Machine Learning Data Practices through a Data Curation Lens: An Evaluation Framework
Fuente:
arXiv
Enregistré dans:
| Auteurs principaux: | Bhardwaj, Eshta, Gujral, Harshit, Wu, Siyi, Zogheib, Ciara, Maharaj, Tegan, Becker, Christoph |
|---|---|
| Format: | Preprint |
| Publié: |
2024
|
| Sujets: | |
| Accès en ligne: | |
| Tags: |
Ajouter un tag
Pas de tags, Soyez le premier à ajouter un tag!
|
Documents similaires
The State of Data Curation at NeurIPS: An Assessment of Dataset Development Practices in the Datasets and Benchmarks Track
par: Bhardwaj, Eshta, et autres
Publié: (2024)
par: Bhardwaj, Eshta, et autres
Publié: (2024)
Evaluating Structured Documentation as a Tool for Reflexivity in Dataset Development
par: Bhardwaj, Eshta, et autres
Publié: (2026)
par: Bhardwaj, Eshta, et autres
Publié: (2026)
Exploring the Viability of the Updated World3 Model for Examining the Impact of Computing on Planetary Boundaries
par: Guliyeva, Nara, et autres
Publié: (2025)
par: Guliyeva, Nara, et autres
Publié: (2025)
Limits to AI Growth: The Ecological and Social Consequences of Scaling
par: Bhardwaj, Eshta, et autres
Publié: (2025)
par: Bhardwaj, Eshta, et autres
Publié: (2025)
"Near Data" and "Far Data" for Urban Sustainability: How Do Community Advocates Envision Data Intermediaries?
par: Qiao, Han, et autres
Publié: (2025)
par: Qiao, Han, et autres
Publié: (2025)
Limits at a Distance: Design Directions to Address Psychological Distance in Policy Decisions Affecting Planetary Boundaries
par: Bhardwaj, Eshta, et autres
Publié: (2025)
par: Bhardwaj, Eshta, et autres
Publié: (2025)
Leveraging Machine Learning to Detect Data Curation Activities
par: Lafia, Sara, et autres
Publié: (2021)
par: Lafia, Sara, et autres
Publié: (2021)
Beyond Predictive Algorithms in Child Welfare
par: Moon, Erina Seh-Young, et autres
Publié: (2024)
par: Moon, Erina Seh-Young, et autres
Publié: (2024)
Evaluating Machine Translation Datasets for Low-Web Data Languages: A Gendered Lens
par: Nigatu, Hellina Hailu, et autres
Publié: (2025)
par: Nigatu, Hellina Hailu, et autres
Publié: (2025)
Intersections Between Government Data and AI Strategies: A Case Study of Technology Policies in Canada's Federal Service
par: Kaushar Mahetaji, et autres
Publié: (2025)
par: Kaushar Mahetaji, et autres
Publié: (2025)
Peeking Behind Closed Doors: Risks of LLM Evaluation by Private Data Curators
par: Bansal, Hritik, et autres
Publié: (2025)
par: Bansal, Hritik, et autres
Publié: (2025)
The Future of Learning: Large Language Models through the Lens of Students
par: Zhang, He, et autres
Publié: (2024)
par: Zhang, He, et autres
Publié: (2024)
Privacy Concerns and ChatGPT: Exploring Online Discourse through the Lens of Information Practice on Reddit
par: Zaman, S M Mehedi, et autres
Publié: (2025)
par: Zaman, S M Mehedi, et autres
Publié: (2025)
What do model reports say about their ChemBio benchmark evaluations? Comparing recent releases to the STREAM framework
par: Reed, Tom, et autres
Publié: (2025)
par: Reed, Tom, et autres
Publié: (2025)
Lazy Data Practices Harm Fairness Research
par: Simson, Jan, et autres
Publié: (2024)
par: Simson, Jan, et autres
Publié: (2024)
Data Protection through Governance Frameworks
par: Julakanti, Sivananda Reddy, et autres
Publié: (2025)
par: Julakanti, Sivananda Reddy, et autres
Publié: (2025)
From Framework to Practice: Youth Negotiations of Privacy with Smart Voice Assistants Through the PEA-AI Lens
par: Campbell, Molly, et autres
Publié: (2026)
par: Campbell, Molly, et autres
Publié: (2026)
Principles for Open Data Curation: A Case Study with the New York City 311 Service Request Data
par: Tussey, David, et autres
Publié: (2025)
par: Tussey, David, et autres
Publié: (2025)
Understanding Online Behaviors through a Temporal Lens
par: Peng, Tai-Quan, et autres
Publié: (2023)
par: Peng, Tai-Quan, et autres
Publié: (2023)
AI as a Medical Ally: Evaluating ChatGPT's Usage and Impact in Indian Healthcare
par: Raina, Aryaman, et autres
Publié: (2024)
par: Raina, Aryaman, et autres
Publié: (2024)
AI Incident Monitoring through a Public Health Lens
par: Abraham, Sophia, et autres
Publié: (2026)
par: Abraham, Sophia, et autres
Publié: (2026)
How Viable are Energy Savings in Smart Homes? A Call to Embrace Rebound Effects in Sustainable HCI
