Position: Stop treating 'AGI' as the north-star goal of AI research.

Margaret Mitchell Meg Mitchell https://www.m-mitchell.com/ https://en.wikipedia.org/wiki/Margaret_Mitchell_(scientist) https://scholar.google.com/citations?user=5na92fcAAAAJ https://openreview.net/profile?id=~Margaret_Mitchell3 Borhane Blili-Hamelin Christopher Graziul Leif Hancox-Li Hananel Hazan El-Mahdi El-Mhamdi Avijit Ghosh Katherine A. Heller Jacob Metcalf Fabricio Murai Eryk Salvaggio Andrew Smart Todd Snider Mariame Tighanimine Talia Ringer Margaret Mitchell Shiri Dori-Hacohen Position: Stop treating 'AGI' as the north-star goal of AI research. 2025 ICML (Position Papers) https://proceedings.mlr.press/v267/blili-hamelin25a.html https://openreview.net/forum?id=1RlrtH6ydW conf/icml/2025p db/conf/icml/icml2025p.html#Blili-HamelinGH25 Margaret Mitchell Giuseppe Attanasio Ioana Baldini Miruna Clinciu Jordan Clive Pieter Delobelle Manan Dey Sil Hamilton Timm Dill Jad Doughman Ritam Dutt Avijit Ghosh Jessica Zosa Forde Carolin Holtermann Lucie-Aimée Kaffee Tanmay Laud Anne Lauscher Roberto L. Lopez-Davila Maraim Masoud Nikita Nangia Anaelia Ovalle Giada Pistilli Dragomir Radev Beatrice Savoldi Vipul Raheja Jeremy Qin Esther Ploeger Arjun Subramonian Kaustubh D. Dhole Kaiser Sun Amirbek Djanibekov Jonibek Mansurov Kayo Yin Emilio Villa Cueva Sagnik Mukherjee Jerry Huang Xudong Shen Jay Gala Hamdan Al-Ali Tair Djanibekov Nurdaulet Mukhituly Shangrui Nie Shanya Sharma Karolina Stanczak Eliza Szczechla Tiago Timponi Torrent Deepak Tunuguntla Marcelo Viridiano Oskar Van Der Wal Adina Yakefu Aurélie Névéol Mike Zhang Sydney Zink Zeerak Talat SHADES: Towards a Multilingual Assessment of Stereotypes in Large Language Models. 11995-12041 2025 NAACL (Long Papers) https://doi.org/10.18653/v1/2025.naacl-long.600 https://aclanthology.org/2025.naacl-long.600/ conf/naacl/2025-1 db/conf/naacl/naacl2025-1.html#MitchellABCCDDHDDDGFHKL25 streams/conf/naacl

Margaret Mitchell Avijit Ghosh Alexandra Sasha Luccioni Giada Pistilli Fully Autonomous AI Agents Should Not be Developed. 2025 February abs/2502.02649 CoRR https://doi.org/10.48550/arXiv.2502.02649 db/journals/corr/corr2502.html#abs-2502-02649 streams/journals/corr

Borhane Blili-Hamelin Christopher Graziul Leif Hancox-Li Hananel Hazan El-Mahdi El-Mhamdi Avijit Ghosh Katherine A. Heller Jacob Metcalf Fabricio Murai Eryk Salvaggio Andrew Smart Todd Snider Mariame Tighanimine Talia Ringer Margaret Mitchell Shiri Dori-Hacohen Stop treating 'AGI' as the north-star goal of AI research. 2025 February abs/2502.03689 CoRR https://doi.org/10.48550/arXiv.2502.03689 db/journals/corr/corr2502.html#abs-2502-03689 streams/journals/corr

Laura Weidinger Inioluwa Deborah Raji Hanna M. Wallach Margaret Mitchell Angelina Wang Olawale Salaudeen Rishi Bommasani Deep Ganguli Sanmi Koyejo William Isaac 0001 Toward an Evaluation Science for Generative AI Systems. 2025 March abs/2503.05336 CoRR https://doi.org/10.48550/arXiv.2503.05336 db/journals/corr/corr2503.html#abs-2503-05336 streams/journals/corr

Alexandra Olteanu Su Lin Blodgett Agathe Balayn Angelina Wang Fernando Diaz 0001 Flávio du Pin Calmon Margaret Mitchell Michael D. Ekstrand Reuben Binns Solon Barocas Rigor in AI: Doing Rigorous AI Work Requires a Broader, Responsible AI-Informed Conception of Rigor. 2025 June abs/2506.14652 CoRR https://doi.org/10.48550/arXiv.2506.14652 db/journals/corr/corr2506.html#abs-2506-14652 streams/journals/corr

Giada Pistilli Alina Leidinger Yacine Jernite Atoosa Kasirzadeh Alexandra Sasha Luccioni Margaret Mitchell CIVICS: Building a Dataset for Examining Culturally-Informed Values in Large Language Models. 1132-1144 2024 AIES (1) https://doi.org/10.1609/aies.v7i1.31710 conf/aies/2024-1 db/conf/aies/aies2024-1.html#PistilliLJKLM24 Guilherme Penedo Hynek Kydlícek Loubna Ben Allal Anton Lozhkov Margaret Mitchell Colin A. Raffel Leandro von Werra Thomas Wolf 0008 The FineWeb Datasets: Decanting the Web for the Finest Text Data at Scale. 2024 NeurIPS http://papers.nips.cc/paper_files/paper/2024/hash/370df50ccfdf8bde18f8f9c2d9151bda-Abstract-Datasets_and_Benchmarks_Track.html conf/nips/2024 db/conf/nips/neurips2024.html#PenedoKALMRW024

Giada Pistilli Alina Leidinger Yacine Jernite Atoosa Kasirzadeh Alexandra Sasha Luccioni Margaret Mitchell CIVICS: Building a Dataset for Examining Culturally-Informed Values in Large Language Models. 2024 abs/2405.13974 CoRR https://doi.org/10.48550/arXiv.2405.13974 db/journals/corr/corr2405.html#abs-2405-13974

Guilherme Penedo Hynek Kydlícek Loubna Ben Allal Anton Lozhkov Margaret Mitchell Colin Raffel Leandro von Werra Thomas Wolf 0008 The FineWeb Datasets: Decanting the Web for the Finest Text Data at Scale. 2024 abs/2406.17557 CoRR https://doi.org/10.48550/arXiv.2406.17557 db/journals/corr/corr2406.html#abs-2406-17557 streams/journals/corr

Manisha Singh Divy Sharma Alonso Ma Bridget Tyree Margaret Mitchell Constructing the CORD-19 Vaccine Dataset. 2024 abs/2407.18471 CoRR https://doi.org/10.48550/arXiv.2407.18471 db/journals/corr/corr2407.html#abs-2407-18471 streams/journals/corr

Denis Kocetkov Raymond Li Loubna Ben Allal Jia Li 0015 Chenghao Mou Yacine Jernite Margaret Mitchell Carlos Muñoz Ferrandis Sean Hughes Thomas Wolf 0008 Dzmitry Bahdanau Leandro von Werra Harm de Vries The Stack: 3 TB of permissively licensed source code. 2023 2023 Trans. Mach. Learn. Res. https://openreview.net/forum?id=pxpbTdUEpD db/journals/tmlr/tmlr2023.html#KocetkovLALMJMF23

