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Datasheets for Datasets

23 March 2018

Timnit Gebru

Jamie Morgenstern

Briana Vecchione

Jennifer Wortman Vaughan

Papers citing "Datasheets for Datasets"

50 / 1,068 papers shown

Title
Hypothesis Testing for Class-Conditional Label Noise Rafael Poyiadzi Weisong Yang Niall Twomey Raúl Santos-Rodríguez NoLa 150 0 0 03 Mar 2021
Documentation Matters: Human-Centered AI System to Assist Data Science Code Documentation in Computational Notebooks A. Wang Dakuo Wang Jaimie Drozdal Michael J. Muller Soya Park Justin D. Weisz Xuye Liu Lingfei Wu Casey Dugan 377 77 0 24 Feb 2021
Teach Me to Explain: A Review of Datasets for Explainable Natural Language Processing Sarah Wiegreffe Ana Marasović XAI 429 161 0 24 Feb 2021
Confounding Tradeoffs for Neural Network Quantization Sahaj Garg Anirudh Jain Joe Lou Mitchell Nahmias MQ 147 20 0 12 Feb 2021
A Decentralized Approach towards Responsible AI in Social EcosystemsInternational Conference on Web and Social Media (ICWSM), 2021 Wenjing Chu 211 11 0 12 Feb 2021
Multisource AI Scorecard Table for System Evaluation Erik P. Blasch James Sung Tao Nguyen 130 35 0 08 Feb 2021
Building Representative Corpora from Illiterate Communities: A Review of Challenges and Mitigation Strategies for Developing CountriesConference of the European Chapter of the Association for Computational Linguistics (EACL), 2021 Stephanie Hirmer Alycia Leonard Josephine Tumwesige Costanza Conforti 84 12 0 04 Feb 2021
AI Development for the Public Interest: From Abstraction Traps to Sociotechnical RisksInternational Symposium on Technology and Society (ISTAS), 2020 Mckane Andrus Sarah Dean T. Gilbert Nathan Lambert Tom Zick 140 11 0 04 Feb 2021
The GEM Benchmark: Natural Language Generation, its Evaluation and MetricsIEEE Games Entertainment Media Conference (IEEE GEM), 2021 Sebastian Gehrmann Tosin Adewumi Karmanya Aggarwal Pawan Sasanka Ammanamanchi Aremu Anuoluwapo ... Nishant Subramani Wei Xu Diyi Yang Akhila Yerukola Jiawei Zhou VLM 686 300 0 02 Feb 2021
About Face: A Survey of Facial Recognition Evaluation Inioluwa Deborah Raji G. Fried CVBM 170 59 0 01 Feb 2021
Facilitating Knowledge Sharing from Domain Experts to Data Scientists for Building NLP ModelsInternational Conference on Intelligent User Interfaces (IUI), 2021 Soya Park A. Wang B. Kawas Q. V. Liao David Piorkowski Marina Danilevsky 248 57 0 29 Jan 2021
Detecting discriminatory risk through data annotation based on Bayesian inferencesConference on Fairness, Accountability and Transparency (FAccT), 2021 E. Beretta A. Vetrò Bruno Lepri Juan Carlos De Martin 155 20 0 27 Jan 2021
Re-imagining Algorithmic Fairness in India and BeyondConference on Fairness, Accountability and Transparency (FAccT), 2021 Nithya Sambasivan Erin Arnesen Ben Hutchinson Tulsee Doshi Vinodkumar Prabhakaran FaML 234 217 0 25 Jan 2021
How AI Developers Overcome Communication Challenges in a Multidisciplinary Team: A Case Study David Piorkowski Soya Park A. Wang Dakuo Wang Michael J. Muller Felix Portnoy 207 141 0 13 Jan 2021
Modeling Disclosive Transparency in NLP Application DescriptionsConference on Empirical Methods in Natural Language Processing (EMNLP), 2021 Michael Stephen Saxon Sharon Levy Xinyi Wang Alon Albalak Wenjie Wang 306 7 0 02 Jan 2021
