Datasheets for Datasets

23 March 2018

Timnit Gebru

Jamie Morgenstern

Briana Vecchione

Jennifer Wortman Vaughan

Papers citing "Datasheets for Datasets"

50 / 966 papers shown

Title
Confounding Tradeoffs for Neural Network Quantization Sahaj Garg Anirudh Jain Joe Lou Mitchell Nahmias MQ 10 17 0 12 Feb 2021
A Decentralized Approach towards Responsible AI in Social Ecosystems Wenjing Chu 17 9 0 12 Feb 2021
Multisource AI Scorecard Table for System Evaluation Erik P. Blasch James Sung Tao Nguyen 17 31 0 08 Feb 2021
Building Representative Corpora from Illiterate Communities: A Review of Challenges and Mitigation Strategies for Developing Countries Stephanie Hirmer Alycia Leonard Josephine Tumwesige Costanza Conforti 13 12 0 04 Feb 2021
AI Development for the Public Interest: From Abstraction Traps to Sociotechnical Risks Mckane Andrus Sarah Dean T. Gilbert Nathan Lambert Tom Zick 6 6 0 04 Feb 2021
The GEM Benchmark: Natural Language Generation, its Evaluation and Metrics Sebastian Gehrmann Tosin P. Adewumi Karmanya Aggarwal Pawan Sasanka Ammanamanchi Aremu Anuoluwapo ... Nishant Subramani Wei-ping Xu Diyi Yang Akhila Yerukola Jiawei Zhou VLM 246 283 0 02 Feb 2021
About Face: A Survey of Facial Recognition Evaluation Inioluwa Deborah Raji G. Fried CVBM 14 54 0 01 Feb 2021
Facilitating Knowledge Sharing from Domain Experts to Data Scientists for Building NLP Models Soya Park A. Wang B. Kawas Q. V. Liao David Piorkowski Marina Danilevsky 46 55 0 29 Jan 2021
Detecting discriminatory risk through data annotation based on Bayesian inferences E. Beretta A. Vetrò Bruno Lepri Juan Carlos De Martin 11 16 0 27 Jan 2021
Re-imagining Algorithmic Fairness in India and Beyond Nithya Sambasivan Erin Arnesen Ben Hutchinson Tulsee Doshi Vinodkumar Prabhakaran FaML 13 174 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 38 131 0 13 Jan 2021
Modeling Disclosive Transparency in NLP Application Descriptions Michael Stephen Saxon Sharon Levy Xinyi Wang Alon Albalak W. Wang 11 7 0 02 Jan 2021
DynaSent: A Dynamic Benchmark for Sentiment Analysis Christopher Potts Zhengxuan Wu Atticus Geiger Douwe Kiela 230 77 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 14 18 0 24 Dec 2020
Confronting Abusive Language Online: A Survey from the Ethical and Human Rights Perspective S. Kiritchenko I. Nejadgholi Kathleen C. Fraser AILaw 12 83 0 22 Dec 2020
Research Reproducibility as a Survival Analysis Edward Raff SyDa AI4CE 11 19 0 17 Dec 2020
A Software Engineering Perspective on Engineering Machine Learning Systems: State of the Art and Challenges G. Giray 17 120 0 14 Dec 2020
WILDS: A Benchmark of in-the-Wild Distribution Shifts Pang Wei Koh Shiori Sagawa Henrik Marklund Sang Michael Xie Marvin Zhang ... A. Kundaje Emma Pierson Sergey Levine Chelsea Finn Percy Liang OOD 45 1,372 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 44 510 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 14 31 0 08 Dec 2020
Non-portability of Algorithmic Fairness in India Nithya Sambasivan Erin Arnesen B. Hutchinson Vinodkumar Prabhakaran FaML 46 16 0 03 Dec 2020
An Ethical Highlighter for People-Centric Dataset Creation Margot Hanley Apoorv Khandelwal Hadar Averbuch-Elor Noah Snavely Helen Nissenbaum 21 19 0 27 Nov 2020
Challenges in Deploying Machine Learning: a Survey of Case Studies Andrei Paleyes Raoul-Gabriel Urma Neil D. Lawrence 18 389 0 18 Nov 2020
Towards evaluating and eliciting high-quality documentation for intelligent systems David Piorkowski D. González John T. Richards Stephanie Houde 23 11 0 17 Nov 2020