Giada Pistilli Carlos Muñoz Ferrandis Yacine Jernite Margaret Mitchell Stronger Together: on the Articulation of Ethical Charters, Legal Tools, and Technical Documentation in ML. 343-354 2023 FAccT https://doi.org/10.1145/3593013.3594002 conf/fat/2023 db/conf/fat/facct2023.html#PistilliFJM23 Sasha Luccioni Christopher Akiki Margaret Mitchell Yacine Jernite Stable Bias: Evaluating Societal Representations in Diffusion Models. 2023 NeurIPS http://papers.nips.cc/paper_files/paper/2023/hash/b01153e7112b347d8ed54f317840d8af-Abstract-Datasets_and_Benchmarks.html conf/nips/2023 db/conf/nips/neurips2023.html#LuccioniAMJ23

Hugo Laurençon Lucile Saulnier Thomas Wang Christopher Akiki Albert Villanova del Moral Teven Le Scao Leandro von Werra Chenghao Mou Eduardo González Ponferrada Huu Nguyen Jörg Frohberg Mario Sasko Quentin Lhoest Angelina McMillan-Major Gérard Dupont Stella Biderman Anna Rogers Loubna Ben Allal Francesco De Toni Giada Pistilli Olivier Nguyen Somaieh Nikpoor Maraim Masoud Pierre Colombo Javier de la Rosa 0001 Paulo Villegas Tristan Thrush Shayne Longpre Sebastian Nagel 0005 Leon Weber Manuel Muñoz Jian Zhu Daniel van Strien Zaid Alyafeai Khalid Almubarak Minh Chien Vu Itziar Gonzalez-Dios Aitor Soroa Kyle Lo Manan Dey Pedro Ortiz Suarez Aaron Gokaslan Shamik Bose David Ifeoluwa Adelani Long Phan Hieu Tran Ian Yu Suhas Pai Jenny Chim Violette Lepercq Suzana Ilic Margaret Mitchell Sasha Luccioni Yacine Jernite The BigScience ROOTS Corpus: A 1.6TB Composite Multilingual Dataset. 2023 abs/2303.03915 CoRR https://doi.org/10.48550/arXiv.2303.03915 db/journals/corr/corr2303.html#abs-2303-03915

Alexandra Sasha Luccioni Christopher Akiki Margaret Mitchell Yacine Jernite Stable Bias: Analyzing Societal Representations in Diffusion Models. 2023 abs/2303.11408 CoRR https://doi.org/10.48550/arXiv.2303.11408 db/journals/corr/corr2303.html#abs-2303-11408

Irene Solaiman Zeerak Talat William Agnew Lama Ahmad Dylan K. Baker Su Lin Blodgett Hal Daumé III Jesse Dodge Ellie Evans Sara Hooker Yacine Jernite Alexandra Sasha Luccioni Alberto Lusoli Margaret Mitchell Jessica Newman Marie-Therese Png Andrew Strait Apostol Vassilev 0002 Evaluating the Social Impact of Generative AI Systems in Systems and Society. 2023 abs/2306.05949 CoRR https://doi.org/10.48550/arXiv.2306.05949 db/journals/corr/corr2306.html#abs-2306-05949

Thomas C. Tsai Sercan Ö. Arik Benjamin H. Jacobson Jinsung Yoon Nate Yoder Dario Sava Margaret Mitchell Garth Graham Tomas Pfister Algorithmic fairness in pandemic forecasting: lessons from COVID-19. 2022 5 npj Digit. Medicine https://doi.org/10.1038/s41746-022-00602-z db/journals/npjdm/npjdm5.html#TsaiAJYYSMGP22

Nazneen Rajani Weixin Liang Lingjiao Chen Margaret Mitchell James Zou 0001 SEAL: Interactive Tool for Systematic Error Analysis and Labeling. 359-370 2022 EMNLP (Demos) https://doi.org/10.18653/v1/2022.emnlp-demos.36 https://aclanthology.org/2022.emnlp-demos.36 conf/emnlp/2022-d db/conf/emnlp/emnlp2022-d.html#RajaniLCMZ22 Yacine Jernite Huu Nguyen Stella Biderman Anna Rogers Maraim Masoud Valentin Danchev Samson Tan Alexandra Sasha Luccioni Nishant Subramani Isaac Johnson 0001 Gérard Dupont Jesse Dodge Kyle Lo Zeerak Talat Dragomir R. Radev Aaron Gokaslan Somaieh Nikpoor Peter Henderson 0002 Rishi Bommasani Margaret Mitchell Data Governance in the Age of Large-Scale Data-Driven Language Technology. 2206-2222 2022 FAccT https://doi.org/10.1145/3531146.3534637 https://www.wikidata.org/entity/Q115698927 conf/fat/2022 db/conf/fat/facct2022.html#JerniteNBRMDTLS22 Hugo Laurençon Lucile Saulnier Thomas Wang Christopher Akiki Albert Villanova del Moral Teven Le Scao Leandro von Werra Chenghao Mou Eduardo González Ponferrada Huu Nguyen Jörg Frohberg Mario Sasko Quentin Lhoest Angelina McMillan-Major Gérard Dupont Stella Biderman Anna Rogers Loubna Ben Allal Francesco De Toni Giada Pistilli Olivier Nguyen Somaieh Nikpoor Maraim Masoud Pierre Colombo Javier de la Rosa 0001 Paulo Villegas Tristan Thrush Shayne Longpre Sebastian Nagel 0005 Leon Weber Manuel Muñoz Jian Zhu Daniel van Strien Zaid Alyafeai Khalid Almubarak Minh Chien Vu Itziar Gonzalez-Dios Aitor Soroa Kyle Lo Manan Dey Pedro Ortiz Suarez Aaron Gokaslan Shamik Bose David Ifeoluwa Adelani Long Phan Hieu Tran Ian Yu Suhas Pai Jenny Chim Violette Lepercq Suzana Ilic Margaret Mitchell Alexandra Sasha Luccioni Yacine Jernite The BigScience ROOTS Corpus: A 1.6TB Composite Multilingual Dataset. 2022 conf/nips/2022 NeurIPS http://papers.nips.cc/paper_files/paper/2022/hash/ce9e92e3de2372a4b93353eb7f3dc0bd-Abstract-Datasets_and_Benchmarks.html db/conf/nips/neurips2022.html#LaurenconSWAMSW22

Yacine Jernite Huu Nguyen Stella Biderman Anna Rogers Maraim Masoud Valentin Danchev Samson Tan Alexandra Sasha Luccioni Nishant Subramani Gérard Dupont Jesse Dodge Kyle Lo Zeerak Talat Isaac Johnson 0001 Dragomir R. Radev Somaieh Nikpoor Jörg Frohberg Aaron Gokaslan Peter Henderson 0002 Rishi Bommasani Margaret Mitchell Data Governance in the Age of Large-Scale Data-Driven Language Technology. 2022 abs/2206.03216 CoRR https://doi.org/10.48550/arXiv.2206.03216 https://www.wikidata.org/entity/Q115698927 db/journals/corr/corr2206.html#abs-2206-03216

