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diff --git a/...rocessing/Computational-Social-Science-and-Social-Media/Blodgett2020Language.md b/...rocessing/Computational-Social-Science-and-Social-Media/Blodgett2020Language.md
@@ -0,0 +1,22 @@
+```
+@inproceedings{Blodgett2020Language,
+  author    = {Su Lin Blodgett and
+               Solon Barocas and
+               Hal Daum{\'{e}} III and
+               Hanna M. Wallach},
+  editor    = {Dan Jurafsky and
+               Joyce Chai and
+               Natalie Schluter and
+               Joel R. Tetreault},
+  title     = {Language (Technology) is Power: {A} Critical Survey of "Bias" in {NLP}},
+  booktitle = {Proceedings of the 58th Annual Meeting of the Association for Computational
+               Linguistics, {ACL} 2020, Online, July 5-10, 2020},
+  pages     = {5454--5476},
+  publisher = {Association for Computational Linguistics},
+  year      = {2020},
+  url       = {https://www.aclweb.org/anthology/2020.acl-main.485/},
+  timestamp = {Wed, 24 Jun 2020 17:15:07 +0200},
+  biburl    = {https://dblp.org/rec/conf/acl/BlodgettBDW20.bib},
+  bibsource = {dblp computer science bibliography, https://dblp.org}
+}
+```
diff --git a/...nguage-Processing/Computational-Social-Science-and-Social-Media/Chen2021From.md b/...nguage-Processing/Computational-Social-Science-and-Social-Media/Chen2021From.md
@@ -0,0 +1,21 @@
+```
+@article{Chen2021From,
+  author    = {Huimin Chen and
+               Cheng Yang and
+               Xuanming Zhang and
+               Zhiyuan Liu and
+               Maosong Sun and
+               Jianbin Jin},
+  title     = {From Symbols to Embeddings: {A} Tale of Two Representations in Computational
+               Social Science},
+  journal   = {CoRR},
+  volume    = {abs/2106.14198},
+  year      = {2021},
+  url       = {https://arxiv.org/abs/2106.14198},
+  archivePrefix = {arXiv},
+  eprint    = {2106.14198},
+  timestamp = {Wed, 30 Jun 2021 16:14:10 +0200},
+  biburl    = {https://dblp.org/rec/journals/corr/abs-2106-14198.bib},
+  bibsource = {dblp computer science bibliography, https://dblp.org}
+}
+```
diff --git a/...Language-Processing/Computational-Social-Science-and-Social-Media/Field2021A.md b/...Language-Processing/Computational-Social-Science-and-Social-Media/Field2021A.md
@@ -0,0 +1,18 @@
+```
+@article{Field2021A,
+  author    = {Anjalie Field and
+               Su Lin Blodgett and
+               Zeerak Waseem and
+               Yulia Tsvetkov},
+  title     = {A Survey of Race, Racism, and Anti-Racism in {NLP}},
+  journal   = {CoRR},
+  volume    = {abs/2106.11410},
+  year      = {2021},
+  url       = {https://arxiv.org/abs/2106.11410},
+  archivePrefix = {arXiv},
+  eprint    = {2106.11410},
+  timestamp = {Wed, 30 Jun 2021 16:14:10 +0200},
+  biburl    = {https://dblp.org/rec/journals/corr/abs-2106-11410.bib},
+  bibsource = {dblp computer science bibliography, https://dblp.org}
+}
+```
diff --git a/...lysis-of-Models-for-NLP/Joseph2020When.md → ...cience-and-Social-Media/Joseph2020When.md b/...lysis-of-Models-for-NLP/Joseph2020When.md → ...cience-and-Social-Media/Joseph2020When.md
@@ -1,15 +1,15 @@
-```
-@inproceedings{Kenneth2020When,
-  author={Kenneth Joseph and Jonathan H. Morgan},
-  editor={Dan Jurafsky and Joyce Chai and Natalie Schluter and Joel R. Tetreault},
-  title={When do Word Embeddings Accurately Reflect Surveys on our Beliefs About People?},
-  booktitle = {Proceedings of the 58th Annual Meeting of the Association for Computational Linguistics, ACL 2020, Online, July 5-10, 2020},
-  pages={4392--4415},
