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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 / 1,069 papers shown

Title
Exploring Data Pipelines through the Process Lens: a Reference Model forComputer Vision Agathe Balayn B. Kulynych S. Guerses 139 4 0 05 Jul 2021
Ethics Sheets for AI Tasks Saif M. Mohammad 302 34 0 02 Jul 2021
An Information Retrieval Approach to Building Datasets for Hate Speech Detection Md. Mustafizur Rahman Dinesh Balakrishnan Dhiraj Murthy Mucahid Kutlu Matthew Lease 284 24 0 17 Jun 2021
Modeling Worlds in Text Prithviraj Ammanabrolu Mark O. Riedl VGen LM&Ro 107 15 0 17 Jun 2021
Understanding and Evaluating Racial Biases in Image Captioning Dora Zhao Angelina Wang Olga Russakovsky 267 159 0 16 Jun 2021
Physion: Evaluating Physical Prediction from Vision in Humans and Machines Daniel M. Bear E. Wang Damian Mrowca Felix Binder Hsiau-Yu Fish Tung ... Li Fei-Fei Nancy Kanwisher J. Tenenbaum Daniel L. K. Yamins Judith E. Fan OOD 451 116 0 15 Jun 2021
CBLUE: A Chinese Biomedical Language Understanding Evaluation Benchmark Ningyu Zhang Mosha Chen Zhen Bi Xiaozhuan Liang Lei Li ... Jun Yan Hongying Zan Kunli Zhang Buzhou Tang Qingcai Chen LM&MA ELM 324 218 0 15 Jun 2021
Simon Says: Evaluating and Mitigating Bias in Pruned Neural Networks with Knowledge Distillation Cody Blakeney Nathaniel Huish Yan Yan Ziliang Zong 119 19 0 15 Jun 2021
A Discussion on Building Practical NLP Leaderboards: The Case of Machine Translation Sebastin Santy Prasanta Bhattacharya LLMAG 262 4 0 11 Jun 2021
Hard Choices in Artificial IntelligenceArtificial Intelligence (AI), 2021 Roel Dobbe T. Gilbert Yonatan Dov Mintz 147 67 0 10 Jun 2021
BiToD: A Bilingual Multi-Domain Dataset For Task-Oriented Dialogue Modeling Mohammad Kachuee Andrea Madotto Genta Indra Winata Peng Xu Feijun Jiang Yuxiang Hu Chen Shi Pascale Fung 237 64 0 05 Jun 2021
MERLOT: Multimodal Neural Script Knowledge ModelsNeural Information Processing Systems (NeurIPS), 2021 Rowan Zellers Ximing Lu Jack Hessel Youngjae Yu J. S. Park Jize Cao Ali Farhadi Yejin Choi VLM LRM 300 424 0 04 Jun 2021
Annotation Curricula to Implicitly Train Non-Expert AnnotatorsComputational Linguistics (CL), 2021 Ji-Ung Lee Jan-Christoph Klie Iryna Gurevych 207 14 0 04 Jun 2021
The Contestation of Tech Ethics: A Sociotechnical Approach to Technology Ethics in PracticeJournal of Social Computing (JSC), 2021 Benson K. Green AILaw 104 70 0 03 Jun 2021
Know Your Model (KYM): Increasing Trust in AI and Machine Learning Mary Roszel Robert Norvill Jean Hilger R. State 181 8 0 31 May 2021
Changing the World by Changing the DataAnnual Meeting of the Association for Computational Linguistics (ACL), 2021 Anna Rogers 189 77 0 28 May 2021
Towards Knowledge Organization Ecosystems Mayukh Bagchi 60 0 0 23 May 2021
Measuring Coding Challenge Competence With APPS Dan Hendrycks Steven Basart Saurav Kadavath Mantas Mazeika Akul Arora ... Collin Burns Samir Puranik Horace He Basel Alomair Jacob Steinhardt ELM AIMat ALM 1.1K 897 0 20 May 2021
KLUE: Korean Language Understanding Evaluation Sungjoon Park Jihyung Moon Sungdong Kim Won Ik Cho Jiyoon Han ... Seonghyun Kim Lucy Park Alice Oh Jung-Woo Ha Kyunghyun Cho ELM VLM 452 218 0 20 May 2021