Leandro von Werra Lewis Tunstall Abhishek Thakur Alexandra Sasha Luccioni Tristan Thrush Aleksandra Piktus Felix Marty Nazneen Rajani Victor Mustar Helen Ngo Omar Sanseviero Mario Sasko Albert Villanova del Moral Quentin Lhoest Julien Chaumond Margaret Mitchell Alexander M. Rush Thomas Wolf 0008 Douwe Kiela Evaluate & Evaluation on the Hub: Better Best Practices for Data and Model Measurements. 2022 abs/2210.01970 CoRR https://doi.org/10.48550/arXiv.2210.01970 db/journals/corr/corr2210.html#abs-2210-01970

Vinodkumar Prabhakaran Margaret Mitchell Timnit Gebru Iason Gabriel A Human Rights-Based Approach to Responsible AI. 2022 abs/2210.02667 CoRR https://doi.org/10.48550/arXiv.2210.02667 db/journals/corr/corr2210.html#abs-2210-02667

Nazneen Rajani Weixin Liang Lingjiao Chen Meg Mitchell James Zou 0001 SEAL : Interactive Tool for Systematic Error Analysis and Labeling. 2022 abs/2210.05839 CoRR https://doi.org/10.48550/arXiv.2210.05839 db/journals/corr/corr2210.html#abs-2210-05839

Denis Kocetkov Raymond Li Loubna Ben Allal Jia Li 0015 Chenghao Mou Carlos Muñoz Ferrandis Yacine Jernite Margaret Mitchell Sean Hughes Thomas Wolf 0008 Dzmitry Bahdanau Leandro von Werra Harm de Vries The Stack: 3 TB of permissively licensed source code. 2022 abs/2211.15533 CoRR https://doi.org/10.48550/arXiv.2211.15533 db/journals/corr/corr2211.html#abs-2211-15533

Margaret Mitchell Alexandra Sasha Luccioni Nathan Lambert 0001 Marissa Gerchick Angelina McMillan-Major Ezinwanne Ozoani Nazneen Rajani Tristan Thrush Yacine Jernite Douwe Kiela Measuring Data. 2022 abs/2212.05129 CoRR https://doi.org/10.48550/arXiv.2212.05129 db/journals/corr/corr2212.html#abs-2212-05129

Osman Aka Ken Burke Alex Bäuerle Christina Greer Margaret Mitchell Measuring Model Biases in the Absence of Ground Truth. 327-335 2021 AIES https://doi.org/10.1145/3461702.3462557 conf/aies/2021 db/conf/aies/aies2021.html#AkaBBGM21 Jesse Dodge Maarten Sap Ana Marasovic William Agnew Gabriel Ilharco Dirk Groeneveld Margaret Mitchell Matt Gardner 0001 Documenting Large Webtext Corpora: A Case Study on the Colossal Clean Crawled Corpus. 1286-1305 2021 EMNLP (1) https://doi.org/10.18653/v1/2021.emnlp-main.98 https://aclanthology.org/2021.emnlp-main.98 conf/emnlp/2021-1 db/conf/emnlp/emnlp2021-1.html#DodgeSMAIGM021 Ben Hutchinson Andrew Smart Alex Hanna Emily Denton Christina Greer Oddur Kjartansson Parker Barnes Margaret Mitchell Towards Accountability for Machine Learning Datasets: Practices from Software Engineering and Infrastructure. 560-575 2021 FAccT https://doi.org/10.1145/3442188.3445918 conf/fat/2021 db/conf/fat/facct2021.html#HutchinsonSHDGK21

Osman Aka Ken Burke Alex Bäuerle Christina Greer Margaret Mitchell Measuring Model Biases in the Absence of Ground Truth. 2021 abs/2103.03417 CoRR https://arxiv.org/abs/2103.03417 db/journals/corr/corr2103.html#abs-2103-03417

Margaret Mitchell Dylan K. Baker Nyalleng Moorosi Emily Denton Ben Hutchinson Alex Hanna Timnit Gebru Jamie Morgenstern Diversity and Inclusion Metrics in Subset Selection. 117-123 2020 AIES https://doi.org/10.1145/3375627.3375832 https://www.wikidata.org/entity/Q103756415 conf/aies/2020 db/conf/aies/aies2020.html#MitchellBMDHHGM20 Inioluwa Deborah Raji Timnit Gebru Margaret Mitchell Joy Buolamwini Joonseok Lee Emily Denton Saving Face: Investigating the Ethical Concerns of Facial Recognition Auditing. 145-151 2020 AIES https://doi.org/10.1145/3375627.3375820 conf/aies/2020 db/conf/aies/aies2020.html#RajiGMBLD20 Inioluwa Deborah Raji Andrew Smart Rebecca N. White Margaret Mitchell Timnit Gebru Ben Hutchinson Jamila Smith-Loud Daniel Theron Parker Barnes Closing the AI accountability gap: defining an end-to-end framework for internal algorithmic auditing. 33-44 2020 FAT* https://doi.org/10.1145/3351095.3372873 conf/fat/2020 db/conf/fat/fat2020.html#RajiSWMGHSTB20

Inioluwa Deborah Raji Timnit Gebru Margaret Mitchell Joy Buolamwini Joonseok Lee Emily Denton Saving Face: Investigating the Ethical Concerns of Facial Recognition Auditing. 2020 abs/2001.00964 CoRR http://arxiv.org/abs/2001.00964 db/journals/corr/corr2001.html#abs-2001-00964

Inioluwa Deborah Raji Andrew Smart Rebecca N. White Margaret Mitchell Timnit Gebru Ben Hutchinson Jamila Smith-Loud Daniel Theron Parker Barnes Closing the AI Accountability Gap: Defining an End-to-End Framework for Internal Algorithmic Auditing. 2020 abs/2001.00973 CoRR http://arxiv.org/abs/2001.00973 db/journals/corr/corr2001.html#abs-2001-00973

Margaret Mitchell Dylan K. Baker Nyalleng Moorosi Emily Denton Ben Hutchinson Alex Hanna Timnit Gebru Jamie Morgenstern Diversity and Inclusion Metrics in Subset Selection. 2020 abs/2002.03256 CoRR https://arxiv.org/abs/2002.03256 db/journals/corr/corr2002.html#abs-2002-03256

Ben Hutchinson Andrew Smart Alex Hanna Emily Denton Christina Greer Oddur Kjartansson Parker Barnes Margaret Mitchell Towards Accountability for Machine Learning Datasets: Practices from Software Engineering and Infrastructure. 2020 abs/2010.13561 CoRR https://arxiv.org/abs/2010.13561 db/journals/corr/corr2010.html#abs-2010-13561

