=ACL=

A few items are still missing. Please help complete this table and link papers to PDFs in the [http://www.aclweb.org/anthology/ ACL Anthology].

{| border="1" cellspacing="0" cellpadding="5"
|'''Year'''
|'''Author'''
|'''Paper Title'''
|-
|2001
|Eugene Charniak
|[http://www.aclweb.org/anthology/P01-1017 Immediate-head parsing for language modeling]
|-
|2001
|Ulrich Germann, Michael Jahr, Kevin Knight, Daniel Marcu, and Kenji Yamada
|[http://www.aclweb.org/anthology/P01-1030 Fast Decoding and Optimal Decoding for Machine Translation]
|-
|2002
|Franz Och and Hermann Ney
|[http://www.aclweb.org/anthology/P02-1038 Discriminative Training and Maximum Entropy Models for Statistical Machine Translation]
|-
|2003
|Dan Klein and Chris Manning
|[http://www.aclweb.org/anthology/P03-1054 Accurate Unlexicalized Parsing]
|-
|2003
|Yukiko Nakano, Gabe Reinstein, Tom Stocky, and Justine Cassell
|[http://www.aclweb.org/anthology/P03-1070 Towards a Model of Face-to-Face Grounding]
|-
|2004
|Diana McCarthy, Rob Koeling, Julie Weeds, and John Carroll
|[http://www.aclweb.org/anthology/P04-1036 Finding Predominant Word Senses in Untagged Text]
|-
|2005
|David Chiang
|[http://www.aclweb.org/anthology/P05-1033 A hierarchical phrase-based model for statistical machine translation]
|-
|2006
|Rion Snow, Dan Jurafsky, and Andrew Y. Ng
|[http://www.aclweb.org/anthology/P06-1101 Semantic taxonomy induction from heterogenous evidence]
|-
|2007
|Y. W. Wong and R. J. Mooney
|[http://www.aclweb.org/anthology/P07-1121 Learning synchronous grammars for semantic parsing with lambda calculus]
|-
|2008
|Liang Huang
|[http://www.aclweb.org/anthology/P08-1067 Forest Reranking: Discriminative Parsing with Non-Local Features]
|-
|2008
|Libin Shen, Jinxi Xu and Ralph Weischedel
|[http://www.aclweb.org/anthology/P08-1066 A New String-to-Dependency Machine Translation Algorithm with a Target Dependency Language Model]
|-
|2009
|Andre Martins, Noah Smith and Eric Xing
|[http://www.aclweb.org/anthology/P09-1039 Concise Integer Linear Programming Formulations for Dependency Parsing]
|-
|2009
|S.R.K. Branavan, Harr Chen, Luke Zettlemoyer and Regina Barzilay
|[http://www.aclweb.org/anthology/P09-1010 Reinforcement Learning for Mapping Instructions to Actions]
|-
|2009
|Adam Pauls and Dan Klein
|[http://www.aclweb.org/anthology/P09-1108 K-Best A* Parsing]
|-
|2010 (Long)
|Matthew Gerber and Joyce Chai
|[http://www.aclweb.org/anthology/P10-1160 Beyond NomBank: A Study of Implicit Arguments for Nominal Predicates]
|-
|2010 (Short)
|Michael Lamar, Yariv Maron, Mark Johnson and Elie Bienenstock
|[http://www.aclweb.org/anthology/P10-2040 SVD and Clustering for Unsupervised POS Tagging]
|-
|2010 (Student)
|David Elson, Nicholas Dames and Kathleen McKeown
|[http://www.aclweb.org/anthology/P10-1015 Extracting Social Networks from Literary Fiction]
|-
|2011
|Dipanjan Das and Slav Petrov
|[http://www.aclweb.org/anthology/P11-1061 Unsupervised Part-of-Speech Tagging with Bilingual Graph-Based Projections]
|-
|2012 (Long)
|Hiroyuki Shindo, Yusuke Miyao, Akinori Fujino and Masaaki Nagata
|[http://www.aclweb.org/anthology/P12-1046 Bayesian Symbol-Refined Tree Substitution Grammars for Syntactic Parsing]
|-
|2012 (Student)
|Fan Bu, Hang Li and Xiaoyan Zhu
|[http://www.aclweb.org/anthology/P12-1047 String Re-writing Kernel]
|-
|2013
|Haonan Yu and Jeffrey Mark Siskind
|[http://www.aclweb.org/anthology/P13-1006 Grounded Language Learning from Video Described with Sentences]
|-
|2013 (Student)
|Abdellah Fourtassi and Emmanuel Dupoux
|[http://www.aclweb.org/anthology/P13-3024 A corpus-based evaluation method for Distributional Semantic Models]
|-
|2014
|Jacob Devlin, Rabih Zbib, Zhongqiang Huang, Thomas Lamar, Richard Schwartz and John Makhoul
|[http://www.aclweb.org/anthology/P14-1129 Fast and Robust Neural Network Joint Models for Statistical Machine Translation]
|-
|2014 (Short)
|Jean Mark Gawron
|[http://www.aclweb.org/anthology/P14-2049 Improving sparse word similarity models with asymmetric similarity measures.]
|-
|2014 (Student)
|Tao Lei, Yu Xin, Yuan Zhang, Regina Barzilay and Tommi Jaakkola
|[http://www.aclweb.org/anthology/P14-1130 Low-Rank Tensors for Scoring Dependency Structures]
|-
|2015
|Yvette Graham
|[https://www.aclweb.org/anthology/E17-2057/ Improving Evaluation of Machine Translation Quality Estimation]
|-
|2015
|Emma Strubell, Luke Vilnis, Kate Silverstein, Andrew McCallum,
|[https://www.aclweb.org/anthology/P15-1015/ Learning Dynamic Feature Selection for Fast Sequential Prediction]
|-
|}

