Ethics in NLP

2021-07-01T19:21:07Z

Shmueli: Add resource

== Resources ==

* [https://www.aclweb.org/anthology/L16-1252.pdf Fort and Couillault (2016) ''Yes, We Care! Results of the Ethics and Natural Language Processing Surveys'']
* [http://aclweb.org/anthology/P16-2096 Hovy and Spruit (2016) ''The Social Impact of Natural Language Processing'']
* [https://www.aclweb.org/anthology/volumes/W17-16 Proceedings of the First ACL Workshop on Ethics in Natural Language Processing at EACL 2017]
* [https://arxiv.org/abs/1701.07769 Burton et al (2017) ''Ethical Considerations in Artificial Intelligence Courses'' (arXiv preprint)]
* [https://aclanthology.org/2021.naacl-main.295 Shmueli et al (2021), ''Beyond Fair Pay: Ethical Implications of NLP Crowdsourcing'']
* [http://ciml.info/dl/v0_99/ciml-v0_99-ch08.pdf Chapter from Hal Daumé III's book draft ''A Course in Machine Learning'']
* [http://aclweb.org/anthology/W18-08 Proceedings of the Second ACL Workshop on Ethics in Natural Language Processing at ACL 2018]
* [https://sites.google.com/view/srnlp NAACL-2018 Tutorial: Socially Responsible NLP by Yulia Tsvetkov, Vinodkumar Prabhkakaran, and Rob Voigt]
* [http://web.cs.ucla.edu/~kwchang/talks/emnlp19-fairnlp/ EMNLP-2019 Tutorial: Bias and Fairness in Natural Language Processing by Kai-Wei Chang, Vicente Ordonez, Margaret Mitchell, Vinodkumar Prabhakaran]
* [https://www.cs.hmc.edu/~xanda/files/acl2020tutorial_teachingethicsinnlp.pdf ACL 2020 Tutorial: Integrating Ethics into the NLP Curriculum by Emily M. Bender, Dirk Hovy and Xanda Schofield]
** [https://aclweb.org/aclwiki/Notes_on_Teaching_Ethics_in_NLP Notes produced by participants in the tutorial]
* Relevant discussion on twitter often goes under the hashtag [https://twitter.com/search?q=%23ethnlp #EthNLP]
* As of March 2020, the ACL has adopted the [https://www.acm.org/code-of-ethics ACM Code of Ethics]
* A collection of paper on Fairness in NLP [https://github.com/uclanlp/awesome-fairness-papers Awesome-Fairness-Papers]

List of online syllabi and other resources around teaching courses on ethics in NLP/ML, organized by year:

== 2020 ==
* [https://web.stanford.edu/class/cs384/ Dan Jurafsky's course at Stanford "Ethical and Social Issues in Natural Language Processing"]
* [https://uclanlp.github.io/CS269-Winter2020/ Kai-Wei Chang's course at UCLA "Fairness, Accountability, and Transparency in Natural Language Processing"]
* [http://demo.clab.cs.cmu.edu/ethical_nlp2020/ Yulia Tsvetkov and Alan W Black's course at CMU "Computational Ethics for NLP"]

== 2019 ==

* [https://ryan.georgi.cc/courses/575-ethics-win-19/ Ryan Georgi's course at UW "Ethics in NLP: Including Society in Discourse & Design"]
* [https://sites.google.com/d.umn.edu/umd-cs-3111-spring-2019/home?authuser=0 Ted Pederson's undergraduate class at UMD "Computer Ethics"]
* [http://demo.clab.cs.cmu.edu/ethical_nlp/ Yulia Tsvetkov and Alan W Black's course at CMU "Computational Ethics for NLP"]
* [http://faculty.washington.edu/ebender/2019_575/ Emily M. Bender's course at UW "Ethics in NLP"]

== 2018 ==

* [https://github.com/sblodgett/ai-ethics#ethical-issues-surrounding-artificial-intelligence-systems-and-big-data Su Lin Blodgett, Abe Handler, and Katie Keith's course at UMass "Ethical Issues Surrounding Artificial Intelligence Systems and Big Data"]
* [http://demo.clab.cs.cmu.edu/ethical_nlp/ Yulia Tsvetkov and Alan W Black's course at CMU "Computational Ethics for NLP"]
* [https://ryan.georgi.cc/courses/575_ethics_spr18/ Ryan Georgi's course at UW "Ethical Considerations in NLP"]
* [https://www.uni-mannheim.de/dws/teaching/course-details/courses-for-master-candidates/course-archive/hws-2018/cs-709-text-analytics-seminar/#c144315 Anne Lauscher, Federico Nanni and Simone Paolo Ponzetto's course at U Mannheim "Text Analytics Seminar (HWS 2018: Ethics in NLP)"]
* [http://www.schplaf.org/kf/Enseignement.php Karën Fort's course at Université François Rabelais "Ethics and Digital Technologies"] (scroll down towards the bottom of the page)

== 2017 ==

* [https://docs.google.com/document/d/1GV97qqvjQNvyM2I01vuRaAwHe9pQAZ9pbP7KkKveg1o/edit Solon Barocas's course at Cornell University ''Ethics and Policy in Data Science'']
* [https://fairmlclass.github.io/ Moritz Hardt's course at UC Berkeley ''Fairness in Machine Learning'']
* [http://faculty.washington.edu/ebender/2017_575/ Emily Bender's course at UW ''Ethics in NLP'']
* [http://cslu.ohsu.edu/~bedricks/courses/cs692/ Jill Dolata and Steven Bedrick's course at Oregon Health & Science University]

== 2016 ==

* [https://github.com/acgrissom/2016-ml-course/blob/master/assignments/writing.md Ethics writing assignment from Alvin Grissom II's ML course at Ursinus College]
* [https://geomblog.github.io/fairness/ A Course on Fairness, Accountability and Transparency in Machine Learning, Sponsored by the GIAN program of the Government of India]

ACL Wiki - User contributions [en]

Ethics in NLP