A narrative survey of low-resource NLP evaluation identifies the Annotation Scarcity Paradox as a structural mismatch between scalable models and scarce sociolinguistic evaluation capacity.
AI4D – African Language Program
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A survey catalogs text and speech resources for Hausa and Fongbe, documenting sizes, domains, licensing, and gaps including limited Fongbe text diversity and missing Hausa speech corpora.
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The Annotation Scarcity Paradox in Low-Resource NLP Evaluation: A Decade of Acceleration and Emerging Constraints
A narrative survey of low-resource NLP evaluation identifies the Annotation Scarcity Paradox as a structural mismatch between scalable models and scarce sociolinguistic evaluation capacity.
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A Survey of Text and Speech Resources for Hausa and Fongbe: Availability, Quality, and Gaps for NLP Development
A survey catalogs text and speech resources for Hausa and Fongbe, documenting sizes, domains, licensing, and gaps including limited Fongbe text diversity and missing Hausa speech corpora.