TEDI: Trustworthy and Ethical Dataset Indicators to Analyze and Compare Dataset Documentation

23 May 2025

Papers citing "TEDI: Trustworthy and Ethical Dataset Indicators to Analyze and Compare Dataset Documentation"

36 / 36 papers shown

Title
Position: Measure Dataset Diversity, Don't Just Claim It Dora Zhao Jerone T. A. Andrews Orestis Papakyriakopoulos Alice Xiang 100 20 0 11 Jul 2024
A Standardized Machine-readable Dataset Documentation Format for Responsible AI Nitisha Jain Mubashara Akhtar Joan Giner-Miguelez Rajat Shinde Joaquin Vanschoren ... Costanza Conforti Michael Kuchnik Lora Aroyo Omar Benjelloun Elena Simperl 76 3 0 04 Jun 2024
YODAS: Youtube-Oriented Dataset for Audio and Speech Xinjian Li Shinnosuke Takamichi Takaaki Saeki William Chen Sayaka Shiota Shinji Watanabe 123 27 0 02 Jun 2024
Data Authenticity, Consent, & Provenance for AI are all broken: what will it take to fix them? Shayne Longpre Robert Mahari Naana Obeng-Marnu William Brannon Tobin South Katy Gero Sandy Pentland Jad Kabbara 91 8 0 19 Apr 2024
Croissant: A Metadata Format for ML-Ready Datasets Mubashara Akhtar Omar Benjelloun Costanza Conforti Pieter Gijsbers Joan Giner-Miguelez ... Slava Tykhonov Joaquin Vanschoren Jos van der Velde Steffen Vogler Carole-Jean Wu 80 39 0 28 Mar 2024
Fairness Feedback Loops: Training on Synthetic Data Amplifies Bias Sierra Wyllie Ilia Shumailov Nicolas Papernot 85 32 0 12 Mar 2024
Navigating Dataset Documentations in AI: A Large-Scale Analysis of Dataset Cards on Hugging Face Xinyu Yang Weixin Liang James Zou CVBM 82 20 0 24 Jan 2024
Open Datasheets: Machine-readable Documentation for Open Datasets and Responsible AI Assessments Anthony C. Roman Jennifer Wortman Vaughan Valerie See Steph Ballard Jehu Torres Vega Caleb Robinson J. L. Ferres 52 5 0 11 Dec 2023
DMLR: Data-centric Machine Learning Research -- Past, Present and Future Luis Oala M. Maskey Lilith Bat-Leah Alicia Parrish Nezihe Merve Gürel ... Lora Aroyo Ce Zhang Joaquin Vanschoren Isabelle Guyon Peter Mattson AI4CE 74 12 0 21 Nov 2023
What's In My Big Data? Yanai Elazar Akshita Bhagia Ian H. Magnusson Abhilasha Ravichander Dustin Schwenk ... Luca Soldaini Sameer Singh Hanna Hajishirzi Noah A. Smith Jesse Dodge 78 95 0 31 Oct 2023
The Data Provenance Initiative: A Large Scale Audit of Dataset Licensing & Attribution in AI Shayne Longpre Robert Mahari Anthony Chen Naana Obeng-Marnu Damien Sileo ... K. Bollacker Tongshuang Wu Luis Villa Sandy Pentland Sara Hooker 95 64 0 25 Oct 2023
Libriheavy: a 50,000 hours ASR corpus with punctuation casing and context Wei Kang Xiaoyu Yang Zengwei Yao Fangjun Kuang Yifan Yang Liyong Guo Long Lin Daniel Povey 83 56 0 15 Sep 2023
Uncurated Image-Text Datasets: Shedding Light on Demographic Bias Noa Garcia Yusuke Hirota Yankun Wu Yuta Nakashima EGVM 85 57 0 06 Apr 2023
Ethical Considerations for Responsible Data Curation Jerone T. A. Andrews Dora Zhao William Thong Apostolos Modas Orestis Papakyriakopoulos Alice Xiang 126 22 0 07 Feb 2023
Contrastive Language-Vision AI Models Pretrained on Web-Scraped Multimodal Data Exhibit Sexual Objectification Bias Robert Wolfe Yiwei Yang Billy Howe Aylin Caliskan DiffM 117 57 0 21 Dec 2022
Measuring Data Margaret Mitchell A. Luccioni Nathan Lambert Marissa Gerchick Angelina McMillan-Major Ezinwanne Ozoani Nazneen Rajani Tristan Thrush Yacine Jernite Douwe Kiela 84 17 0 09 Dec 2022
Gender Artifacts in Visual Datasets Nicole Meister Dora Zhao Angelina Wang V. V. Ramaswamy Ruth C. Fong Olga Russakovsky 70 29 0 18 Jun 2022
