Linguistic diversity in machine learning training data: Content analysis of English and Finnish soundscape descriptions in audio captioning.
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| Title: | Linguistic diversity in machine learning training data: Content analysis of English and Finnish soundscape descriptions in audio captioning. |
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| Authors: | Hekanaho L; University of Helsinki, Languages, Helsinki, Finland., Tuuri E; Tampere University, Languages Unit, Tampere, Finland., Surakka M; Tampere University, Languages Unit, Tampere, Finland., Hirvonen M; Tampere University, Languages Unit, Tampere, Finland. |
| Source: | PloS one [PLoS One] 2026 Jun 11; Vol. 21 (6), pp. e0350043. Date of Electronic Publication: 2026 Jun 11 (Print Publication: 2026). |
| Publication Type: | Journal Article |
| Journal Info: | Publisher: Public Library of Science Country of Publication: United States NLM ID: 101285081 Publication Model: eCollection Cited Medium: Internet ISSN: 1932-6203 (Electronic) Linking ISSN: 19326203 NLM ISO Abbreviation: PLoS One Subsets: MEDLINE |
| Database: | MEDLINE Ultimate |
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| ISSN: | 1932-6203 |
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| DOI: | 10.1371/journal.pone.0350043 |