Vinodkumar Prabhakaran Ben Hutchinson Margaret Mitchell Perturbation Sensitivity Analysis to Detect Unintended Model Biases. 5739-5744 2019 EMNLP/IJCNLP (1) https://doi.org/10.18653/v1/D19-1578 conf/emnlp/2019-1 db/conf/emnlp/emnlp2019-1.html#PrabhakaranHM19 Ben Hutchinson Margaret Mitchell 50 Years of Test (Un)fairness: Lessons for Machine Learning. 49-58 2019 FAT https://doi.org/10.1145/3287560.3287600 conf/fat/2019 db/conf/fat/fat2019.html#HutchinsonM19 Margaret Mitchell Simone Wu Andrew Zaldivar Parker Barnes Lucy Vasserman Ben Hutchinson Elena Spitzer Inioluwa Deborah Raji Timnit Gebru Model Cards for Model Reporting. 220-229 2019 FAT https://doi.org/10.1145/3287560.3287596 https://www.wikidata.org/entity/Q103724290 conf/fat/2019 db/conf/fat/fat2019.html#MitchellWZBVHSR19 Sarah Bird Ben Hutchinson Krishnaram Kenthapadi Emre Kiciman Margaret Mitchell Fairness-Aware Machine Learning: Practical Challenges and Lessons Learned. 3205-3206 2019 KDD https://doi.org/10.1145/3292500.3332280 conf/kdd/2019 db/conf/kdd/kdd2019.html#BirdHKKM19 Sarah Bird Krishnaram Kenthapadi Emre Kiciman Margaret Mitchell Fairness-Aware Machine Learning: Practical Challenges and Lessons Learned. 834-835 2019 WSDM https://doi.org/10.1145/3289600.3291383 conf/wsdm/2019 db/conf/wsdm/wsdm2019.html#BirdKKM19 Sarah Bird Ben Hutchinson Krishnaram Kenthapadi Emre Kiciman Margaret Mitchell Fairness-Aware Machine Learning: Practical Challenges and Lessons Learned. 1297-1298 2019 WWW (Companion Volume) https://doi.org/10.1145/3308560.3320086 conf/www/2019c db/conf/www/www2019c.html#BirdHKKM19

Emily Denton Ben Hutchinson Margaret Mitchell Timnit Gebru Detecting Bias with Generative Counterfactual Face Attribute Augmentation. 2019 abs/1906.06439 CoRR http://arxiv.org/abs/1906.06439 db/journals/corr/corr1906.html#abs-1906-06439

Ben Hutchinson K. J. Pittl Margaret Mitchell Interpreting Social Respect: A Normative Lens for ML Models. 2019 abs/1908.07336 CoRR http://arxiv.org/abs/1908.07336 db/journals/corr/corr1908.html#abs-1908-07336

Vinodkumar Prabhakaran Ben Hutchinson Margaret Mitchell Perturbation Sensitivity Analysis to Detect Unintended Model Biases. 2019 abs/1910.04210 CoRR http://arxiv.org/abs/1910.04210 db/journals/corr/corr1910.html#abs-1910-04210

Brian Hu Zhang Blake Lemoine Margaret Mitchell Mitigating Unwanted Biases with Adversarial Learning. 335-340 2018 AIES https://doi.org/10.1145/3278721.3278779 https://www.wikidata.org/entity/Q112508916 conf/aies/2018 db/conf/aies/aies2018.html#ZhangLM18 Mark Alfano Dirk Hovy Margaret Mitchell Michael Strube 0001 Proceedings of the Second ACL Workshop on Ethics in Natural Language Processing, EthNLP@NAACL-HLT 2018, New Orleans, Louisiana, USA, June 5, 2018 EthNLP@NAACL-HLT Association for Computational Linguistics 2018 978-1-948087-14-8 https://aclanthology.org/volumes/W18-08/ https://aclanthology.org/W18-0800/ https://doi.org/10.18653/v1/W18-08 db/conf/ethnlp/ethnlp2018.html

Brian Hu Zhang Blake Lemoine Margaret Mitchell Mitigating Unwanted Biases with Adversarial Learning. 2018 abs/1801.07593 CoRR http://arxiv.org/abs/1801.07593 db/journals/corr/corr1801.html#abs-1801-07593

Margaret Mitchell Simone Wu Andrew Zaldivar Parker Barnes Lucy Vasserman Ben Hutchinson Elena Spitzer Inioluwa Deborah Raji Timnit Gebru Model Cards for Model Reporting. 2018 abs/1810.03993 CoRR http://arxiv.org/abs/1810.03993 db/journals/corr/corr1810.html#abs-1810-03993

Ben Hutchinson Margaret Mitchell 50 Years of Test (Un)fairness: Lessons for Machine Learning. 2018 abs/1811.10104 CoRR http://arxiv.org/abs/1811.10104 db/journals/corr/corr1811.html#abs-1811-10104

Margaret Mitchell John C. Platt Kate Saenko Guest Editorial: Image and Language Understanding. 1-3 2017 123 Int. J. Comput. Vis. 1 https://doi.org/10.1007/s11263-017-0993-y db/journals/ijcv/ijcv123.html#MitchellPS17

Aishwarya Agrawal Jiasen Lu Stanislaw Antol Margaret Mitchell C. Lawrence Zitnick Devi Parikh Dhruv Batra VQA: Visual Question Answering - www.visualqa.org. 4-31 2017 123 Int. J. Comput. Vis. 1 https://doi.org/10.1007/s11263-016-0966-6 db/journals/ijcv/ijcv123.html#AgrawalLAMZPB17

Adrian Benton Margaret Mitchell Dirk Hovy Multitask Learning for Mental Health Conditions with Limited Social Media Data. 152-162 2017 EACL (1) https://doi.org/10.18653/v1/e17-1015 https://aclanthology.org/E17-1015/ conf/eacl/2017-1 db/conf/eacl/eacl2017-1.html#HovyMB17 Dirk Hovy Shannon L. Spruit Margaret Mitchell Emily M. Bender Michael Strube 0001 Hanna M. Wallach Proceedings of the First ACL Workshop on Ethics in Natural Language Processing, EthNLP@EACL, Valencia, Spain, April 4, 2017 EthNLP@EACL Association for Computational Linguistics 2017 978-1-945626-47-0 https://aclanthology.org/volumes/W17-16/ https://aclanthology.org/W17-1600/ https://doi.org/10.18653/v1/W17-16 https://www.wikidata.org/entity/Q98456685 db/conf/ethnlp/ethnlp2017.html

Hee Jung Ryu Margaret Mitchell Hartwig Adam Improving Smiling Detection with Race and Gender Diversity. 2017 abs/1712.00193 CoRR http://arxiv.org/abs/1712.00193 db/journals/corr/corr1712.html#abs-1712-00193

Adrian Benton Margaret Mitchell Dirk Hovy Multi-Task Learning for Mental Health using Social Media Text. 2017 abs/1712.03538 CoRR http://arxiv.org/abs/1712.03538 db/journals/corr/corr1712.html#abs-1712-03538

C. Lawrence Zitnick Aishwarya Agrawal Stanislaw Antol Margaret Mitchell Dhruv Batra Devi Parikh Measuring Machine Intelligence Through Visual Question Answering. 63-72 2016 37 AI Mag. 1 https://doi.org/10.1609/aimag.v37i1.2647 db/journals/aim/aim37.html#ZitnickAAMBP16