=NAACL=

{| border="1" cellspacing="0" cellpadding="5"
|'''Year'''
|'''Author'''
|'''Paper Title'''
|-
|2004
|Regina Barzilay, MIT, and Lillian Lee, Cornell
|[http://www.aclweb.org/anthology/ Catching the Drift: Probabilistic Content Models, with Applications to Generation and Summarization]
|-
|2006
|Mehryar Mohri and Brian Roark
|[http://www.aclweb.org/anthology/N06-1040 Probabilistic Context-Free Grammar Induction Based on Structural Zeros]
|-
|2006
|Aria Haghighi and Dan Klein
|[http://www.aclweb.org/anthology/N06-1041 Prototype-Driven Learning for Sequence Models]
|-
|2007
|Antti-Veikko Rosti, Bing Xiang, Spyros Matsoukas, Richard Schwartz, Necip Fazil Ayan and Bonnie Dorr
|[http://www.aclweb.org/anthology/N07-1029 Combining Outputs from Multiple Machine Translation Systems]
|-
|2009
|Hoifung Poon, Colin Cherry and Kristina Toutanova
|[http://www.aclweb.org/anthology/N09-1024 Unsupervised Morphological Segmentation with Log-Linear Models]
|-
|2009
|David Chiang, Kevin Knight and Wei Wang
|[http://www.aclweb.org/anthology/N09-1025 11,001 New Features for Statistical Machine Translation]
|-
|2010 (long)
|Aria Haghighi and Dan Klein
|[http://www.aclweb.org/anthology/N10-1061 Coreference Resolution in a Modular, Entity-Centered Model]
|-
|2010 (short)
|Jennifer Foster
|[http://www.aclweb.org/anthology/N10-1060 “cba to check the spelling”: Investigating Parser Performance on Discussion Forum Posts]
|-
|2012 (full)
|Alexander Rush and Slav Petrov
|[http://www.aclweb.org/anthology/N12-1054 Vine Pruning for Efficient Multi-Pass Dependency Parsing]
|-
|2012 (short)
|Jacob Devlin and Spyros Matsoukas
|[http://www.aclweb.org/anthology/N12-1059 Trait-Based Hypothesis Selection for Machine Translation]
|-
|2012 (student)
|Oscar Taeckstroem, Ryan McDonald and Jakob Uszkoreit
|[http://www.aclweb.org/anthology/N12-1052 Cross-lingual Word Clusters for Direct Transfer of Linguistic Structure]
|-
|2013 (full)
|no award given
|
|-
|2013 (short)
|Marta Recasens, Marie-Catherine de Marneffe and Christopher Potts
|[http://www.aclweb.org/anthology/N13-1071 The Life and Death of Discourse Entities: Identifying Singleton Mentions]
|-
|2013 (student)
|Bradley Hauer and Greg Kondrak
|[http://www.aclweb.org/anthology/N13-1072 Automatic Generation of English Respellings]
|-
|2015 (long)
|Radu Soricut and Franz Och
|[http://aclweb.org/anthology/N/N15/N15-1186.pdf Unsupervised Morphology Induction Using Word Embeddings]
|-
|2015 (student)
|Vinodh Krishnan and Jacob Eisenstein
|[http://aclweb.org/anthology/N/N15/N15-1185.pdf "You’re Mr. Lebowski, I’m the Dude”: Inducing Address Term Formality in Signed Social Networks]
|-
|2015 (student)
|Manaal Faruqui, Jesse Dodge, Sujay Kumar Jauhar, Chris Dyer, Eduard Hovy, Noah A. Smith
|[http://aclweb.org/anthology/N/N15/N15-1184.pdf Retrofitting Word Vectors to Semantic Lexicons]
|-
|}

