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cs.CL2026
Scaling few-shot spoken word classification with generative meta-continual learning
Louise Beyers, Batsirayi Mupamhi Ziki, Ruan van der Merwe
Few-shot spoken word classification has largely been developed for applications where a small number of classes is considered, and so the potential of larger-scale few-shot spoken…
cs.CL2026
Does language matter for spoken word classification? A multilingual generative meta-learning approach
Batsirayi Mupamhi Ziki, Louise Beyers, Ruan van der Merwe
Meta-learning has been shown to have better performance than supervised learning for few-shot monolingual spoken word classification. However, the meta-learning approach remains un…