Vicente Ordonez Xufeng Han Polina Kuznetsova Girish Kulkarni Margaret Mitchell Kota Yamaguchi Karl Stratos Amit Goyal 0001 Jesse Dodge Alyssa C. Mensch Hal Daumé III Alexander C. Berg Yejin Choi 0001 Tamara L. Berg Large Scale Retrieval and Generation of Image Descriptions. 46-59 2016 119 Int. J. Comput. Vis. 1 https://doi.org/10.1007/s11263-015-0840-y db/journals/ijcv/ijcv119.html#OrdonezHKKMYSGD16

Rebecca Mason Benjamin Gaska Benjamin Van Durme Pallavi Choudhury Ted Hart Bill Dolan Kristina Toutanova Margaret Mitchell Microsummarization of Online Reviews: An Experimental Study. 3015-3021 2016 AAAI https://doi.org/10.1609/aaai.v30i1.10396 conf/aaai/2016 db/conf/aaai/aaai2016.html#MasonGDCHDTM16 Nasrin Mostafazadeh Ishan Misra Jacob Devlin Margaret Mitchell Xiaodong He 0001 Lucy Vanderwende Generating Natural Questions About an Image. 2016 ACL (1) https://doi.org/10.18653/v1/p16-1170 https://aclanthology.org/P16-1170/ conf/acl/2016-1 db/conf/acl/acl2016-1.html#MostafazadehMDM16 Ishan Misra C. Lawrence Zitnick Margaret Mitchell Ross B. Girshick Seeing through the Human Reporting Bias: Visual Classifiers from Noisy Human-Centric Labels. 2930-2939 2016 CVPR https://doi.org/10.1109/CVPR.2016.320 https://doi.ieeecomputersociety.org/10.1109/CVPR.2016.320 conf/cvpr/2016 db/conf/cvpr/cvpr2016.html#MisraZMG16 Ting-Hao 'Kenneth' Huang Francis Ferraro Nasrin Mostafazadeh Ishan Misra Aishwarya Agrawal Jacob Devlin Ross B. Girshick Xiaodong He 0001 Pushmeet Kohli Dhruv Batra C. Lawrence Zitnick Devi Parikh Lucy Vanderwende Michel Galley Margaret Mitchell Visual Storytelling. 1233-1239 2016 HLT-NAACL https://doi.org/10.18653/v1/n16-1147 https://aclanthology.org/N16-1147/ conf/naacl/2016 db/conf/naacl/naacl2016.html#HuangFMMADGHKBZ16

Nasrin Mostafazadeh Ishan Misra Jacob Devlin Larry Zitnick Margaret Mitchell Xiaodong He 0001 Lucy Vanderwende Generating Natural Questions About an Image. 2016 abs/1603.06059 CoRR http://arxiv.org/abs/1603.06059 db/journals/corr/corr1603.html#MostafazadehMDZ16

Ting-Hao 'Kenneth' Huang Francis Ferraro Nasrin Mostafazadeh Ishan Misra Aishwarya Agrawal Jacob Devlin Ross B. Girshick Xiaodong He 0001 Pushmeet Kohli Dhruv Batra C. Lawrence Zitnick Devi Parikh Lucy Vanderwende Michel Galley Margaret Mitchell Visual Storytelling. 2016 abs/1604.03968 CoRR http://arxiv.org/abs/1604.03968 db/journals/corr/corr1604.html#HuangFMMADGHKBZ16

C. Lawrence Zitnick Aishwarya Agrawal Stanislaw Antol Margaret Mitchell Dhruv Batra Devi Parikh Measuring Machine Intelligence Through Visual Question Answering. 2016 abs/1608.08716 CoRR http://arxiv.org/abs/1608.08716 db/journals/corr/corr1608.html#ZitnickAAMBP16

Rasool Fakoor Abdel-rahman Mohamed Margaret Mitchell Sing Bing Kang Pushmeet Kohli Memory-augmented Attention Modelling for Videos. 2016 abs/1611.02261 CoRR http://arxiv.org/abs/1611.02261 db/journals/corr/corr1611.html#FakoorMMKK16

Jacob Devlin Hao Cheng 0002 Hao Fang 0002 Saurabh Gupta 0001 Li Deng 0001 Xiaodong He 0001 Geoffrey Zweig Margaret Mitchell Language Models for Image Captioning: The Quirks and What Works. 100-105 2015 ACL (2) https://doi.org/10.3115/v1/p15-2017 https://aclanthology.org/P15-2017/ conf/acl/2015-2 db/conf/acl/acl2015-2.html#DevlinCFGDHZM15 Michel Galley Chris Brockett Alessandro Sordoni Yangfeng Ji Michael Auli Chris Quirk Margaret Mitchell Jianfeng Gao 0001 Bill Dolan deltaBLEU: A Discriminative Metric for Generation Tasks with Intrinsically Diverse Targets. 445-450 2015 ACL (2) https://doi.org/10.3115/v1/p15-2073 https://aclanthology.org/P15-2073/ conf/acl/2015-2 db/conf/acl/acl2015-2.html#GalleyBSJAQMGD15 Hao Fang 0002 Saurabh Gupta 0001 Forrest N. Iandola Rupesh Kumar Srivastava Li Deng 0001 Piotr Dollár Jianfeng Gao 0001 Xiaodong He 0001 Margaret Mitchell John C. Platt C. Lawrence Zitnick Geoffrey Zweig From captions to visual concepts and back. 1473-1482 2015 CVPR https://doi.org/10.1109/CVPR.2015.7298754 https://doi.ieeecomputersociety.org/10.1109/CVPR.2015.7298754 conf/cvpr/2015 db/conf/cvpr/cvpr2015.html#FangGISDDGHMPZZ15 Francis Ferraro Nasrin Mostafazadeh Ting-Hao 'Kenneth' Huang Lucy Vanderwende Jacob Devlin Michel Galley Margaret Mitchell A Survey of Current Datasets for Vision and Language Research. 207-213 2015 EMNLP https://doi.org/10.18653/v1/d15-1021 https://aclanthology.org/D15-1021/ conf/emnlp/2015 db/conf/emnlp/emnlp2015.html#FerraroMHVDGM15 Stanislaw Antol Aishwarya Agrawal Jiasen Lu Margaret Mitchell Dhruv Batra C. Lawrence Zitnick Devi Parikh VQA: Visual Question Answering. 2425-2433 2015 ICCV https://doi.org/10.1109/ICCV.2015.279 https://doi.ieeecomputersociety.org/10.1109/ICCV.2015.279 conf/iccv/2015 db/conf/iccv/iccv2015.html#AntolALMBZP15 Margaret Mitchell Kristy Hollingshead Glen Coppersmith Quantifying the Language of Schizophrenia in Social Media. 11-20 2015 CLPsych@HLT-NAACL https://doi.org/10.3115/v1/w15-1202 https://aclanthology.org/W15-1202/ conf/naacl/2015clpsych db/conf/naacl/clpsych2015.html#MitchellHC15 Glen Coppersmith Mark Dredze Craig Harman Kristy Hollingshead Margaret Mitchell CLPsych 2015 Shared Task: Depression and PTSD on Twitter. 31-39 2015 CLPsych@HLT-NAACL https://doi.org/10.3115/v1/w15-1204 https://aclanthology.org/W15-1204/ conf/naacl/2015clpsych db/conf/naacl/clpsych2015.html#CoppersmithDHHM15 Alessandro Sordoni Michel Galley Michael Auli Chris Brockett Yangfeng Ji Margaret Mitchell Jian-Yun Nie Jianfeng Gao 0001 Bill Dolan A Neural Network Approach to Context-Sensitive Generation of Conversational Responses. 196-205 2015 HLT-NAACL https://doi.org/10.3115/v1/n15-1020 https://aclanthology.org/N15-1020/ conf/naacl/2015 db/conf/naacl/naacl2015.html#SordoniGABJMNGD15 Margaret Mitchell Glen Coppersmith Kristy Hollingshead Proceedings of the 2nd Workshop on Computational Linguistics and Clinical Psychology: From Linguistic Signal to Clinical Reality, CLPsych@NAACL-HLT 2015, June 5, 2015, Denver, Colorado, USA 978-1-941643-43-3 CLPsych@NAACL-HLT 2015 The Association for Computational Linguistics https://aclanthology.org/volumes/W15-12/ https://aclanthology.org/W15-1200/ db/conf/naacl/clpsych2015.html