-  publisher={Association for Computational Linguistics},
-  year={2020},
-  url={https://www.aclweb.org/anthology/2020.acl-main.405/},
-  timestamp={Wed, 24 Jun 2020 17:15:07 +0200},
-  biburl={https://dblp.org/rec/conf/acl/JosephM20.bib},
-  bibsource={dblp computer science bibliography, https://dblp.org}
-}
+```
+@inproceedings{Joseph2020When,
+  author={Kenneth Joseph and Jonathan H. Morgan},
+  editor={Dan Jurafsky and Joyce Chai and Natalie Schluter and Joel R. Tetreault},
+  title={When do Word Embeddings Accurately Reflect Surveys on our Beliefs About People?},
+  booktitle = {Proceedings of the 58th Annual Meeting of the Association for Computational Linguistics, ACL 2020, Online, July 5-10, 2020},
+  pages={4392--4415},
+  publisher={Association for Computational Linguistics},
+  year={2020},
+  url={https://www.aclweb.org/anthology/2020.acl-main.405/},
+  timestamp={Wed, 24 Jun 2020 17:15:07 +0200},
+  biburl={https://dblp.org/rec/conf/acl/JosephM20.bib},
+  bibsource={dblp computer science bibliography, https://dblp.org}
+}
 ```
diff --git a/...ing/Computational-Social-Science-and-Social-Media/Kiritchenko2021Confronting.md b/...ing/Computational-Social-Science-and-Social-Media/Kiritchenko2021Confronting.md
@@ -0,0 +1,18 @@
+```
+@article{Kiritchenko2021Confronting,
+  author    = {Svetlana Kiritchenko and
+               Isar Nejadgholi and
+               Kathleen C. Fraser},
+  title     = {Confronting Abusive Language Online: {A} Survey from the Ethical and
+               Human Rights Perspective},
+  journal   = {CoRR},
+  volume    = {abs/2012.12305},
+  year      = {2020},
+  url       = {https://arxiv.org/abs/2012.12305},
+  archivePrefix = {arXiv},
+  eprint    = {2012.12305},
+  timestamp = {Tue, 05 Jan 2021 16:02:31 +0100},
+  biburl    = {https://dblp.org/rec/journals/corr/abs-2012-12305.bib},
+  bibsource = {dblp computer science bibliography, https://dblp.org}
+}
+```
diff --git a/...nguage-Processing/Computational-Social-Science-and-Social-Media/Martino2020A.md b/...nguage-Processing/Computational-Social-Science-and-Social-Media/Martino2020A.md
@@ -0,0 +1,22 @@
+```
+@inproceedings{Martino2020A,
+  author    = {Giovanni Da San Martino and
+               Stefano Cresci and
+               Alberto Barr{\'{o}}n{-}Cede{\~{n}}o and
+               Seunghak Yu and
+               Roberto Di Pietro and
+               Preslav Nakov},
+  editor    = {Christian Bessiere},
+  title     = {A Survey on Computational Propaganda Detection},
+  booktitle = {Proceedings of the Twenty-Ninth International Joint Conference on
+               Artificial Intelligence, {IJCAI} 2020},
+  pages     = {4826--4832},
+  publisher = {ijcai.org},
+  year      = {2020},
+  url       = {https://doi.org/10.24963/ijcai.2020/672},
+  doi       = {10.24963/ijcai.2020/672},
+  timestamp = {Tue, 29 Dec 2020 18:40:46 +0100},
+  biburl    = {https://dblp.org/rec/conf/ijcai/MartinoCBYPN20.bib},
+  bibsource = {dblp computer science bibliography, https://dblp.org}
+}
+```
diff --git a/...-Processing/Computational-Social-Science-and-Social-Media/Mishra2019Tackling.md b/...-Processing/Computational-Social-Science-and-Social-Media/Mishra2019Tackling.md
@@ -0,0 +1,17 @@
+```
+@article{Mishra2019Tackling,
+  author    = {Pushkar Mishra and
+               Helen Yannakoudakis and
+               Ekaterina Shutova},
+  title     = {Tackling Online Abuse: {A} Survey of Automated Abuse Detection Methods},
+  journal   = {CoRR},
+  volume    = {abs/1908.06024},
+  year      = {2019},
+  url       = {http://arxiv.org/abs/1908.06024},
+  eprinttype = {arXiv},