DynaSent: A Dynamic Benchmark for Sentiment AnalysisAnnual Meeting of the Association for Computational Linguistics (ACL), 2020 Christopher Potts Zhengxuan Wu Atticus Geiger Douwe Kiela 437 84 0 30 Dec 2020
Gender Bias in Multilingual Neural Machine Translation: The Architecture Matters Marta R. Costa-jussá Carlos Escolano Christine Basta Javier Ferrando Roser Batlle-Roca Ksenia Kharitonova 139 20 0 24 Dec 2020
Confronting Abusive Language Online: A Survey from the Ethical and Human Rights PerspectiveJournal of Artificial Intelligence Research (JAIR), 2020 S. Kiritchenko I. Nejadgholi Kathleen C. Fraser AILaw 374 102 0 22 Dec 2020
Research Reproducibility as a Survival AnalysisAAAI Conference on Artificial Intelligence (AAAI), 2020 Edward Raff SyDa AI4CE 104 21 0 17 Dec 2020
A Software Engineering Perspective on Engineering Machine Learning Systems: State of the Art and ChallengesJournal of Systems and Software (JSS), 2020 G. Giray 257 151 0 14 Dec 2020
WILDS: A Benchmark of in-the-Wild Distribution ShiftsInternational Conference on Machine Learning (ICML), 2020 Pang Wei Koh Shiori Sagawa Henrik Marklund Sang Michael Xie Marvin Zhang ... A. Kundaje Emma Pierson Sergey Levine Chelsea Finn Abigail Z. Jacobs OOD 646 1,635 0 14 Dec 2020
Data and its (dis)contents: A survey of dataset development and use in machine learning research Amandalynne Paullada Inioluwa Deborah Raji Emily M. Bender Emily L. Denton A. Hanna 297 597 0 09 Dec 2020
CRAFT: A Benchmark for Causal Reasoning About Forces and inTeractions Tayfun Ates Muhammed Samil Atesoglu Cagatay Yigit .Ilker Kesen Mert Kobaş Erkut Erdem Aykut Erdem T. Goksun Deniz Yuret 283 37 0 08 Dec 2020
Non-portability of Algorithmic Fairness in India Nithya Sambasivan Erin Arnesen B. Hutchinson Vinodkumar Prabhakaran FaML 235 19 0 03 Dec 2020
An Ethical Highlighter for People-Centric Dataset Creation Margot Hanley Apoorv Khandelwal Hadar Averbuch-Elor Noah Snavely Helen Nissenbaum 91 19 0 27 Nov 2020
Challenges in Deploying Machine Learning: a Survey of Case StudiesACM Computing Surveys (ACM CSUR), 2020 Andrei Paleyes Raoul-Gabriel Urma Neil D. Lawrence 296 487 0 18 Nov 2020
Towards evaluating and eliciting high-quality documentation for intelligent systems David Piorkowski D. González John T. Richards Stephanie Houde 203 11 0 17 Nov 2020
Uncertainty as a Form of Transparency: Measuring, Communicating, and Using UncertaintyAAAI/ACM Conference on AI, Ethics, and Society (AIES), 2020 Umang Bhatt Javier Antorán Yunfeng Zhang Q. V. Liao P. Sattigeri ... L. Nachman R. Chunara Madhulika Srikumar Adrian Weller Alice Xiang 299 286 0 15 Nov 2020
Introducing a new high-resolution handwritten digits data set with writer characteristics Cédric Beaulac Jeffrey S. Rosenthal 146 4 0 04 Nov 2020
Pitfalls in Machine Learning Research: Reexamining the Development Cycle Stella Biderman Walter J. Scheirer 140 26 0 04 Nov 2020
Image Representations Learned With Unsupervised Pre-Training Contain Human-like BiasesConference on Fairness, Accountability and Transparency (FAccT), 2020 Ryan Steed Aylin Caliskan SSL 290 172 0 28 Oct 2020