Conversational AI Systems for Social Good: Opportunities and Challenges Peng Qi Jing Huang Youzheng Wu Xiaodong He Bowen Zhou 231 5 0 13 May 2021
Feature Interactions on Steroids: On the Composition of ML Models Jane Hsieh Eunsuk Kang S. Apel 130 10 0 13 May 2021
Providing Assurance and Scrutability on Shared Data and Machine Learning Models with Verifiable CredentialsConcurrency and Computation (CCPE), 2021 I. Barclay Alun D. Preece Ian J. Taylor S. Radha J. Nabrzyski 140 17 0 13 May 2021
Addressing "Documentation Debt" in Machine Learning Research: A Retrospective Datasheet for BookCorpus Jack Bandy Nicholas Vincent 145 68 0 11 May 2021
e-ViL: A Dataset and Benchmark for Natural Language Explanations in Vision-Language TasksIEEE International Conference on Computer Vision (ICCV), 2021 Maxime Kayser Oana-Maria Camburu Leonard Salewski Cornelius Emde Virginie Do Zeynep Akata Thomas Lukasiewicz VLM 316 108 0 08 May 2021
What's in the Box? A Preliminary Analysis of Undesirable Content in the Common Crawl CorpusAnnual Meeting of the Association for Computational Linguistics (ACL), 2021 A. Luccioni J. Viviano 349 135 0 06 May 2021
Reliability Testing for Natural Language Processing SystemsAnnual Meeting of the Association for Computational Linguistics (ACL), 2021 Samson Tan Shafiq Joty K. Baxter Araz Taeihagh G. Bennett Min-Yen Kan 319 42 0 06 May 2021
An Examination of Fairness of AI Models for Deepfake DetectionInternational Joint Conference on Artificial Intelligence (IJCAI), 2021 Loc Trinh Wenshu Fan CVBM 213 49 0 02 May 2021
SegmentMeIfYouCan: A Benchmark for Anomaly Segmentation Robin Shing Moon Chan Krzysztof Lis Svenja Uhlemeyer Hermann Blum S. Honari Roland Siegwart Pascal Fua Mathieu Salzmann Matthias Rottmann UQCV 241 167 0 30 Apr 2021
Documenting Large Webtext Corpora: A Case Study on the Colossal Clean Crawled CorpusConference on Empirical Methods in Natural Language Processing (EMNLP), 2021 Jesse Dodge Maarten Sap Ana Marasović William Agnew Gabriel Ilharco Dirk Groeneveld Margaret Mitchell Matt Gardner AILaw 285 553 0 18 Apr 2021
Frequency-based Distortions in Contextualized Word Embeddings Kaitlyn Zhou Kawin Ethayarajh Dan Jurafsky 132 23 0 17 Apr 2021
Concadia: Towards Image-Based Text Generation with a PurposeConference on Empirical Methods in Natural Language Processing (EMNLP), 2021 Elisa Kreiss Fei Fang Noah D. Goodman Christopher Potts 198 25 0 16 Apr 2021
Semantic maps and metrics for science Semantic maps and metrics for science using deep transformer encoders Brendan Chambers James A. Evans MedIm 147 0 0 13 Apr 2021
XFORMAL: A Benchmark for Multilingual Formality Style TransferNorth American Chapter of the Association for Computational Linguistics (NAACL), 2021 Eleftheria Briakou Di Lu Ke Zhang Joel R. Tetreault 172 62 0 08 Apr 2021
ORBIT: A Real-World Few-Shot Dataset for Teachable Object RecognitionIEEE International Conference on Computer Vision (ICCV), 2021 Daniela Massiceti L. Zintgraf J. Bronskill Lida Theodorou Matthew Tobias Harris Edward Cutrell C. Morrison Katja Hofmann Simone Stumpf 398 49 0 08 Apr 2021
