.php/AAAI/article/view/6526

5、A Recurrent Model for Collective Entity Linking with Adaptive Features

会议：AAAI 2020

作者：Xiaoling Zhou, Yukai Miao, Wei Wang, Jianbin Qin

链接：https://ojs.aaai.org/index.php/AAAI/article/view/5367

6、Fine-Grained Entity Typing for Domain Independent Entity Linking

会议：AAAI 2020

作者：Yasumasa Onoe, Greg Durrett

链接：https://ojs.aaai.org//index.php/AAAI/article/view/6380

7、COMETA: A Corpus for Medical Entity Linking in the Social Media

会议：EMNLP 2020

作者：Marco Basaldella, Fangyu Liu, Ehsan Shareghi and Nigel Collier

链接：https://aclanthology.org/2020.emnlp-main.253/

8、Scalable Zero-shot Entity Linking with Dense Entity Retrieval

会议：EMNLP 2020

作者：Ledell Wu, Fabio Petroni, Martin Josifoski, Sebastian Riedel and Luke Zettlemoyer

链接：https://aclanthology.org/2020.emnlp-main.519/

9、Entity Linking in 100 Languages

会议：EMNLP 2020

作者：Jan A. Botha, Zifei Shan and Daniel Gillick

链接：https://aclanthology.org/2020.emnlp-main.630/

10、Design Challenges in Low-resource Cross-lingual Entity Linking

会议：EMNLP 2020

作者：Xingyu Fu, Weijia Shi, Xiaodong Yu, Zian Zhao and Dan Roth

链接：https://aclanthology.org/2020.emnlp-main.521/

11、Efficient One-Pass End-to-End Entity Linking for Questions

会议：EMNLP 2020

作者：Belinda Z. Li, Sewon Min, Srinivasan Iyer, Yashar Mehdad and Wen-tau Yih

链接：https://aclanthology.org/2020.emnlp-main.522/

三、2019

1、Boosting Entity Linking Performance by Leveraging Unlabeled Documents

会议：ACL 2019

作者：Phong Le, Ivan Titov

链接：https://aclanthology.org/P19-1187/

2、Zero-Shot Entity Linking by Reading Entity Descriptions

会议：ACL 2019

作者：Lajanugen Logeswaran, Ming-Wei Chang, Kenton Lee, Kristina Toutanova, Jacob Devlin, Honglak Lee

链接：https://aclanthology.org/P19-1335/

3、Distant Learning for Entity Linking with Automatic Noise Detection

会议：ACL 2019

作者：Phong Le, Ivan Titov

链接：https://aclanthology.org/P19-1400/

4、Zero-shot Neural Transfer for Cross-lingual Entity Linking

会议：AAAI 2019

作者：Shruti Rijhwani, Jiateng Xie, Graham Neubig, Jaime Carbonell

链接：https://ojs.aaai.org/index.php/AAAI/article/view/4670

5、Fine-Grained Evaluation for Entity Linking

会议：EMNLP 2019

作者：Henry Rosales-Méndez, Aidan Hogan, Barbara Poblete

链接：https://aclanthology.org/D19-1066/

6、Learning Dynamic Context Augmentation for Global Entity Linking

会议：EMNLP 2019

作者：Xiyuan Yang, Xiaotao Gu, Sheng Lin, Siliang Tang, Yueting Zhuang, Fei Wu, Zhigang Chen, Guoping Hu, Xiang Ren

链接：https://aclanthology.org/D19-1026/

7、Improving Fine-grained Entity Typing with Entity Linking

会议：EMNLP 2019

作者：Hongliang Dai, Donghong Du, Xin Li, Yangqiu Song

链接：https://aclanthology.org/D19-1643/

8、What do Entity-Centric Models Learn? Insights from Entity Linking in Multi-Party Dialogue

会议：NAACL 2019

作者：Laura Aina, Carina Silberer, Ionut-Teodor Sorodoc, Matthijs Westera, Gemma Boleda