Towards Ethics by Design in Online Abusive Content Detection S. Kiritchenko I. Nejadgholi 203 14 0 28 Oct 2020
Concealed Data Poisoning Attacks on NLP Models Eric Wallace Tony Zhao Shi Feng Sameer Singh SILM 185 20 0 23 Oct 2020
XOR QA: Cross-lingual Open-Retrieval Question Answering Akari Asai Jungo Kasai J. Clark Kenton Lee Eunsol Choi Hannaneh Hajishirzi 288 171 0 22 Oct 2020
Value Cards: An Educational Toolkit for Teaching Social Impacts of Machine Learning through Deliberation Haiyi Zhu Wesley Hanwen Deng Aditi Chattopadhyay Zhiwei Steven Wu Xu Wang Haiyi Zhu 245 69 0 22 Oct 2020
German's Next Language Model Branden Chan Stefan Schweter Timo Möller 293 314 0 21 Oct 2020
Room-Across-Room: Multilingual Vision-and-Language Navigation with Dense Spatiotemporal Grounding Alexander Ku Peter Anderson Roma Patel Eugene Ie Jason Baldridge 213 403 0 15 Oct 2020
Formalizing Trust in Artificial Intelligence: Prerequisites, Causes and Goals of Human Trust in AI Alon Jacovi Ana Marasović Tim Miller Yoav Goldberg 621 536 0 15 Oct 2020
Data Readiness Report S. Afzal C. Rajmohan M. Kesarwani S. Mehta Hima Patel 82 32 0 14 Oct 2020
Detecting Fine-Grained Cross-Lingual Semantic Divergences without Supervision by Learning to Rank Eleftheria Briakou Marine Carpuat 119 27 0 07 Oct 2020
Easy, Reproducible and Quality-Controlled Data Collection with CrowdaqConference on Empirical Methods in Natural Language Processing (EMNLP), 2020 Qiang Ning Hao Wu Pradeep Dasigi Dheeru Dua Matt Gardner Robert L Logan IV Ana Marasović Zhenjin Nie 198 16 0 06 Oct 2020
Utility is in the Eye of the User: A Critique of NLP Leaderboards Kawin Ethayarajh Dan Jurafsky ELM 336 57 0 29 Sep 2020
The Use of AI for Thermal Emotion Recognition: A Review of Problems and Limitations in Standard Design and Data Catherine Ordun Edward Raff S. Purushotham 121 17 0 22 Sep 2020
Ethical Machine Learning in Health CareAnnual Review of Biomedical Data Science (ARBDS), 2020 Irene Y. Chen Emma Pierson Sherri Rose Shalmali Joshi Kadija Ferryman Marzyeh Ghassemi AILaw 375 466 0 22 Sep 2020
Twitter Corpus of the #BlackLivesMatter Movement And Counter Protests: 2013 to 2021International Conference on Web and Social Media (ICWSM), 2020 Salvatore Giorgi Sharath Chandra Guntuku McKenzie Himelein-Wachowiak Amy Kwarteng Sy Hwang Muhammad Rahman Brenda L. Curtis AI4CE 194 35 0 01 Sep 2020
Ethical behavior in humans and machines -- Evaluating training data quality for beneficial machine learningMinds and Machines (MM), 2020 Thilo Hagendorff 84 34 0 26 Aug 2020
Aligning AI With Shared Human Values Dan Hendrycks Collin Burns Steven Basart Andrew Critch Haibin Zhang Basel Alomair Jacob Steinhardt 622 738 0 05 Aug 2020
AI4D -- African Language Dataset Challenge Kathleen Siminyu Sackey Freshia Jade Z. Abbott Vukosi Marivate 75 6 0 23 Jul 2020
A Causal Linear Model to Quantify Edge Flow and Edge Unfairness for UnfairEdge Prioritization and Discrimination Removal Pavan Ravishankar Pranshu Malviya Balaraman Ravindran 197 1 0 10 Jul 2020
Machine Learning Explainability for External Stakeholders Umang Bhatt Mckane Andrus Adrian Weller Alice Xiang FaML SILM 147 63 0 10 Jul 2020