Forschungstreffen 27423
Data in Context: Metadata Models for Quality Metrics and Utility Assessment
( 17. Oct – 22. Oct, 2027 )
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Organisatoren
- Darren Bell (UK Data Service - Colchester, GB)
- Michelle Edwards (University of Guelph, CA)
- Arofan Gregory (DDI Alliance / CODATA - Jaffrey, New Hampshire, US)
- Simon Hodson (CODATA - Paris, FR)
- Hilde Orten (Sikt - Bergen, NO)
- Joachim Wackerow (Ludwigshafen, DE)
Kontakt
- Heike Clemens (für administrative Fragen)
This workshop focuses on generating more complete machine-actionable descriptions of data on which computational platforms are increasingly dependent. Modern technology – especially generative AI – consumes, produces, and exchanges data at an unprecedented scale. This places a premium on the technical and structural metadata for processing data as well as the semantic information needed to understand it, but further demands that we know the origin and quality of the data. One clear example is Large Language Models (LLMs), where we see problems of bias stemming from the nature of the training data. In the scientific world, there are computational approaches to reproducibility and replication of experiments, but a lack of standard models for describing the data on which they are based. The workshop will provide a foundation for the development of generalized solutions for both data consumers and producers.
Creative Commons BY 4.0
Darren Bell, Michelle Edwards, Arofan Gregory, Simon Hodson, Hilde Orten, and Joachim Wackerow
Verwandte Seminare
- Forschungstreffen 07442: Further Development of the Data Documentation Initiative [DDI] XML Standard: Technical Implementation Committee Meeting (2007-10-28 - 2007-11-01) (Details)
- Forschungstreffen 08462: The Data Documentation Initiative [DDI] XML Standard: Working Meeting on Advanced Topics in Usability and Interoperability (2008-11-09 - 2008-11-14) (Details)
- Forschungstreffen 09452: The Data Documentation Initiative [DDI] XML Standard: Workshop on Implementation of DDI3 - Advanced Topics (2009-11-01 - 2009-11-06) (Details)
- Forschungstreffen 10422: The Data Documentation Initiative (DDI) Standard: Managing Metadata for Longitudinal Data — Best Practices (2010-10-17 - 2010-10-22) (Details)
- Forschungstreffen 11382: DDI: Managing Metadata for Longitudinal Data — Best Practices (2011-09-18 - 2011-09-23) (Details)
- Forschungstreffen 12432: DDI Lifecycle: Moving Forward (2012-10-21 - 2012-10-26) (Details)
- Forschungstreffen 13442: DDI Lifecycle: Moving Forward (Part 2) (2013-10-27 - 2013-11-01) (Details)
- Forschungstreffen 14432: DDI Lifecycle: Moving Forward (2014-10-19 - 2014-10-24) (Details)
- Forschungstreffen 15433: DDI Moving Forward: Facilitating Interoperability and Collaboration with Other Metadata Standards (2015-10-18 - 2015-10-23) (Details)
- Forschungstreffen 16423: DDI Moving Forward: Facilitating Interoperability and Collaboration with Other Metadata Standards (2016-10-16 - 2016-10-21) (Details)
- Forschungstreffen 17423: DDI Moving Forward: Production Framework and Bindings (2017-10-15 - 2017-10-20) (Details)
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- Forschungstreffen 19413: Interoperability of Metadata Standards in Cross-Domain Science, Health, and Social Science Applications II (2019-10-06 - 2019-10-11) (Details)
- Forschungstreffen 21393: Interoperability for Cross-Domain Research: Use Cases for Metadata Standards (2021-09-26 - 2021-10-01) (Details)
- Forschungstreffen 22353: Interoperability for Cross-Domain Research: Machine-Actionability & Scalability (2022-08-28 - 2022-09-02) (Details)
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- Forschungstreffen 24423: Evaluating and Refining Cross-Domain Metadata Exchange Frameworks (2024-10-13 - 2024-10-18) (Details)
- Forschungstreffen 25473: The Provenance Chain: Connecting and Reusing Data, Models, and Experiments (2025-11-16 - 2025-11-21) (Details)
- Forschungstreffen 26453: Optimising Metadata Structures for Alignments with Standard Models at the Point of Use (2026-11-01 - 2026-11-06) (Details)