链接：https://aclanthology.org/N19-1378/

四、2018

1、Improving Entity Linking by Modeling Latent Relations between Mentions

会议：ACL 2018

作者：Phong Le, Ivan Titov

链接：https://aclanthology.org/P18-1148/

2、Cross-Lingual Entity Linking for Web Tables

会议：AAAI 2018

作者：Xusheng Luo, Kangqi Luo, Xianyang Chen, Kenny Q. Zhu

链接：https://ojs.aaai.org/index.php/AAAI/article/view/11252

3、DeepType: Multilingual Entity Linking by Neural Type System Evolution

会议：AAAI 2018

作者：Jonathan Raiman, Olivier Raiman

链接：https://arxiv.org/abs/1802.01021

4、Neural Cross-Lingual Entity Linking

会议：AAAI 2018

作者：Avirup Sil, Gourab Kundu, Radu Florian, Wael Hamza

链接：https://arxiv.org/abs/1712.01813

5、Effective Use of Context in Noisy Entity Linking

会议：EMNLP 2018

作者：David Mueller, Greg Durrett

链接：https://aclanthology.org/D18-1126/

6、Entity Linking within a Social Media Platform: A Case Study on Yelp

会议：EMNLP 2018

作者：Hongliang Dai, Yangqiu Song, Liwei Qiu, Rijia Liu

链接：https://aclanthology.org/D18-1227/

7、Joint Multilingual Supervision for Cross-lingual Entity Linking

会议：EMNLP 2018

作者：Shyam Upadhyay, Nitish Gupta, Dan Roth

链接：https://aclanthology.org/D18-1270/

8、SIRIUS-LTG: An Entity Linking Approach to Fact Extraction and Verification

会议：EMNLP 2018

作者：Farhad Nooralahzadeh, Lilja Øvrelid

链接：https://aclanthology.org/W18-5519/

9、Integrating Entity Linking and Evidence Ranking for Fact Extraction and Verification

会议：EMNLP 2018

作者：Motoki Taniguchi, Tomoki Taniguchi, Takumi Takahashi, Yasuhide Miura, Tomoko Ohkuma

链接：https://aclanthology.org/W18-5520/

10、ELDEN: Improved Entity Linking Using Densified Knowledge Graphs

会议：NAACL 2018

作者：Priya Radhakrishnan, Partha Talukdar, Vasudeva Varma

链接：https://aclanthology.org/N18-1167/

11、Neural Collective Entity Linking

会议：COLING 2018

作者：Yixin Cao, Lei Hou, Juanzi Li, Zhiyuan Liu

链接：https://aclanthology.org/C18-1057/

12、Systematic Study of Long Tail Phenomena in Entity Linking

会议：COLING 2018

作者：Filip Ilievski, Piek Vossen, Stefan Schlobach

链接：https://aclanthology.org/C18-1056/

13、They Exist! Introducing Plural Mentions to Coreference Resolution and Entity Linking

会议：COLING 2018

作者：Ethan Zhou, Jinho D. Choi

链接：https://aclanthology.org/C18-1003/

五、2017

1、List-only Entity Linking

会议：ACL 2017

作者：Ying Lin, Chin-Yew Lin, Heng Ji

链接：https://aclanthology.org/P17-2085/

2、Entity Linking for Queries by Searching Wikipedia Sentences

会议：EMNLP 2017

作者：Chuanqi Tan, Furu Wei, Pengjie Ren, Weifeng Lv, Ming Zhou

链接：https://aclanthology.org/D17-1007/

3、Entity Linking via Joint Encoding of Types, Descriptions, and Context

会议：EMNLP 2017

作者：Nitish Gupta, Sameer Singh, Dan Roth

链接：https://aclanthology.org/D17-1284/

六、近两年一些Survey

1、Neural Entity Linking: A Survey of Models Based on Deep Learning

链接：https://arxiv.org/abs/2006.00575

2、Entity Linking Meets Deep Learning: Techniques and Solutions

链接：https://ieeexplore.ieee.org/abstract/document/9560019

3、Towards holistic Entity Linking: Survey and directions

链接：https://www.sciencedirect.com/science/article/abs/pii/S0306437920300958

4、Survey on English Entity Linking on Wikidata

链接：https://arxiv.org/abs/2112.01989

参考资料

1. https://aclanthology.org/

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整理不易，还望给个在看！