Matches in SemOpenAlex for { <https://semopenalex.org/work/W4225590939> ?p ?o ?g. }
Showing items 1 to 74 of
74
with 100 items per page.
- W4225590939 abstract "Benchmark datasets play a central role in the organization of machine learning research. They coordinate researchers around shared research problems and serve as a measure of progress towards shared goals. Despite the foundational role of benchmarking practices in this field, relatively little attention has been paid to the dynamics of benchmark dataset use and reuse, within or across machine learning subcommunities. In this paper, we dig into these dynamics. We study how dataset usage patterns differ across machine learning subcommunities and across time from 2015-2020. We find increasing concentration on fewer and fewer datasets within task communities, significant adoption of datasets from other tasks, and concentration across the field on datasets that have been introduced by researchers situated within a small number of elite institutions. Our results have implications for scientific evaluation, AI ethics, and equity/access within the field." @default.
- W4225590939 created "2022-05-05" @default.
- W4225590939 creator A5000347766 @default.
- W4225590939 creator A5007362138 @default.
- W4225590939 creator A5025947434 @default.
- W4225590939 creator A5045383831 @default.
- W4225590939 date "2021-12-03" @default.
- W4225590939 modified "2023-09-28" @default.
- W4225590939 title "Reduced, Reused and Recycled: The Life of a Dataset in Machine Learning Research" @default.
- W4225590939 hasPublicationYear "2021" @default.
- W4225590939 type Work @default.
- W4225590939 citedByCount "0" @default.
- W4225590939 crossrefType "posted-content" @default.
- W4225590939 hasAuthorship W4225590939A5000347766 @default.
- W4225590939 hasAuthorship W4225590939A5007362138 @default.
- W4225590939 hasAuthorship W4225590939A5025947434 @default.
- W4225590939 hasAuthorship W4225590939A5045383831 @default.
- W4225590939 hasBestOaLocation W42255909391 @default.
- W4225590939 hasConcept C119857082 @default.
- W4225590939 hasConcept C127413603 @default.
- W4225590939 hasConcept C13280743 @default.
- W4225590939 hasConcept C132829578 @default.
- W4225590939 hasConcept C144133560 @default.
- W4225590939 hasConcept C154945302 @default.
- W4225590939 hasConcept C162853370 @default.
- W4225590939 hasConcept C185798385 @default.
- W4225590939 hasConcept C201995342 @default.
- W4225590939 hasConcept C202444582 @default.
- W4225590939 hasConcept C205649164 @default.
- W4225590939 hasConcept C206588197 @default.
- W4225590939 hasConcept C2522767166 @default.
- W4225590939 hasConcept C2780451532 @default.
- W4225590939 hasConcept C33923547 @default.
- W4225590939 hasConcept C41008148 @default.
- W4225590939 hasConcept C548081761 @default.
- W4225590939 hasConcept C56739046 @default.
- W4225590939 hasConcept C86251818 @default.
- W4225590939 hasConcept C9652623 @default.
- W4225590939 hasConceptScore W4225590939C119857082 @default.
- W4225590939 hasConceptScore W4225590939C127413603 @default.
- W4225590939 hasConceptScore W4225590939C13280743 @default.
- W4225590939 hasConceptScore W4225590939C132829578 @default.
- W4225590939 hasConceptScore W4225590939C144133560 @default.
- W4225590939 hasConceptScore W4225590939C154945302 @default.
- W4225590939 hasConceptScore W4225590939C162853370 @default.
- W4225590939 hasConceptScore W4225590939C185798385 @default.
- W4225590939 hasConceptScore W4225590939C201995342 @default.
- W4225590939 hasConceptScore W4225590939C202444582 @default.
- W4225590939 hasConceptScore W4225590939C205649164 @default.
- W4225590939 hasConceptScore W4225590939C206588197 @default.
- W4225590939 hasConceptScore W4225590939C2522767166 @default.
- W4225590939 hasConceptScore W4225590939C2780451532 @default.
- W4225590939 hasConceptScore W4225590939C33923547 @default.
- W4225590939 hasConceptScore W4225590939C41008148 @default.
- W4225590939 hasConceptScore W4225590939C548081761 @default.
- W4225590939 hasConceptScore W4225590939C56739046 @default.
- W4225590939 hasConceptScore W4225590939C86251818 @default.
- W4225590939 hasConceptScore W4225590939C9652623 @default.
- W4225590939 hasLocation W42255909391 @default.
- W4225590939 hasOpenAccess W4225590939 @default.
- W4225590939 hasPrimaryLocation W42255909391 @default.
- W4225590939 hasRelatedWork W113183 @default.
- W4225590939 hasRelatedWork W13936193 @default.
- W4225590939 hasRelatedWork W14808 @default.
- W4225590939 hasRelatedWork W149980 @default.
- W4225590939 hasRelatedWork W354571 @default.
- W4225590939 hasRelatedWork W592020 @default.
- W4225590939 hasRelatedWork W605621 @default.
- W4225590939 hasRelatedWork W630684 @default.
- W4225590939 hasRelatedWork W728297 @default.
- W4225590939 hasRelatedWork W868042 @default.
- W4225590939 isParatext "false" @default.
- W4225590939 isRetracted "false" @default.
- W4225590939 workType "article" @default.