Stanislaw Antol Aishwarya Agrawal Jiasen Lu Margaret Mitchell Dhruv Batra C. Lawrence Zitnick Devi Parikh VQA: Visual Question Answering. 2015 abs/1505.00468 CoRR http://arxiv.org/abs/1505.00468 db/journals/corr/corr1505.html#AntolALMBZP15

Jacob Devlin Saurabh Gupta 0001 Ross B. Girshick Margaret Mitchell C. Lawrence Zitnick Exploring Nearest Neighbor Approaches for Image Captioning. 2015 abs/1505.04467 CoRR http://arxiv.org/abs/1505.04467 db/journals/corr/corr1505.html#DevlinGGMZ15

Alessandro Sordoni Michel Galley Michael Auli Chris Brockett Yangfeng Ji Margaret Mitchell Jian-Yun Nie Jianfeng Gao 0001 Bill Dolan A Neural Network Approach to Context-Sensitive Generation of Conversational Responses. 2015 abs/1506.06714 CoRR http://arxiv.org/abs/1506.06714 db/journals/corr/corr1506.html#SordoniGABJMNGD15

Francis Ferraro Nasrin Mostafazadeh Ting-Hao 'Kenneth' Huang Lucy Vanderwende Jacob Devlin Michel Galley Margaret Mitchell On Available Corpora for Empirical Methods in Vision & Language. 2015 abs/1506.06833 CoRR http://arxiv.org/abs/1506.06833 db/journals/corr/corr1506.html#FerraroMHVDGM15

Michel Galley Chris Brockett Alessandro Sordoni Yangfeng Ji Michael Auli Chris Quirk Margaret Mitchell Jianfeng Gao 0001 Bill Dolan deltaBLEU: A Discriminative Metric for Generation Tasks with Intrinsically Diverse Targets. 2015 abs/1506.06863 CoRR http://arxiv.org/abs/1506.06863 db/journals/corr/corr1506.html#GalleyBSJAQMGD15

Ishan Misra C. Lawrence Zitnick Margaret Mitchell Ross B. Girshick Learning Visual Classifiers using Human-centric Annotations. 2015 abs/1512.06974 CoRR http://arxiv.org/abs/1512.06974 db/journals/corr/corr1512.html#MisraZMG15

Charley Beller Rebecca Knowles Craig Harman Shane Bergsma Margaret Mitchell Benjamin Van Durme I'm a Belieber: Social Roles via Self-identification and Conceptual Attributes. 181-186 2014 ACL (2) https://doi.org/10.3115/v1/p14-2030 https://aclanthology.org/P14-2030/ conf/acl/2014-2 db/conf/acl/acl2014-2.html#BellerKHBMD14 Matthew R. Gormley Margaret Mitchell Benjamin Van Durme Mark Dredze Low-Resource Semantic Role Labeling. 1177-1187 2014 ACL (1) https://doi.org/10.3115/v1/p14-1111 https://aclanthology.org/P14-1111/ conf/acl/2014-1 db/conf/acl/acl2014-1.html#GormleyMDD14 Margaret Mitchell Dan Bohus Ece Kamar Crowdsourcing Language Generation Templates for Dialogue Systems. 16-24 2014 INLG https://doi.org/10.3115/v1/w14-5003 https://aclanthology.org/W14-5003/ conf/inlg/2014 db/conf/inlg/inlg2014.html#MitchellBK14 Philip Resnik Rebecca Resnik Margaret Mitchell Proceedings of the Workshop on Computational Linguistics and Clinical Psychology: From Linguistic Signal to Clinical Reality, CLPsych@ACL 2014, Baltimore, Maryland, USA, June 27, 2014 CLPsych@ACL Association for Computational Linguistics 2014 978-1-941643-16-7 https://aclanthology.org/volumes/W14-32/ https://doi.org/10.3115/v1/W14-32 db/conf/acl-clpsych/acl-clpsych2014.html Margaret Mitchell Kathleen F. McCoy David D. McDonald 0002 Aoife Cahill INLG 2014 - Proceedings of the Eighth International Natural Language Generation Conference, Including Proceedings of the INLG and SIGDIAL 2014 Joint Session, 19-21 June 2014, Philadelphia, PA, USA INLG The Association for Computer Linguistics 2014 https://doi.org/10.18653/v1/w14-5000 https://aclanthology.org/volumes/W14-44/ https://aclanthology.org/volumes/W14-50/ https://aclanthology.org/W14-4400/ https://aclanthology.org/W14-5000/ db/conf/inlg/inlg2014.html 978-1-941643-22-8 978-1-941643-23-5

Hao Fang 0002 Saurabh Gupta 0001 Forrest N. Iandola Rupesh Kumar Srivastava Li Deng 0001 Piotr Dollár Jianfeng Gao 0001 Xiaodong He 0001 Margaret Mitchell John C. Platt C. Lawrence Zitnick Geoffrey Zweig From Captions to Visual Concepts and Back. 2014 abs/1411.4952 CoRR http://arxiv.org/abs/1411.4952 db/journals/corr/corr1411.html#FangGISDDGHMPZZ14