+  eprint    = {1908.06024},
+  timestamp = {Mon, 19 Aug 2019 13:21:03 +0200},
+  biburl    = {https://dblp.org/rec/journals/corr/abs-1908-06024.bib},
+  bibsource = {dblp computer science bibliography, https://dblp.org}
+}
+```
diff --git a/...d-Social-Media/Nguyen2015Computational.md → ...d-Social-Media/Nguyen2016Computational.md b/...d-Social-Media/Nguyen2015Computational.md → ...d-Social-Media/Nguyen2016Computational.md
@@ -1,12 +1,12 @@
-```
-@article{nguyen2016computational,
-  title={Computational sociolinguistics: A survey},
-  author={Nguyen, Dong and Do{\u{g}}ru{\"o}z, A Seza and Ros{\'e}, Carolyn P and de Jong, Franciska},
-  journal={Computational linguistics},
-  volume={42},
-  number={3},
-  pages={537--593},
-  year={2016},
-  publisher={MIT Press}
-}
+```
+@article{Nguyen2016Computational,
+  title={Computational sociolinguistics: A survey},
+  author={Nguyen, Dong and Do{\u{g}}ru{\"o}z, A Seza and Ros{\'e}, Carolyn P and de Jong, Franciska},
+  journal={Computational linguistics},
+  volume={42},
+  number={3},
+  pages={537--593},
+  year={2016},
+  publisher={MIT Press}
+}
 ```
diff --git a/...e-Processing/Computational-Social-Science-and-Social-Media/Sheng2021Societal.md b/...e-Processing/Computational-Social-Science-and-Social-Media/Sheng2021Societal.md
@@ -0,0 +1,25 @@
+```
+@inproceedings{Sheng2021Societal,
+  author    = {Emily Sheng and
+               Kai{-}Wei Chang and
+               Prem Natarajan and
+               Nanyun Peng},
+  editor    = {Chengqing Zong and
+               Fei Xia and
+               Wenjie Li and
+               Roberto Navigli},
+  title     = {Societal Biases in Language Generation: Progress and Challenges},
+  booktitle = {Proceedings of the 59th Annual Meeting of the Association for Computational
+               Linguistics and the 11th International Joint Conference on Natural
+               Language Processing, {ACL/IJCNLP} 2021, (Volume 1: Long Papers), Virtual
+               Event, August 1-6, 2021},
+  pages     = {4275--4293},
+  publisher = {Association for Computational Linguistics},
+  year      = {2021},
+  url       = {https://doi.org/10.18653/v1/2021.acl-long.330},
+  doi       = {10.18653/v1/2021.acl-long.330},
+  timestamp = {Mon, 09 Aug 2021 16:25:37 +0200},
+  biburl    = {https://dblp.org/rec/conf/acl/ShengCNP20.bib},
+  bibsource = {dblp computer science bibliography, https://dblp.org}
+}
+```
diff --git a/...al-Language-Processing/Computational-Social-Science-and-Social-Media/Su2021A.md b/...al-Language-Processing/Computational-Social-Science-and-Social-Media/Su2021A.md
@@ -0,0 +1,26 @@
+```
+@article{Su2021A,
+  author    = {Xing Su and
+               Shan Xue and
+               Fanzhen Liu and
+               Jia Wu and
+               Jian Yang and
+               Chuan Zhou and
+               Wenbin Hu and
+               C{\'{e}}cile Paris and
+               Surya Nepal and
+               Di Jin and
+               Quan Z. Sheng and
+               Philip S. Yu},
+  title     = {A Comprehensive Survey on Community Detection with Deep Learning},
+  journal   = {CoRR},
+  volume    = {abs/2105.12584},
+  year      = {2021},
+  url       = {https://arxiv.org/abs/2105.12584},
+  archivePrefix = {arXiv},
+  eprint    = {2105.12584},
+  timestamp = {Wed, 16 Jun 2021 08:43:09 +0200},
+  biburl    = {https://dblp.org/rec/journals/corr/abs-2105-12584.bib},
+  bibsource = {dblp computer science bibliography, https://dblp.org}
+}
+```
diff --git a/...-Language-Processing/Computational-Social-Science-and-Social-Media/Zhou2020A.md b/...-Language-Processing/Computational-Social-Science-and-Social-Media/Zhou2020A.md