Question-Driven Design Process for Explainable AI User Experiences Q. V. Liao Milena Pribić Jaesik Han Sarah Miller Daby M. Sow 302 63 0 08 Apr 2021
The Multi-Agent Behavior Dataset: Mouse Dyadic Social Interactions Jennifer J. Sun Tomomi Karigo Dipam Chakraborty Sharada Mohanty Benjamin Wild ... Chen Chen D. Anderson Pietro Perona Yisong Yue Ann Kennedy 418 62 0 06 Apr 2021
AI4D -- African Language Program Kathleen Siminyu Godson Kalipe D. Orlic Jade Z. Abbott Vukosi Marivate ... T. Diop Davis David Chayma Fourati Hatem Haddad Malek Naski 130 22 0 06 Apr 2021
What Will it Take to Fix Benchmarking in Natural Language Understanding?North American Chapter of the Association for Computational Linguistics (NAACL), 2021 Samuel R. Bowman George E. Dahl ELM ALM 253 185 0 05 Apr 2021
Visual Semantic Role Labeling for Video UnderstandingComputer Vision and Pattern Recognition (CVPR), 2021 Arka Sadhu Tanmay Gupta Mark Yatskar Ram Nevatia Aniruddha Kembhavi VLM 244 88 0 02 Apr 2021
Towards An Ethics-Audit Bot Siani Pearson Martin Lloyd Vivek Nallur 61 0 0 29 Mar 2021
Automation: An Essential Component Of Ethical AI? Vivek Nallur Martin Lloyd Siani Pearson 54 1 0 29 Mar 2021
A Multistakeholder Approach Towards Evaluating AI Transparency Mechanisms Ana Lucic Madhulika Srikumar Umang Bhatt Alice Xiang Ankur Taly Q. V. Liao Maarten de Rijke 118 5 0 27 Mar 2021
Characterizing and Detecting Mismatch in Machine-Learning-Enabled SystemsWorkshop on AI Engineering - Software Engineering for AI (ESEA), 2021 Grace A. Lewis S. Bellomo Ipek Ozkaya 130 42 0 25 Mar 2021
Quality at a Glance: An Audit of Web-Crawled Multilingual DatasetsTransactions of the Association for Computational Linguistics (TACL), 2021 Julia Kreutzer Isaac Caswell Lisa Wang Ahsan Wahab D. Esch ... Duygu Ataman Orevaoghene Ahia Oghenefego Ahia Sweta Agrawal Mofetoluwa Adeyemi 393 309 0 22 Mar 2021
#PraCegoVer: A Large Dataset for Image Captioning in PortugueseInternational Conference on Data Technologies and Applications (DATA), 2021 G. O. D. Santos Esther Luna Colombini Sandra Avila 198 12 0 21 Mar 2021
The Human Evaluation Datasheet 1.0: A Template for Recording Details of Human Evaluation Experiments in NLP Anastasia Shimorina Anya Belz 137 37 0 17 Mar 2021
Preregistering NLP ResearchNorth American Chapter of the Association for Computational Linguistics (NAACL), 2021 Emiel van Miltenburg Chris van der Lee E. Krahmer AI4CE 195 24 0 11 Mar 2021
Designing Disaggregated Evaluations of AI Systems: Choices, Considerations, and TradeoffsAAAI/ACM Conference on AI, Ethics, and Society (AIES), 2021 Solon Barocas Anhong Guo Ece Kamar J. Krones Meredith Ringel Morris Jennifer Wortman Vaughan Duncan Wadsworth Hanna M. Wallach 159 88 0 10 Mar 2021
Rissanen Data Analysis: Examining Dataset Characteristics via Description LengthInternational Conference on Machine Learning (ICML), 2021 Ethan Perez Douwe Kiela Dong Wang 186 25 0 05 Mar 2021
A framework for fostering transparency in shared artificial intelligence models by increasing visibility of contributionsConcurrency and Computation (CCPE), 2020 I. Barclay Harrison Taylor Alun D. Preece Ian J. Taylor D. Verma Geeth de Mel 105 16 0 05 Mar 2021