Margaret Mitchell Generating reference to visible objects. 2013 University of Aberdeen, UK http://digitool.abdn.ac.uk/webclient/DeliveryManager?pid=201692 https://ethos.bl.uk/OrderDetails.do?uin=uk.bl.ethos.577669 British Library, EThOS Margaret Mitchell Ehud Reiter Kees van Deemter Typicality and Object Reference. 2013 CogSci https://escholarship.org/uc/item/9mt2r0rb conf/cogsci/2013 db/conf/cogsci/cogsci2013.html#MitchellRD13 Margaret Mitchell Jacqui Aguilar Theresa Wilson Benjamin Van Durme Open Domain Targeted Sentiment. 1643-1654 2013 EMNLP https://doi.org/10.18653/v1/d13-1171 https://aclanthology.org/D13-1171/ conf/emnlp/2013 db/conf/emnlp/emnlp2013.html#MitchellAWD13 Jette Viethen Margaret Mitchell Emiel Krahmer Graphs and Spatial Relations in the Generation of Referring Expressions. 72-81 2013 ENLG https://aclanthology.org/W13-2108/ conf/enlg/2013 db/conf/enlg/enlg2013.html#ViethenMK13 Margaret Mitchell Kees van Deemter Ehud Reiter Generating Expressions that Refer to Visible Objects. 1174-1184 2013 HLT-NAACL https://aclanthology.org/N13-1137/ conf/naacl/2013 db/conf/naacl/naacl2013.html#MitchellDR13 Margaret Mitchell Overview of the TAC2013 Knowledge Base Population Evaluation: English Sentiment Slot Filling. 2013 TAC https://tac.nist.gov/publications/2013/additional.papers/KBP2013_Sentiment_Slot_Filling_overview.TAC2013.proceedings.pdf conf/tac/2013 db/conf/tac/tac2013.html#Mitchell13 Alexander C. Berg Tamara L. Berg Hal Daumé III Jesse Dodge Amit Goyal 0001 Xufeng Han Alyssa C. Mensch Margaret Mitchell Aneesh Sood Karl Stratos Kota Yamaguchi Understanding and predicting importance in images. 3562-3569 2012 CVPR https://doi.org/10.1109/CVPR.2012.6248100 https://doi.ieeecomputersociety.org/10.1109/CVPR.2012.6248100 conf/cvpr/2012 db/conf/cvpr/cvpr2012.html#BergBDDGHMMSSY12 Margaret Mitchell Jesse Dodge Amit Goyal 0001 Kota Yamaguchi Karl Stratos Xufeng Han Alyssa C. Mensch Alexander C. Berg Tamara L. Berg Hal Daumé III Midge: Generating Image Descriptions From Computer Vision Detections. 747-756 2012 EACL https://aclanthology.org/E12-1076/ conf/eacl/2012 db/conf/eacl/eacl2012.html#MitchellDGYSHMBBD12 Margaret Mitchell Xufeng Han Jeff Hayes Midge: Generating Descriptions of Images. 131-133 2012 INLG https://aclanthology.org/W12-1523/ conf/inlg/2012 db/conf/inlg/inlg2012.html#MitchellHH12 Jesse Dodge Amit Goyal 0001 Xufeng Han Alyssa C. Mensch Margaret Mitchell Karl Stratos Kota Yamaguchi Yejin Choi 0001 Hal Daumé III Alexander C. Berg Tamara L. Berg Detecting Visual Text. 762-772 2012 HLT-NAACL https://aclanthology.org/N12-1094/ conf/naacl/2012 db/conf/naacl/naacl2012.html#DodgeGHMMSYCDBB12 Margaret Mitchell Richard Sproat Discourse-Based Modeling for AAC. 9-18 2012 SLPAT@HLT-NAACL https://aclanthology.org/W12-2903/ conf/slpat/2012 db/conf/slpat/slpat2012.html#MitchellS12

Brian Roark Margaret Mitchell John-Paul Hosom Kristy Hollingshead Jeffrey A. Kaye Spoken Language Derived Measures for Detecting Mild Cognitive Impairment. 2081-2090 2011 19 IEEE Trans. Speech Audio Process. 7 https://doi.org/10.1109/TASL.2011.2112351 https://www.wikidata.org/entity/Q30464119 db/journals/taslp/taslp19.html#RoarkMHHK11

