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Hanna Wallach

  1. Datasheets for Datasets
    2018/03/23 by Timnit Gebru, Gebru, Timnit, Jamie Morgenstern +12 · 7 voices · 314 citations
    Decision Sciences · Computer Science · #cs.DB #cs.AI #cs.LG
  2. Language (Technology) is Power: A Critical Survey of "Bias" in NLP
    2020/05/28 by Su Lin Blodgett, Blodgett, Su Lin, Solon Barocas +5 · 2 voices · 129 citations
    #cs.CL #cs.CY
  3. A Reductions Approach to Fair Classification
    2018/03/06 by Alekh Agarwal, Agarwal, Alekh, Alina Beygelzimer +7 · 57 citations
    Computer Science · Social Sciences · #Ethics and Social Impacts of AI #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Privacy-Preserving Technologies in Data
  4. Measurement and Fairness
    2019/12/11 by Abigail Z. Jacobs, Hanna Wallach · 2 voices · 34 citations
    Computer Science · Social Sciences · #Ethics and Social Impacts of AI #Explainable Artificial Intelligence (XAI) #Qualitative Comparative Analysis Research #cs.CY #cs.LG
  5. Machine Unlearning Doesn't Do What You Think: Lessons for Generative AI Policy and Research
    2024/12/09 by A. Feder Cooper, Christopher A. Choquette-Choo, Cooper, A. Feder +75 · 5 voices · 15 citations
    Computer Science · Social Sciences · #Ethics and Social Impacts of AI #Explainable Artificial Intelligence (XAI) #cs.AI #cs.CY #cs.LG
  6. Counterfactual Data Augmentation for Mitigating Gender Stereotypes in Languages with Rich Morphology
    2019/06/11 by Ran Zmigrod, Zmigrod, Ran, Mielke, Sabrina J. +4 · 19 citations
    Computer Science · #Natural Language Processing Techniques #Topic Modeling #Text Readability and Simplification
  7. Position: Evaluating Generative AI Systems Is a Social Science Measurement Challenge
    2025/02/01 by Hanna Wallach, Meera Desai, Wallach, Hanna +37 · 3 voices · 20 citations
    Social Sciences · #Computational and Text Analysis Methods #cs.CY
  8. Assessing the Fairness of AI Systems: AI Practitioners' Processes, Challenges, and Needs for Support
    2021/12/10 by Michael Madaio, Lisa Egede, Madaio, Michael +7 · 14 citations
    Social Sciences · #Artificial Intelligence (cs.AI) #Computers and Society (cs.CY) #Ethics and Social Impacts of AI #FOS: Computer and information sciences #Human-Computer Interaction (cs.HC)
  9. Advances in Neural Information Processing Systems 32 (NeurIPS 2019)
    2020/01/01 by Hanna Wallach, Hugo Larochelle, Alina Beygelzimer +3 · 12 citations
    Computer Science · #Neural Networks and Applications
  10. Evaluating Generative AI Systems is a Social Science Measurement Challenge
    2024/11/17 by Hanna Wallach, Wallach, Hanna, Meera Desai +37 · 3 voices · 15 citations
    Social Sciences · #Computational and Text Analysis Methods #cs.CY
  11. Toward an Evaluation Science for Generative AI Systems
    2025/03/07 by Laura Weidinger, Inioluwa Deborah Raji, Weidinger, Laura +17 · 20 citations
    Computer Science · Psychology · Social Sciences · #Adversarial Robustness in Machine Learning #Artificial Intelligence (cs.AI) #Ethics and Social Impacts of AI #FOS: Computer and information sciences #Human-Automation Interaction and Safety #Machine Learning (cs.LG)
  12. Understanding Machine Learning Practitioners' Data Documentation Perceptions, Needs, Challenges, and Desiderata
    2022/06/06 by Amy Heger, Elizabeth Marquis, Heger, Amy K. +7 · 5 citations
    Business, Management and Accounting · Social Sciences · #Big Data and Business Intelligence #Ethics and Social Impacts of AI
  13. Measuring Representational Harms in Image Captioning
    2022/06/14 by Angelina Wang, Wang, Angelina, Solon Barocas +5 · 5 citations
    Computer Science · Social Sciences · #Computer Vision and Pattern Recognition (cs.CV) #Computers and Society (cs.CY) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Law in Society and Culture #Multimodal Machine Learning Applications
  14. Bayesian Poisson Tensor Factorization for Inferring Multilateral\n Relations from Sparse Dyadic Event Counts
    2015/06/10 by Aaron Schein, John Paisley, Schein, Aaron +5 · 5 citations
    Mathematics · Social Sciences · #Applications (stat.AP) #Artificial Intelligence (cs.AI) #Computational and Text Analysis Methods #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Social and Information Networks (cs.SI) #Tensor decomposition and applications
  15. Designing Disaggregated Evaluations of AI Systems: Choices,\n Considerations, and Tradeoffs
    2021/03/10 by Solon Barocas, Anhong Guo, Barocas, Solon +13 · 3 citations
    Computer Science · Social Sciences · #Artificial Intelligence (cs.AI) #Computers and Society (cs.CY) #Ethics and Social Impacts of AI #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Machine Learning (cs.LG)