Uncertainty as a Form of Transparency: Measuring, Communicating, and Using Uncertainty Umang Bhatt Javier Antorán Yunfeng Zhang Q. V. Liao P. Sattigeri ... L. Nachman R. Chunara Madhulika Srikumar Adrian Weller Alice Xiang 12 247 0 15 Nov 2020
Introducing a new high-resolution handwritten digits data set with writer characteristics Cédric Beaulac Jeffrey S. Rosenthal 17 2 0 04 Nov 2020
Pitfalls in Machine Learning Research: Reexamining the Development Cycle Stella Biderman Walter J. Scheirer 11 26 0 04 Nov 2020
Image Representations Learned With Unsupervised Pre-Training Contain Human-like Biases Ryan Steed Aylin Caliskan SSL 17 156 0 28 Oct 2020
Towards Ethics by Design in Online Abusive Content Detection S. Kiritchenko I. Nejadgholi 11 13 0 28 Oct 2020
Concealed Data Poisoning Attacks on NLP Models Eric Wallace Tony Zhao Shi Feng Sameer Singh SILM 11 18 0 23 Oct 2020
XOR QA: Cross-lingual Open-Retrieval Question Answering Akari Asai Jungo Kasai J. Clark Kenton Lee Eunsol Choi Hannaneh Hajishirzi 14 145 0 22 Oct 2020
Value Cards: An Educational Toolkit for Teaching Social Impacts of Machine Learning through Deliberation Hong Shen Wesley Hanwen Deng Aditi Chattopadhyay Zhiwei Steven Wu Xu Wang Haiyi Zhu 8 63 0 22 Oct 2020
German's Next Language Model Branden Chan Stefan Schweter Timo Möller 8 263 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 15 300 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 244 425 0 15 Oct 2020
Data Readiness Report S. Afzal C. Rajmohan M. Kesarwani S. Mehta Hima Patel 11 27 0 14 Oct 2020
Detecting Fine-Grained Cross-Lingual Semantic Divergences without Supervision by Learning to Rank Eleftheria Briakou Marine Carpuat 6 25 0 07 Oct 2020
Easy, Reproducible and Quality-Controlled Data Collection with Crowdaq Qiang Ning Hao Wu Pradeep Dasigi Dheeru Dua Matt Gardner Robert L Logan IV Ana Marasović Zhenjin Nie 20 16 0 06 Oct 2020
Utility is in the Eye of the User: A Critique of NLP Leaderboards Kawin Ethayarajh Dan Jurafsky ELM 6 51 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 6 13 0 22 Sep 2020
Ethical Machine Learning in Health Care Irene Y. Chen Emma Pierson Sherri Rose Shalmali Joshi Kadija Ferryman Marzyeh Ghassemi AILaw 12 371 0 22 Sep 2020
Twitter Corpus of the #BlackLivesMatter Movement And Counter Protests: 2013 to 2021 Salvatore Giorgi Sharath Chandra Guntuku McKenzie Himelein-Wachowiak Amy Kwarteng Sy Hwang Muhammad Rahman Brenda L. Curtis AI4CE 8 32 0 01 Sep 2020
Ethical behavior in humans and machines -- Evaluating training data quality for beneficial machine learning Thilo Hagendorff 6 26 0 26 Aug 2020
Aligning AI With Shared Human Values Dan Hendrycks Collin Burns Steven Basart Andrew Critch J. Li D. Song Jacob Steinhardt 14 515 0 05 Aug 2020
AI4D -- African Language Dataset Challenge Kathleen Siminyu Sackey Freshia Jade Z. Abbott Vukosi Marivate 13 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 6 1 0 10 Jul 2020
Machine Learning Explainability for External Stakeholders Umang Bhatt Mckane Andrus Adrian Weller Alice Xiang FaML SILM 8 58 0 10 Jul 2020
Decolonial AI: Decolonial Theory as Sociotechnical Foresight in Artificial Intelligence Shakir Mohamed Marie-Therese Png William S. Isaac 19 393 0 08 Jul 2020
Survey on the Analysis and Modeling of Visual Kinship: A Decade in the Making Joseph P. Robinson Ming Shao Y. Fu 17 6 0 29 Jun 2020
Understanding collections of related datasets using dependent MMD coresets Sinead Williamson Jette Henderson 6 5 0 24 Jun 2020