Wallach, Hanna
- Datasheets for Datasets
2018/03/23 by Timnit Gebru, Jamie Morgenstern, Gebru, Timnit +11 · 7 voices · 139 citations
#cs.DB #cs.AI #cs.LG
- Language (Technology) is Power: A Critical Survey of "Bias" in NLP
2020/05/28 by Su Lin Blodgett, Solon Barocas, Blodgett, Su Lin +5 · 2 voices · 97 citations
#cs.CL #cs.CY
- A Reductions Approach to Fair Classification
2018/03/06 by Alekh Agarwal, Alina Beygelzimer, Agarwal, Alekh +7 · 44 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
- 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 · 9 citations
Computer Science · Social Sciences · #Ethics and Social Impacts of AI #Explainable Artificial Intelligence (XAI) #cs.AI #cs.CY #cs.LG
- Manipulating and Measuring Model Interpretability
2018/02/21 by Poursabzi-Sangdeh, Forough, Goldstein, Daniel G., Hofman, Jake M. +2 · 15 citations
#Artificial Intelligence (cs.AI) #Computers and Society (cs.CY) #FOS: Computer and information sciences #I.2
- Counterfactual Data Augmentation for Mitigating Gender Stereotypes in Languages with Rich Morphology
2019/06/11 by Ran Zmigrod, Zmigrod, Ran, Hanna Wallach +4 · 16 citations
Computer Science · #Natural Language Processing Techniques #Topic Modeling #Text Readability and Simplification
- Position: Evaluating Generative AI Systems Is a Social Science Measurement Challenge
2025/02/01 by Hanna Wallach, Wallach, Hanna, Meera Desai +37 · 3 voices · 17 citations
#cs.CY
- 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 · 10 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)
- Evaluating Generative AI Systems is a Social Science Measurement Challenge
2024/11/17 by Hanna Wallach, Meera Desai, Wallach, Hanna +37 · 3 voices · 10 citations
Social Sciences · #Computational and Text Analysis Methods #cs.CY
- Toward an Evaluation Science for Generative AI Systems
2025/03/07 by Laura Weidinger, Inioluwa Deborah Raji, Weidinger, Laura +17 · 15 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)
- 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
- Bayesian Poisson Tensor Factorization for Inferring Multilateral\n Relations from Sparse Dyadic Event Counts
2015/06/10 by Aaron Schein, Schein, Aaron, John Paisley +5 · 4 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
- Measuring Representational Harms in Image Captioning
2022/06/14 by Wang, Angelina, Barocas, Solon, Laird, Kristen +1 · 3 citations
#Computer Vision and Pattern Recognition (cs.CV) #Computers and Society (cs.CY) #FOS: Computer and information sciences
- Bayesian Poisson Tucker Decomposition for Learning the Structure of International Relations
2016/06/06 by Aaron Schein, Mingyuan Zhou, Schein, Aaron +5 · 3 citations
Mathematics · Computer Science · #Tensor decomposition and applications #Domain Adaptation and Few-Shot Learning #Topic Modeling
- "One-Size-Fits-All"? Examining Expectations around What Constitute "Fair" or "Good" NLG System Behaviors
2023/10/23 by Li Lucy, Su Lin Blodgett, Lucy, Li +7 · 1 voice · 2 citations
Computer Science · #Computation and Language (cs.CL) #FOS: Computer and information sciences #Human-Computer Interaction (cs.HC) #cs.CL #cs.HC
- 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)
- Unsupervised Discovery of Gendered Language through Latent-Variable Modeling
2019/06/11 by Hoyle, Alexander, Wolf-Sonkin, Wallach, Hanna +2 · 1 citation
#Computation and Language (cs.CL) #FOS: Computer and information sciences
- Toward Fairness in AI for People with Disabilities: A Research Roadmap
2019/07/04 by Guo, Anhong, Kamar, Ece, Vaughan, Jennifer Wortman +2 · 1 citation
#Artificial Intelligence (cs.AI) #Computers and Society (cs.CY) #FOS: Computer and information sciences #Human-Computer Interaction (cs.HC)
- A Shared Standard for Valid Measurement of Generative AI Systems' Capabilities, Risks, and Impacts
2024/12/02 by Alexandra Chouldechova, Chad Atalla, Chouldechova, Alexandra +25 · 1 voice · 2 citations
Computer Science · Engineering · Social Sciences · #Ethics and Social Impacts of AI #Explainable Artificial Intelligence (XAI) #Technology Assessment and Management #cs.CY
- Weight of Evidence as a Basis for Human-Oriented Explanations
2019/10/29 by Alvarez-Melis, David, Daumé, Hal, Vaughan, Jennifer Wortman +1 · 1 citation
#Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
- 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
- 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
- Validating LLM-as-a-Judge Systems under Rating Indeterminacy
2025/03/07 by Guerdan, Luke, Barocas, Solon, Holstein, Kenneth +3 · 3 citations
#Computers and Society (cs.CY) #FOS: Computer and information sciences #Human-Computer Interaction (cs.HC) #Machine Learning (cs.LG)
- Designing Disaggregated Evaluations of AI Systems: Choices,\n Considerations, and Tradeoffs
2021/03/10 by Solon Barocas, Anhong Guo, Barocas, Solon +13 · 1 citation
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)
- The Social Dynamics of Language Change in Online Networks
2016/09/07 by Rahul Goel, Goel, Rahul, Sandeep Soni +11 · 1 citation
Social Sciences · Computer Science · #Linguistic Variation and Morphology #Authorship Attribution and Profiling #Language and cultural evolution
- From Human Explanation to Model Interpretability: A Framework Based on Weight of Evidence
2021/04/27 by Alvarez-Melis, David, Kaur, Harmanpreet, Daumé, Hal +2 · 1 citation
#Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG)
- 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
- 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