Introduces the Annotation Scarcity Paradox to describe how model scaling in low-resource NLP outpaces the human expertise required for authentic evaluation, threatening the validity of reported progress.
AI4D – African Language Program,
2 Pith papers cite this work. Polarity classification is still indexing.
2
Pith papers citing it
fields
cs.CL 2years
2026 2verdicts
UNVERDICTED 2representative citing papers
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.
citing papers explorer
-
The Annotation Scarcity Paradox in Low-Resource NLP Evaluation: A Decade of Acceleration and Emerging Constraints
Introduces the Annotation Scarcity Paradox to describe how model scaling in low-resource NLP outpaces the human expertise required for authentic evaluation, threatening the validity of reported progress.
-
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.