CrowdWorkSheets: Accounting for Individual and Collective Identities Underlying Crowdsourced Dataset Annotation Mark Díaz Ian D Kivlichan Rachel Rosen Dylan K. Baker Razvan Amironesei Vinodkumar Prabhakaran Emily L. Denton 63 85 0 09 Jun 2022
FLEURS: Few-shot Learning Evaluation of Universal Representations of Speech Alexis Conneau Min Ma Simran Khanuja Yu Zhang Vera Axelrod Siddharth Dalmia Jason Riesa Clara E. Rivera Ankur Bapna VLM 153 331 0 25 May 2022
Data Cards: Purposeful and Transparent Dataset Documentation for Responsible AI Mahima Pushkarna Andrew Zaldivar Oddur Kjartansson AI4TS 106 221 0 03 Apr 2022
Representation Bias in Data: A Survey on Identification and Resolution Techniques N. Shahbazi Yin Lin Abolfazl Asudeh H. V. Jagadish 84 76 0 22 Mar 2022
The Dataset Nutrition Label (2nd Gen): Leveraging Context to Mitigate Harms in Artificial Intelligence Kasia Chmielinski S. Newman Matt Taylor Joshua Joseph Kemi Thomas Jessica Yurkofsky Yue Qiu 76 53 0 10 Jan 2022
Ego4D: Around the World in 3,000 Hours of Egocentric Video Kristen Grauman Andrew Westbury Eugene Byrne Zachary Chavis Antonino Furnari ... Mike Zheng Shou Antonio Torralba Lorenzo Torresani Mingfei Yan Jitendra Malik EgoV 418 1,114 0 13 Oct 2021
GigaSpeech: An Evolving, Multi-domain ASR Corpus with 10,000 Hours of Transcribed Audio Guoguo Chen Shuzhou Chai Guan-Bo Wang Jiayu Du Weiqiang Zhang ... Xuchen Yao Yongqing Wang Yujun Wang Zhao You Zhiyong Yan 123 385 0 13 Jun 2021
Documenting Large Webtext Corpora: A Case Study on the Colossal Clean Crawled Corpus Jesse Dodge Maarten Sap Ana Marasović William Agnew Gabriel Ilharco Dirk Groeneveld Margaret Mitchell Matt Gardner AILaw 124 452 0 18 Apr 2021
VoxPopuli: A Large-Scale Multilingual Speech Corpus for Representation Learning, Semi-Supervised Learning and Interpretation Changhan Wang M. Rivière Ann Lee Anne Wu Chaitanya Talnikar Daniel Haziza Mary Williamson J. Pino Emmanuel Dupoux SSL 113 496 0 02 Jan 2021
MLS: A Large-Scale Multilingual Dataset for Speech Research Vineel Pratap Qiantong Xu Anuroop Sriram Gabriel Synnaeve R. Collobert AuLLM 136 512 0 07 Dec 2020
Large image datasets: A pyrrhic win for computer vision? Vinay Uday Prabhu Abeba Birhane 90 367 0 24 Jun 2020
Mitigating Gender Bias in Captioning Systems Ruixiang Tang Mengnan Du Yuening Li Zirui Liu Na Zou Helen Zhou FaML 94 66 0 15 Jun 2020
Measuring Social Biases in Grounded Vision and Language Embeddings Candace Ross Boris Katz Andrei Barbu 95 65 0 20 Feb 2020
Libri-Light: A Benchmark for ASR with Limited or No Supervision Jacob Kahn M. Rivière Weiyi Zheng Evgeny Kharitonov Qiantong Xu ... Tatiana Likhomanenko Gabriel Synnaeve Armand Joulin Abdel-rahman Mohamed Emmanuel Dupoux AuLLM 82 674 0 17 Dec 2019
Common Voice: A Massively-Multilingual Speech Corpus Rosana Ardila Megan Branson Kelly Davis Michael Henretty M. Kohler Josh Meyer Reuben Morais Lindsay Saunders Francis M. Tyers Gregor Weber VLM 102 1,622 0 13 Dec 2019
MELD: A Multimodal Multi-Party Dataset for Emotion Recognition in Conversations Soujanya Poria Devamanyu Hazarika Navonil Majumder Gautam Naik Min Zhang Rada Mihalcea 123 1,082 0 05 Oct 2018
VoxCeleb2: Deep Speaker Recognition Joon Son Chung Arsha Nagrani Andrew Zisserman 362 2,289 0 14 Jun 2018
Datasheets for Datasets Timnit Gebru Jamie Morgenstern Briana Vecchione Jennifer Wortman Vaughan Hanna M. Wallach Hal Daumé Kate Crawford 302 2,201 0 23 Mar 2018
VoxCeleb: a large-scale speaker identification dataset Arsha Nagrani Joon Son Chung Andrew Zisserman 131 2,287 0 26 Jun 2017