Margaret Mitchell Aaron Dunlop Brian Roark Semi-Supervised Modeling for Prenominal Modifier Ordering. 236-241 2011 ACL (2) https://aclanthology.org/P11-2041/ conf/acl/2011s db/conf/acl/acl2011s.html#MitchellDR11 Margaret Mitchell Kees van Deemter Ehud Reiter On the Use of Size Modifiers When Referring to Visible Objects. 2011 CogSci https://mindmodeling.org/cogsci2011/papers/0709/index.html conf/cogsci/2011 db/conf/cogsci/cogsci2011.html#MitchellDR11 Margaret Mitchell Kees van Deemter Ehud Reiter Two Approaches for Generating Size Modifiers. 63-70 2011 ENLG https://aclanthology.org/W11-2808/ conf/enlg/2011 db/conf/enlg/enlg2011.html#MitchellDR11 Margaret Mitchell A Flexible Approach to Class-Based Ordering of Prenominal Modifiers. 141-162 2010 Empirical Methods in Natural Language Generation https://doi.org/10.1007/978-3-642-15573-4_8 conf/eacl/2010enlg db/conf/eacl/enlg2010.html#Mitchell10 Margaret Mitchell Kees van Deemter Ehud Reiter Natural Reference to Objects in a Visual Domain. 2010 INLG https://aclanthology.org/W10-4210/ conf/inlg/2010 db/conf/inlg/inlg2010.html#MitchellDR10 Aaron Dunlop Margaret Mitchell Brian Roark Prenominal Modifier Ordering via Multiple Sequence Alignment. 600-608 2010 HLT-NAACL https://aclanthology.org/N10-1085/ conf/naacl/2010 db/conf/naacl/naacl2010.html#DunlopMR10 Margaret Mitchell Class-Based Ordering of Prenominal Modifiers. 50-57 2009 ENLG https://aclanthology.org/W09-0608/ conf/enlg/2009 db/conf/enlg/enlg2009.html#Mitchell09 Brian Roark Margaret Mitchell Kristy Hollingshead Syntactic complexity measures for detecting Mild Cognitive Impairment. 1-8 2007 BioNLP@ACL https://aclanthology.org/W07-1001/ conf/bionlp/2007 db/conf/bionlp/bionlp2007.html#RoarkMH07 Margaret Mitchell Creating Minimal Vertex Series Parallel Graphs from Directed Acyclic Graphs. 133-139 2004 conf/apvis/2004 InVis.au http://crpit.scem.westernsydney.edu.au/abstracts/CRPITV35Mitchell.html db/conf/apvis/apvis2004.html#Mitchell04 Margaret Mitchell Use of Directed Acyclic Graph Analysis in Generating Instructions for Multiple Users. 57-62 2001 conf/apvis/2001 InVis.au http://crpit.scem.westernsydney.edu.au/abstracts/CRPITV9Mitchell.html db/conf/apvis/apvis2001.html#Mitchell01 Margaret Mitchell Use of Series Parallel Digraph Analysis in Generating Instructions for Multiple Users. 85-86 2000 conf/vip/2000 VIP http://crpit.scem.westernsydney.edu.au/abstracts/CRPITV2Mitchell.html db/conf/vip/vip2000.html#Mitchell00 Hartwig Adam David Ifeoluwa Adelani William Agnew Aishwarya Agrawal Jacqui Aguilar Lama Ahmad Osman Aka Christopher Akiki Hamdan Al-Ali Mark Alfano Loubna Ben Allal Khalid Almubarak Zaid Alyafeai Stanislaw Antol Sercan Ö. Arik Giuseppe Attanasio Michael Auli Dzmitry Bahdanau Dylan K. Baker Agathe Balayn Ioana Baldini Parker Barnes Solon Barocas Dhruv Batra Alex Bäuerle Charley Beller Emily M. Bender Adrian Benton Alexander C. Berg Tamara L. Berg Shane Bergsma Stella Biderman Reuben Binns Sarah Bird Borhane Blili-Hamelin Su Lin Blodgett Dan Bohus Rishi Bommasani Shamik Bose Chris Brockett Joy Buolamwini Ken Burke Aoife Cahill Flávio P. CalmonFlávio du Pin Calmon Julien Chaumond Lingjiao Chen Hao Cheng 0002 Jenny Chim Yejin Choi 0001 Pallavi Choudhury Miruna-Adriana ClinciuMiruna Clinciu Jordan Clive Pierre Colombo Glen A. CoppersmithGlen Coppersmith Emilio Villa Cueva Valentin Danchev Hal Daumé III Kees van Deemter Pieter Delobelle Li Deng 0001 Remi DentonEmily Denton Jacob Devlin Manan Dey Kaustubh D. Dhole Fernando Diaz 0001 Timm Dill Amirbek Djanibekov Tair Djanibekov Jesse Dodge William B. DolanBill Dolan Piotr Dollár Shiri Dori-Hacohen Jad Doughman Mark Dredze Aaron Dunlop Gérard Dupont Benjamin Van Durme Ritam Dutt Michael D. Ekstrand Ellie Evans Rasool Fakoor Hao Fang 0002 Carlos Muñoz Ferrandis Francis Ferraro Jessica Zosa Forde Jörg Frohberg Iason Gabriel Jay Gala Michel Galley Deep Ganguli Jianfeng Gao 0001 Matt Gardner 0001 Benjamin Gaska Timnit Gebru Marissa Gerchick Avijit Ghosh Ross B. Girshick Aaron Gokaslan Itziar Gonzalez-Dios Matthew R. Gormley Amit Goyal 0001 Garth Graham Christopher Graziul Christina Greer Dirk Groeneveld Saurabh Gupta 0001 Sil Hamilton Xufeng Han Leif Hancox-Li Alex Hanna Craig Harman Ted Hart Jeff Hayes Hananel Hazan Xiaodong He 0001 Katherine A. Heller Peter Henderson 0002 Kristy Hollingshead Carolin Holtermann Sara Hooker John-Paul Hosom Dirk Hovy Jerry Huang Ting-Hao 'Kenneth' Huang Sean Hughes Ben Hutchinson Forrest N. Iandola Gabriel Ilharco Suzana Ilic William Isaac 0001 Benjamin H. Jacobson Yacine Jernite Yangfeng Ji Isaac L. JohnsonIsaac Johnson 0001 Lucie-Aimée Kaffee Ece Kamar Sing Bing Kang Atoosa Kasirzadeh Jeffrey A. Kaye Krishnaram Kenthapadi Emre Kiciman Douwe Kiela Oddur Kjartansson Rebecca Knowles Denis Kocetkov Pushmeet Kohli Oluwasanmi KoyejoSanmi Koyejo Emiel Krahmer Girish Kulkarni Polina Kuznetsova Hynek Kydlícek Nathan Lambert 0001 Tanmay Laud Hugo Laurençon Anne Lauscher Joonseok Lee Alina Leidinger Blake Lemoine Violette Lepercq Quentin Lhoest Jia Li 0015 Raymond Li Weixin Liang Kyle Lo Shayne Longpre Roberto L. Lopez-Davila Anton Lozhkov Jiasen Lu Sasha LuccioniAlexandra Sasha Luccioni Alberto Lusoli Alonso Ma Jonibek Mansurov Ana Marasovic Felix Marty Rebecca Mason Maraim Masoud Kathleen F. McCoy David D. McDonald 0002 Angelina McMillan-Major Alyssa C. Mensch Jacob Metcalf El Mahdi El MhamdiEl-Mahdi El-Mhamdi Ishan Misra Abdel-rahman Mohamed Nyalleng Moorosi Albert Villanova del Moral Jamie Morgenstern Nasrin Mostafazadeh Chenghao Mou Sagnik Mukherjee Nurdaulet Mukhituly Manuel Muñoz Fabricio Murai Victor Mustar Sebastian Nagel 0005 Nikita Nangia Aurélie Névéol Jessica Newman Helen Ngo Huu Nguyen Olivier Nguyen Jian-Yun Nie Shangrui Nie Somaieh Nikpoor Alexandra Olteanu Vicente Ordonez Anaelia Ovalle Ezinwanne Ozoani Suhas Pai Devi Parikh Guilherme Penedo Tomas Pfister Long Phan Aleksandra Piktus Giada Pistilli K. J. Pittl John C. Platt Esther Ploeger Marie-Therese Png Eduardo G. PonferradaEduardo González Ponferrada Vinodkumar Prabhakaran Jeremy Qin Chris Quirk Dragomir R. RadevDragomir Radev Colin RaffelColin A. Raffel Vipul Raheja Nazneen Fatema RajaniNazneen Rajani Inioluwa Deborah Raji Ehud Reiter Philip Resnik Rebecca Resnik Talia Ringer Brian Roark Anna Rogers Javier de la Rosa 0001 Alexander M. Rush Hee Jung Ryu Kate Saenko Olawale Salaudeen Eryk Salvaggio Omar Sanseviero Maarten Sap Mario Sasko Lucile Saulnier Dario Sava Beatrice Savoldi Teven Le Scao Divy Sharma Shanya Sharma Xudong Shen Manisha Singh Andrew Smart Jamila Smith-Loud Todd Snider Irene Solaiman Aneesh Sood Alessandro Sordoni Aitor Soroa Elena Spitzer Richard Sproat Shannon L. Spruit Rupesh Kumar Srivastava Karolina Stanczak Andrew Strait Karl Stratos Daniel van Strien Michael Strube 0001 Pedro Ortiz Suarez Nishant Subramani Arjun Subramonian Kaiser Sun Eliza Szczechla Zeerak Talat Samson Tan Abhishek Thakur Daniel Theron Tristan Thrush Mariame Tighanimine Francesco De Toni Tiago Timponi Torrent Kristina Toutanova Hieu Tran Thomas C. Tsai Lewis Tunstall Deepak Tunuguntla Bridget Tyree Lucy Vanderwende Lucy Vasserman Apostol Vassilev 0002 Jette Viethen Paulo Villegas Marcelo Viridiano Harm de Vries Minh Chien Vu Oskar Van Der Wal Hanna M. Wallach Angelina Wang Thomas Wang Leon Weber-GenzelLeon Weber Laura Weidinger Leandro von Werra Rebecca N. White Theresa Wilson Thomas Wolf 0008 Simone Wu Adina Yakefu Kota Yamaguchi Kayo Yin Nathanael C. YoderNate Yoder Jinsung Yoon Ian Yu Andrew Zaldivar Brian Hu Zhang Mike Zhang Jian Zhu Sydney Zink C. Lawrence ZitnickLarry Zitnick James Zou 0001 Geoffrey Zweig