This survey provides a comprehensive catalog of publicly available text and speech resources for two West African languages: Hausa, an Afroasiatic language with approximately 80-100 million speakers, and Fongbe, a Niger-Congo language spoken by approximately 2 million people in Benin. These languages represent contrasting cases on the resource availability spectrum. We address the question: What is the current state of publicly available NLP resources for Hausa and Fongbe, and what gaps remain? Through systematic search of academic repositories, data platforms, and web sources, we catalog parallel corpora, monolingual text collections, speech datasets, pre-trained models, and evaluation benchmarks. For each resource, we document size, domain coverage, format, licensing, and accessibility. Our findings reveal that Hausa benefits from broader text resource diversity across news, encyclopedic, and educational domains. Fongbe, while having more limited text resources, has been the focus of recent academic speech data collection initiatives. Both languages are represented in Masakhane benchmarks for NER and POS tagging. We provide task-specific recommendations and identify priority gaps including domain-diverse Fongbe text and dedicated Hausa speech corpora.
Figures & tables
Resource
Size
Domain
Access
Corpora
Leipzig Wikipedia [ 6 ]
936K tok
Encyclopedia
Open
Leipzig Community [ 6 ]
929K words
Mixed web
Open
Naijaweb [ 25 ]
230M tok
Forum
HuggingFace
CC-100 Hausa [ 26 ]
Large
Web crawl
Open
Web Sources
TABLE I: Comprehensive Hausa Text Resources
Domain
Records
Words (K)
Type
jw.org*
194
119
Religious
jw.org/fon*
33
15
Religious
fongbebenin.com
7
12.6
Cultural/Educ.
beninlangues.com
4
4.1
Educational
iamyourclounon.bj
2
1.1
Cultural
*Terms of use prohibit NLP model training and data mining.
TABLE II: Major Fongbe Web Text Sources
Domain
Hausa (Words)
Fongbe (Words)
Wikipedia/Encyclopedia
622K
∼ 15K
News
1.5M+
–
Educational
320K
∼ 17K
Religious
105K
134K*
Int’l Broadcasting
500K+
–
Community/Other
929K
< 1K
TABLE III: Summary of Text Corpora by Language and Domain
Dataset
Pairs
Characteristics
FFR Dataset [ 21 ]
117,029
Aggregated corpus
Daily Dialogues [ 7 ]
25,377
Crowdsourced conversations
MAFAND-MT [ 19 ]
Train/Dev/Test
News domain
AI4D Challenge
53,366
Competition dataset
TABLE IV: French-Fongbe Parallel Resources
Resource
Type
Task
Size/Notes
Pre-trained Models
AfriBERTa [ 3 ]
Model
Lang. Model
97M–126M params
AfriTeVa V2 [ 40 ]
Model
MT, Summ.
428M–1B params
AfriCLIRMatrix [ 41 ]
Dataset
Cross-ling. IR
15 languages
Sentiment & Classification
AfriSenti [ 42 ]
Dataset
Sentiment
110K+ tweets
TABLE V: Major Hausa Resources from Lanfrica Catalog