=EMNLP=

{| border="1" cellspacing="0" cellpadding="5"
|'''Year'''
|'''Author'''
|'''Paper Title'''
|-
|2002
|Michael Collins
|[http://www.aclweb.org/anthology/W02-1001 Discriminative Training Methods for Hidden Markov Models: Theory and Experiments with Perceptron Algorithms]
|-
|2002
|Frank Keller, Maria Lapata, and Olga Ourioupina
|[http://www.aclweb.org/anthology/W02-1030 Using the Web to Overcome Data Sparseness]
|-
|2003
|Peng Xu, Ahmad Emami and Frederick Jelinek
|[http://www.aclweb.org/anthology/W03-1021 Training Connectionist Models for the Structured Language Model]
|-
|2004
|Ben Taskar, Dan Klein, Michael Collins, Daphne Koller, and Christopher Manning
|[http://www.aclweb.org/anthology/W04-3201 Max-Margin Parsing]
|-
|2005 (best student paper)
|Ryan McDonald, Fernando Pereira, Kiril Ribarov and Jan Hajic
|[http://www.aclweb.org/anthology/H05-1066 Non-Projective Dependency Parsing using Spanning Tree Algorithms]
|-
|2006
|no award given
|
|-
|2007
|James Clarke and Maria Lapata
|[http://www.aclweb.org/anthology/D07-1001 Modelling Compression with Discourse Constraints]
|-
|2008
|no award given
|
|-
|2009
|Hoifung Poon and Pedro Domingos
|[http://www.aclweb.org/anthology/D09-1001 Unsupervised semantic parsing]
|-
|2010
|Terry Koo, Alexander M. Rush, Michael Collins, Tommi Jaakkola, and David Sontag
|[http://www.aclweb.org/anthology/D10-1125 Dual Decomposition for Parsing with Non-Projective Head Automata]
|-
|2011
|Wei Lu and Hwee Tou Ng
|[http://www.aclweb.org/anthology/D11-1149 A Probabilistic Forest-to-String Model for Language Generation from Typed Lambda Calculus Expressions]
|-
|2012
|Annie Louis and Ani Nenkova
|[http://www.aclweb.org/anthology/D12-1106 A Coherence Model Based on Syntactic Patterns]
|-
|2013
|Valentin Spitkovsky, Hiyan Alshawi and Daniel Jurafsky
|[http://www.aclweb.org/anthology/D13-1204 Breaking Out of Local Optima with Count Transforms and Model Recombination: A Study in Grammar Induction]
|-
|2014
|Vivek Srikumar, Pei-Chun Chen, Abby Vander Linden, Brittany Harding, Brad Huang, Peter Clark and Christopher D. Manning
|[https://www.aclweb.org/anthology/D14-1159/ Modeling Biological Processes for Reading Comprehension]
|-
|2015
|Yoav Artzi, Kenton Lee and Luke Zettlemoyer
|[https://www.aclweb.org/anthology/D15-1198/ Broad-coverage CCG Semantic Parsing with AMR]
|-
|2015
|Tsung-Hsien Wen, Milica Gasic, Nikola Mrkši´c, Pei-Hao Su, David Vandyke and Steve Young
|[https://www.aclweb.org/anthology/D15-1199/ Semantically Conditioned LSTM-based Natural Language Generation for Spoken Dialogue Systems]
|-
|2016
|Karthik Narasimhan, Adam Yala and Regina Barzilay
|[https://www.aclweb.org/anthology/D16-1261/ Improving Information Extraction by Acquiring External Evidence with Reinforcement Learning]
|-
|2016
|Kenton Lee, Mike Lewis and Luke Zettlemoyer
|[https://www.aclweb.org/anthology/D16-1262/ Global Neural CCG Parsing with Optimality Guarantees]
|-
|2017
|Jieyu Zhao, Tianlu Wang, Mark Yatskar, Vicente Ordonez and Kai-Wei Chang
|[https://www.aclweb.org/anthology/D17-1323/ Men Also Like Shopping: Reducing Gender Bias Amplification using Corpus-level Constraints]
|-
|2017
|Andrew Yates, Arman Cohan and Nazli Goharian
|[https://www.aclweb.org/anthology/D17-1322/ Depression and Self-Harm Risk Assessment in Online Forums]
|-
|2018
|Emma Strubell, Patrick Verga, Daniel Andor, David Weiss and Andrew McCallum
|[https://www.aclweb.org/anthology/D18-1548/ Linguistically-Informed Self-Attention for Semantic Role Labeling]
|-
|2019
|Xiang Lisa Li and Jason Eisner
|[https://www.aclweb.org/anthology/D19-1276/ Specializing Word Embeddings (for Parsing) by Information Bottleneck]
|-
|}