@@ -0,0 +1,18 @@
+```
+@article{Zhou2020A,
+  author    = {Xinyi Zhou and
+               Reza Zafarani},
+  title     = {A Survey of Fake News: Fundamental Theories, Detection Methods, and
+               Opportunities},
+  journal   = {{ACM} Comput. Surv.},
+  volume    = {53},
+  number    = {5},
+  pages     = {109:1--109:40},
+  year      = {2020},
+  url       = {https://doi.org/10.1145/3395046},
+  doi       = {10.1145/3395046},
+  timestamp = {Tue, 17 Nov 2020 11:08:13 +0100},
+  biburl    = {https://dblp.org/rec/journals/csur/ZhouZ20.bib},
+  bibsource = {dblp computer science bibliography, https://dblp.org}
+}
+```
diff --git a/bib/Natural-Language-Processing/Dialogue-and-Interactive-Systems/Chen2017A.md b/bib/Natural-Language-Processing/Dialogue-and-Interactive-Systems/Chen2017A.md
@@ -1,5 +1,5 @@
 ```
-@article{chen2017survey,
+@article{Chen2017A,
   title={A survey on dialogue systems: Recent advances and new frontiers},
   author={Chen, Hongshen and Liu, Xiaorui and Yin, Dawei and Tang, Jiliang},
   journal={Acm Sigkdd Explorations Newsletter},

diff --git a/bib/Natural-Language-Processing/Dialogue-and-Interactive-Systems/Dai2020A.md b/bib/Natural-Language-Processing/Dialogue-and-Interactive-Systems/Dai2020A.md
@@ -1,5 +1,5 @@
 ```
-@article{dai2020survey,
+@article{Dai2020A,
   title={A Survey on Dialog Management: Recent Advances and Challenges},
   author={Dai, Yinpei and Yu, Huihua and Jiang, Yixuan and Tang, Chengguang and Li, Yongbin and Sun, Jian},
   journal={arXiv preprint arXiv:2005.02233},

diff --git a/bib/Natural-Language-Processing/Dialogue-and-Interactive-Systems/Elmadany2015A.md b/bib/Natural-Language-Processing/Dialogue-and-Interactive-Systems/Elmadany2015A.md
@@ -1,5 +1,5 @@
 ```
-@article{elmadany2015survey,
+@article{Elmadany2015A,
   title={A Survey of Arabic Dialogues Understanding for Spontaneous Dialogues and Instant Message},
   author={Elmadany, AbdelRahim A and Abdou, Sherif M and Gheith, Mervat},
   journal={arXiv preprint arXiv:1505.03084},

diff --git a/bib/Natural-Language-Processing/Dialogue-and-Interactive-Systems/Gao2018Neural.md b/bib/Natural-Language-Processing/Dialogue-and-Interactive-Systems/Gao2018Neural.md
@@ -1,16 +1,18 @@
 ```
-@inproceedings{Gao2018Neural,
-  author={Jianfeng Gao and Michel Galley and Lihong Li},
-  editor={Yoav Artzi and Jacob Eisenstein},
-  title={Neural Approaches to Conversational {AI}},
-  booktitle={Proceedings of {ACL} 2018, Melbourne, Australia, July 15-20, 2018, Tutorial Abstracts},
-  pages={2--7},
-  publisher={Association for Computational Linguistics},
-  year={2018},
-  url={https://www.aclweb.org/anthology/P18-5002/},
-  doi={10.18653/v1/P18-5002},
-  timestamp={Mon, 16 Sep 2019 13:46:41 +0200},
-  biburl={https://dblp.org/rec/conf/acl/GaoGL18.bib},
-  bibsource={dblp computer science bibliography, https://dblp.org}
+@article{Gao2018Neural,
+  author    = {Jianfeng Gao and
+               Michel Galley and
+               Lihong Li},
+  title     = {Neural Approaches to Conversational {AI}},
+  journal   = {Found. Trends Inf. Retr.},
+  volume    = {13},
+  number    = {2-3},
+  pages     = {127--298},
+  year      = {2019},
+  url       = {https://doi.org/10.1561/1500000074},
+  doi       = {10.1561/1500000074},
+  timestamp = {Thu, 12 Mar 2020 15:55:10 +0100},
+  biburl    = {https://dblp.org/rec/journals/ftir/GaoGL19.bib},
+  bibsource = {dblp computer science bibliography, https://dblp.org}
 }
 ```
