Improving governance outcomes through AI documentation: Bridging theory and practice

13 September 2024

Papers citing "Improving governance outcomes through AI documentation: Bridging theory and practice"

21 / 21 papers shown

Title
What's documented in AI? Systematic Analysis of 32K AI Model Cards Weixin Liang Nazneen Rajani Xinyu Yang Ezinwanne Ozoani Eric Wu Yiqun Chen D. Smith James Zou 71 17 0 07 Feb 2024
The Foundation Model Transparency Index Rishi Bommasani Kevin Klyman Shayne Longpre Sayash Kapoor Nestor Maslej Betty Xiong Daniel Zhang Percy Liang ELM 36 67 0 19 Oct 2023
AI Transparency in the Age of LLMs: A Human-Centered Research Roadmap Q. V. Liao J. Vaughan 107 167 0 02 Jun 2023
Generating Process-Centric Explanations to Enable Contestability in Algorithmic Decision-Making: Challenges and Opportunities Mireia Yurrita Agathe Balayn U. Gadiraju 54 3 0 01 May 2023
Right the docs: Characterising voice dataset documentation practices used in machine learning Kathy Reid Elizabeth T. Williams 54 2 0 19 Mar 2023
Data Portraits: Recording Foundation Model Training Data Marc Marone Benjamin Van Durme 173 30 0 06 Mar 2023
Network Report: A Structured Description for Network Datasets Xinyi Zheng Ryan A. Rossi Nesreen Ahmed Dominik Moritz 50 4 0 08 Jun 2022
Understanding Machine Learning Practitioners' Data Documentation Perceptions, Needs, Challenges, and Desiderata A. Heger Elizabeth B. Marquis Mihaela Vorvoreanu Hanna M. Wallach J. W. Vaughan 63 61 0 06 Jun 2022
Evaluation Gaps in Machine Learning Practice Ben Hutchinson Negar Rostamzadeh Christina Greer Katherine A. Heller Vinodkumar Prabhakaran ELM 84 59 0 11 May 2022
Interactive Model Cards: A Human-Centered Approach to Model Documentation Anamaria Crisan Margaret Drouhard Jesse Vig Nazneen Rajani HAI 70 89 0 05 May 2022
Data Cards: Purposeful and Transparent Dataset Documentation for Responsible AI Mahima Pushkarna Andrew Zaldivar Oddur Kjartansson AI4TS 92 213 0 03 Apr 2022
Healthsheet: Development of a Transparency Artifact for Health Datasets Negar Rostamzadeh Diana Mincu Subhrajit Roy A. Smart Lauren Wilcox Mahima Pushkarna Jessica Schrouff Razvan Amironesei Nyalleng Moorosi Katherine A. Heller 87 63 0 26 Feb 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 54 52 0 10 Jan 2022
Building Legal Datasets Jerrold Soh ELM AILaw 126 3 0 03 Nov 2021
Reusable Templates and Guides For Documenting Datasets and Models for Natural Language Processing and Generation: A Case Study of the HuggingFace and GEM Data and Model Cards Angelina McMillan-Major Salomey Osei Juan Diego Rodriguez Pawan Sasanka Ammanamanchi Sebastian Gehrmann Yacine Jernite 78 49 0 16 Aug 2021
The Human Evaluation Datasheet 1.0: A Template for Recording Details of Human Evaluation Experiments in NLP Anastasia Shimorina Anya Belz 74 33 0 17 Mar 2021
Multisource AI Scorecard Table for System Evaluation Erik P. Blasch James Sung Tao Nguyen 32 31 0 08 Feb 2021
Beyond Expertise and Roles: A Framework to Characterize the Stakeholders of Interpretable Machine Learning and their Needs Harini Suresh Steven R. Gomez K. Nam Arvind Satyanarayan 77 133 0 24 Jan 2021
A Methodology for Creating AI FactSheets John T. Richards David Piorkowski Michael Hind Stephanie Houde Aleksandra Mojsilović 59 49 0 24 Jun 2020
ABOUT ML: Annotation and Benchmarking on Understanding and Transparency of Machine Learning Lifecycles Inioluwa Deborah Raji Jingyi Yang 51 38 0 12 Dec 2019
Datasheets for Datasets Timnit Gebru Jamie Morgenstern Briana Vecchione Jennifer Wortman Vaughan Hanna M. Wallach Hal Daumé Kate Crawford 266 2,184 0 23 Mar 2018