=IJCNLP=
{| border="1" cellspacing="0" cellpadding="5"
|'''Year'''
|'''Author'''
|'''Paper Title'''
|-
|2005
|John Carroll and Stephan Oepen
|[http://www.aclweb.org/anthology/I05-1015 High Efficiency Realization for a Wide-Coverage Unification Grammar]
|-
|2009
|Andre Martins, Noah Smith and Eric Xing
|[http://www.aclweb.org/anthology/P09-1039 Concise Integer Linear Programming Formulations for Dependency Parsing]
|-
|2009
|S.R.K. Branavan, Harr Chen, Luke Zettlemoyer and Regina Barzilay
|[http://www.aclweb.org/anthology/P09-1010 Reinforcement Learning for Mapping Instructions to Actions]
|-
|2009
|Adam Pauls and Dan Klein
|[http://www.aclweb.org/anthology/P09-1108 K-Best A* Parsing]
|-
|2011
|Caecilia Zirn, Mathias Niepert, Heiner Stuckenschmidt, and Michael Strube
|[http://www.aclweb.org/anthology/I11-1038 Fine-Grained Sentiment Analysis with Structural Features]
|-
|2011
|Siva Reddy, Ioannis Klapaftis, Diana McCarthy and Suresh Manandhar
|[http://www.aclweb.org/anthology/I11-1079 Dynamic and Static Prototype Vectors for Semantic Composition]
|-
|2013
|Houda Bouamor, Behrang Mohit and Kemal Oflazer
|[http://www.aclweb.org/anthology/I13-1031 SuMT: A Framework of Summarization and MT]
|-
|}
[[Category:Awards]]

Ethics in NLP

2020-02-15T22:09:37Z

Kwchang: Add tutorial and course related to fairness

== 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)]
* [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, Emily M. Bender, Graeme Hirst ]
* [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]
* Relevant discussion on twitter often goes under the hashtag #EthNLP

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

== 2020 ==
* [https://uclanlp.github.io/CS269-Winter2020/ Kai-Wei Chang's course at UCLA "Fairness, Accountability, and Transparency in Natural Language Processing"]

== 2019 ==

* [https://ryan.georgi.cc/courses/575-ethics-win-19/ Ryan Georg'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"]

== 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]