par: Bremer, Christina, et autres
Publié: (2025)
par: Bremer, Christina, et autres
Publié: (2025)
Validated Hypotheses as a Lens for Human-Likeness Evaluation in AI Agents
par: Liu, Xuan, et autres
Publié: (2026)
par: Liu, Xuan, et autres
Publié: (2026)
The Environmental Costs of Surveillance Capitalism: A Case Study of Social Media Platforms
par: Bonfils, Nils, et autres
Publié: (2026)
par: Bonfils, Nils, et autres
Publié: (2026)
Welfare as a Guiding Principle for Machine Learning -- From Compass, to Lens, to Roadmap
par: Rosenfeld, Nir, et autres
Publié: (2025)
par: Rosenfeld, Nir, et autres
Publié: (2025)
Evaluating the Impact of Lean and Green Practices on Operational Performance: A Real Data-Driven Simulation Case Study
par: Altarazi, Farah
Publié: (2025)
par: Altarazi, Farah
Publié: (2025)
Can LLMs Help Predict Elections? (Counter)Evidence from the World's Largest Democracy
par: Gujral, Pratik, et autres
Publié: (2024)
par: Gujral, Pratik, et autres
Publié: (2024)
Examining the Representation of Youth in the US Policy Documents through the Lens of Research
par: Mokarrama, Miftahul Jannat, et autres
Publié: (2025)
par: Mokarrama, Miftahul Jannat, et autres
Publié: (2025)
Achieving Socio-Economic Parity through the Lens of EU AI Act
par: Roy, Arjun, et autres
Publié: (2025)
par: Roy, Arjun, et autres
Publié: (2025)
Windstorm Economic Impacts on the Spanish Resilience: A Machine Learning Real-Data Approach
par: Pedra, Matheus Puime, et autres
Publié: (2024)
par: Pedra, Matheus Puime, et autres
Publié: (2024)
Decoding Safety Feedback from Diverse Raters: A Data-driven Lens on Responsiveness to Severity
par: Mishra, Pushkar, et autres
Publié: (2025)
par: Mishra, Pushkar, et autres
Publié: (2025)
Algorithmic Transparency and Participation through the Handoff Lens: Lessons Learned from the U.S. Census Bureau's Adoption of Differential Privacy
par: Abdu, Amina A., et autres
Publié: (2024)
par: Abdu, Amina A., et autres
Publié: (2024)
Reimagining Data Work: Participatory Annotation Workshops as Feminist Practice
par: Gao, Yujia, et autres
Publié: (2026)
par: Gao, Yujia, et autres
Publié: (2026)
Mitigating Attrition: Data-Driven Approach Using Machine Learning and Data Engineering
par: Vijayan, Naveen Edapurath
Publié: (2025)
par: Vijayan, Naveen Edapurath
Publié: (2025)
African Data Ethics: A Discursive Framework for Black Decolonial Data Science
par: Barrett, Teanna, et autres
Publié: (2025)
par: Barrett, Teanna, et autres
Publié: (2025)
Efficient Observation Time Window Segmentation for Administrative Data Machine Learning
par: Taib, Musa, et autres
Publié: (2024)
par: Taib, Musa, et autres
Publié: (2024)
Delete My Account: Impact of Data Deletion on Machine Learning Classifiers
par: Dam, Tobias, et autres
Publié: (2023)
par: Dam, Tobias, et autres
Publié: (2023)
Advancing Crime Linkage Analysis with Machine Learning: A Comprehensive Review and Framework for Data-Driven Approaches
par: Lima, Vinicius, et autres
Publié: (2024)
par: Lima, Vinicius, et autres
Publié: (2024)
Disaggregated Health Data in LLMs: Evaluating Data Equity in the Context of Asian American Representation
par: Mudiyanselage, Uvini Balasuriya, et autres
Publié: (2025)
par: Mudiyanselage, Uvini Balasuriya, et autres
Publié: (2025)
Advancing Data Equity: Practitioner Responsibility and Accountability in NLP Data Practices
par: Cunningham, Jay L., et autres
Publié: (2025)
par: Cunningham, Jay L., et autres
Publié: (2025)
Documents similaires
-
The State of Data Curation at NeurIPS: An Assessment of Dataset Development Practices in the Datasets and Benchmarks Track
par: Bhardwaj, Eshta, et autres
Publié: (2024) -
Evaluating Structured Documentation as a Tool for Reflexivity in Dataset Development
par: Bhardwaj, Eshta, et autres
Publié: (2026) -
Exploring the Viability of the Updated World3 Model for Examining the Impact of Computing on Planetary Boundaries
par: Guliyeva, Nara, et autres
Publié: (2025) -
Limits to AI Growth: The Ecological and Social Consequences of Scaling
par: Bhardwaj, Eshta, et autres
Publié: (2025) -
"Near Data" and "Far Data" for Urban Sustainability: How Do Community Advocates Envision Data Intermediaries?
par: Qiao, Han, et autres
Publié: (2025)