  16. "One-Size-Fits-All"? Examining Expectations around What Constitute "Fair" or "Good" NLG System Behaviors
    2023/10/23 by Li Lucy, Lucy, Li, Su Lin Blodgett +7 · 1 voice · 3 citations
    Computer Science · Health Professions · Social Sciences · #Computation and Language (cs.CL) #FOS: Computer and information sciences #Human-Computer Interaction (cs.HC) #Interpreting and Communication in Healthcare #Language and cultural evolution #Natural Language Processing Techniques #cs.CL #cs.HC
  17. Bayesian Poisson Tucker Decomposition for Learning the Structure of International Relations
    2016/06/06 by Aaron Schein, Schein, Aaron, Mingyuan Zhou +5 · 3 citations
    Mathematics · Computer Science · #Tensor decomposition and applications #Domain Adaptation and Few-Shot Learning #Topic Modeling
  18. A Shared Standard for Valid Measurement of Generative AI Systems' Capabilities, Risks, and Impacts
    2024/12/02 by Alexandra Chouldechova, Chouldechova, Alexandra, Chad Atalla +25 · 1 voice · 3 citations
    Computer Science · Engineering · Social Sciences · #Ethics and Social Impacts of AI #Explainable Artificial Intelligence (XAI) #Technology Assessment and Management #cs.CY
  19. Flexible Models for Microclustering with Application to Entity Resolution
    2016/10/31 by Giacomo Zanella, Brenda Betancourt, Zanella, Giacomo +9 · 1 citation
    Computer Science · Decision Sciences · #Advanced Data Storage Technologies #Advanced Database Systems and Queries #Applications (stat.AP) #Data Quality and Management #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (stat.ML) #Methodology (stat.ME) #Statistics Theory (math.ST)
  20. Toward Fairness in AI for People with Disabilities: A Research Roadmap
    2019/07/04 by Anhong Guo, Guo, Anhong, Ece Kamar +7 · 1 citation
    Health Professions · Medicine · Social Sciences · #Artificial Intelligence (cs.AI) #Artificial Intelligence in Healthcare and Education #Assistive Technology in Communication and Mobility #Computers and Society (cs.CY) #Ethics and Social Impacts of AI #FOS: Computer and information sciences #Human-Computer Interaction (cs.HC)
  21. Weight of Evidence as a Basis for Human-Oriented Explanations
    2019/10/29 by David Alvarez-Melis, Alvarez-Melis, David, Hal Daumé +5 · 1 citation
    Arts and Humanities · Computer Science · Decision Sciences · #Artificial Intelligence (cs.AI) #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Meta-analysis and systematic reviews #Philosophy and History of Science
  22. Quantifying the Semantic Core of Gender Systems
    2019/10/29 by Adina Williams, Williams, Adina, Ryan Cotterell +7 · 1 citation
    Computer Science · Social Sciences · #Computation and Language (cs.CL) #FOS: Computer and information sciences #Gender Studies in Language #Linguistic Variation and Morphology #Natural Language Processing Techniques
  23. On the Relationships Between the Grammatical Genders of Inanimate Nouns\n and Their Co-Occurring Adjectives and Verbs
    2020/05/03 by Adina Williams, Ryan Cotterell, Williams, Adina +7 · 1 citation
    Computer Science · Social Sciences · #Authorship Attribution and Profiling #Computation and Language (cs.CL) #FOS: Computer and information sciences #Gender Studies in Language #Natural Language Processing Techniques
  24. The Social Dynamics of Language Change in Online Networks
    2016/09/07 by Rahul Goel, Sandeep Soni, Goel, Rahul +11 · 1 citation
    Social Sciences · Computer Science · #Linguistic Variation and Morphology #Authorship Attribution and Profiling #Language and cultural evolution
  25. Gaps Between Research and Practice When Measuring Representational Harms Caused by LLM-Based Systems
    2024/11/23 by Emma Harvey, Emily Sheng, Harvey, Emma +11 · 2 voices · 1 citation
    Computer Science · Social Sciences · #Artificial Intelligence in Law #Law, AI, and Intellectual Property #cs.CY
  26. A Framework for Evaluating LLMs Under Task Indeterminacy
    2024/11/21 by Luke Guerdan, Hanna Wallach, Guerdan, Luke +5 · 1 voice · 1 citation
    Business, Management and Accounting · Computer Science · Engineering · #Business Process Modeling and Analysis #Scheduling and Optimization Algorithms #Service-Oriented Architecture and Web Services #cs.CL #cs.HC #cs.LG
  27. Taxonomizing Representational Harms using Speech Act Theory
    2025/04/01 by Emily Corvi, Hannah Washington, Corvi, Emily +21 · 2 voices · 1 citation
    #cs.CL #cs.CY
  28. Dimensions of Generative AI Evaluation Design
    2024/11/19 by P. Alex Dow, Jennifer Wortman Vaughan, Dow, P. Alex +9 · 1 voice · 1 citation
    Computer Science · #Cognitive Science and Mapping #cs.CY