diff --git a/bib/Natural-Language-Processing/Dialogue-and-Interactive-Systems/Gao2019Neural.md b/bib/Natural-Language-Processing/Dialogue-and-Interactive-Systems/Gao2019Neural.md
@@ -0,0 +1,11 @@
+```
+@BOOK{Gao2019Neural,  
+  author={Gao, Jianfeng and Galley, Michel and Li, Lihong},  
+  booktitle={Neural Approaches to Conversational AI: Question Answering, Task-oriented Dialogues and Social Chatbots},  
+  year={2019},  
+  volume={},  
+  number={},  
+  pages={},  
+  doi={}
+}
+```
diff --git a/...nteractive-Systems/Ghosal2020Utterance.md → ...tive-Systems/Ghosal2020Utterance-level.md b/...nteractive-Systems/Ghosal2020Utterance.md → ...tive-Systems/Ghosal2020Utterance-level.md
@@ -1,18 +1,18 @@
-```
-@article{Ghosal2020Utterance,
-  author    = {Deepanway Ghosal and
-               Navonil Majumder and
-               Rada Mihalcea and
-               Soujanya Poria},
-  title     = {Utterance-level Dialogue Understanding: An Empirical Study},
-  journal   = {CoRR},
-  volume    = {abs/2009.13902},
-  year      = {2020},
-  url       = {https://arxiv.org/abs/2009.13902},
-  archivePrefix = {arXiv},
-  eprint    = {2009.13902},
-  timestamp = {Wed, 30 Sep 2020 16:16:22 +0200},
-  biburl    = {https://dblp.org/rec/journals/corr/abs-2009-13902.bib},
-  bibsource = {dblp computer science bibliography, https://dblp.org}
-}
-```
+```
+@article{Ghosal2020Utterance-level,
+  author    = {Deepanway Ghosal and
+               Navonil Majumder and
+               Rada Mihalcea and
+               Soujanya Poria},
+  title     = {Utterance-level Dialogue Understanding: An Empirical Study},
+  journal   = {CoRR},
+  volume    = {abs/2009.13902},
+  year      = {2020},
+  url       = {https://arxiv.org/abs/2009.13902},
+  archivePrefix = {arXiv},
+  eprint    = {2009.13902},
+  timestamp = {Wed, 30 Sep 2020 16:16:22 +0200},
+  biburl    = {https://dblp.org/rec/journals/corr/abs-2009-13902.bib},
+  bibsource = {dblp computer science bibliography, https://dblp.org}
+}
+```
diff --git a/...ral-Language-Processing/Dialogue-and-Interactive-Systems/Huang2020Challenges.md b/...ral-Language-Processing/Dialogue-and-Interactive-Systems/Huang2020Challenges.md
@@ -1,5 +1,5 @@
 ```
-@article{huang2020challenges,
+@article{Huang2020Challenges,
   title={Challenges in building intelligent open-domain dialog systems},
   author={Huang, Minlie and Zhu, Xiaoyan and Gao, Jianfeng},
   journal={ACM Transactions on Information Systems (TOIS)},

diff --git a/bib/Natural-Language-Processing/Dialogue-and-Interactive-Systems/Li2021How.md b/bib/Natural-Language-Processing/Dialogue-and-Interactive-Systems/Li2021How.md
@@ -0,0 +1,18 @@
+```
+@article{Li2021How,
+  author    = {Xinmeng Li and
+               Wansen Wu and
+               Long Qin and
+               Quanjun Yin},
+  title     = {How to Evaluate Your Dialogue Models: {A} Review of Approaches},
+  journal   = {CoRR},
+  volume    = {abs/2108.01369},
+  year      = {2021},
+  url       = {https://arxiv.org/abs/2108.01369},
+  eprinttype = {arXiv},
+  eprint    = {2108.01369},
+  timestamp = {Thu, 05 Aug 2021 14:27:08 +0200},
+  biburl    = {https://dblp.org/rec/journals/corr/abs-2108-01369.bib},
+  bibsource = {dblp computer science bibliography, https://dblp.org}
+}
+```
diff --git a/bib/Natural-Language-Processing/Dialogue-and-Interactive-Systems/Ma2020A.md b/bib/Natural-Language-Processing/Dialogue-and-Interactive-Systems/Ma2020A.md
@@ -1,5 +1,5 @@
 ```
-@article{ma2020survey,
+@article{Ma2020A,
   title={A Survey of Document Grounded Dialogue Systems (DGDS)},
   author={Ma, Longxuan and Zhang, Wei-Nan and Li, Mingda and Liu, Ting},
   journal={arXiv preprint arXiv:2004.13818},