Models
MODELHugging Face
5/5

SERENGETI

Duguri(dug)LMXLM-REncoder (XLM-R base)
View Source

Model Info

Language
Duguri (dug)
Architecture
Encoder (XLM-R base)
Institution
Ife Adebara, AbdelRahim Elmadany, Muhammad Abdul-Mageed, Alcides Alcoba Inciarte (UBC-NLP)
Last Updated
26 May 2026

Intended Use Cases

Language Identification (517 African languages); NLU tasks across 32 languages

License & Access

SPDX identifierApache-2.0 (research only; commercial use needs author permission)

Open — attribution required; commercial use allowed.

Provenance

Fetch Timestamp
26 May 2026
Submitter
Ife Adebara, AbdelRahim Elmadany, Muhammad Abdul-Mageed, Alcides Alcoba Inciarte (UBC-NLP)

Full Record

24 of 25 fields stated

Every column the registry tracks. Values marked derivedwere filled by a rule or read from the source's text rather than stated in its metadata; the rule or the quoted sentence is shown under the value.

Registry columns (17/18)

iso code
dug
Model Name
SERENGETI
Where is it hosted
HuggingFace
Link
https://huggingface.co/UBC-NLP/serengeti
Year
2023
Creator/Author(s)
Ife Adebara, AbdelRahim Elmadany, Muhammad Abdul-Mageed, Alcides Alcoba Inciarte (UBC-NLP)
Paper Reference
Adebara et al. (2023) — SERENGETI: Massively Multilingual Language Models for Africa. ACL Findings 2023. https://aclanthology.org/2023.findings-acl.97
NLP Task
LM
Architecture
Encoder (XLM-R base)
Base Model
XLM-R
Fine-tuned?
No
License
Apache-2.0 (research only; commercial use needs author permission)
Open Access
Open
Has Model Card
Yes
SOTA Tasks
Language Identification (517 African languages); NLU tasks across 32 languages
Verified By
Not stated
Date Indexed
2026-05-26
Comment
dug is one of 517 African languages in SERENGETI pretraining. Confirmed in supported-languages.txt on HuggingFace. Not individually benchmarked. Also: SERENGETI…

Readiness (LRS) (7/7)

model id
serengeti-dug
Model Type
LLMderivedHugging Face card: pipeline_tag
Training Data Sources
Religious texts, government docs, health docs, news, existing corpora — 517 African languages, 7.1B tokens
Benchmark Used
SERENGETI NLU Eval Suitederivedregistry benchmark records for this model
Benchmark Score
Multiple NLU tasks for African languages
Benchmark Date
2023
Status
Activederivedupdated within 3 years

Readiness Score Breakdown

5/5
Data Coverage75%
Model Availability100%
Benchmarks100%
Documentation83%
Recency100%

Representativeness

Gender Balance
Regional Distribution
Dialect Coverage
Inclusivity
Relations Explorer link

Also Available In

This is the same multilingual corpus, sliced for other languages the platform indexes it under.

model

serengeti

fill-mask model · XLMRobertaForMaskedLM · UBC-NLP

32 languagesAfar(aar)XLMRobertaForMaskedLMfill-mask
HUHugging Face
Restricted27 Oct 2026
model

serengeti

fill-mask model · XLMRobertaForMaskedLM · UBC-NLP

32 languagesAfrikaans(afr)XLMRobertaForMaskedLMfill-mask
HUHugging Face
Restricted27 Oct 2026
model

serengeti

fill-mask model · XLMRobertaForMaskedLM · UBC-NLP

32 languagesAkan(aka)XLMRobertaForMaskedLMfill-mask
HUHugging Face
Restricted27 Oct 2026
model

serengeti

fill-mask model · XLMRobertaForMaskedLM · UBC-NLP

32 languagesAmharic(amh)XLMRobertaForMaskedLMfill-mask
HUHugging Face
Restricted27 Oct 2026
model

serengeti

fill-mask model · XLMRobertaForMaskedLM · UBC-NLP

32 languagesBambara(bam)XLMRobertaForMaskedLMfill-mask
HUHugging Face
Restricted27 Oct 2026
model

SERENGETI

Adebara et al. 2023

32 languagesBeembe (Kibembe)(beq)XLM-RLM (Pretrained Encoder)
HUHugging Face
Open14 May 2026
model

SERENGETI

Adebara et al. 2023

32 languagesBari(bfa)XLM-RLM (Pretrained Encoder)
HUHugging Face
Open14 May 2026
model

SERENGETI

Adebara et al. 2023

32 languagesMalba Birifor(bfo)XLM-RLM (Pretrained Encoder)
HUHugging Face
Open14 May 2026
model

SERENGETI

ebu is one of 517 African languages in SERENGETI pretraining. Confirmed in supported-languages.txt on HuggingFace. Not individually benchmarked.

32 languagesEmbu (Kîembu)(ebu)XLM-RLM
HUHugging Face
Open26 May 2026
model

SERENGETI

ego is one of 517 African languages in SERENGETI pretraining. Confirmed in supported-languages.txt on HuggingFace. Not individually benchmarked.

32 languagesEggon(ego)XLM-RLM
HUHugging Face
Open26 May 2026
model

SERENGETI

flr (Fuliiru) confirmed in SERENGETI supported-languages list. Not individually benchmarked. Commercial use requires author permission.

32 languagesFuliiru (Kifuliiru)(flr)XLM-RLM
HUHugging Face
Open26 May 2026
model

serengeti

fill-mask model · XLMRobertaForMaskedLM · UBC-NLP

32 languagesFon(fon)XLMRobertaForMaskedLMfill-mask
HUHugging Face
Restricted27 Oct 2026
model

serengeti

fill-mask model · XLMRobertaForMaskedLM · UBC-NLP

32 languagesFula(ful)XLMRobertaForMaskedLMfill-mask
HUHugging Face
Restricted27 Oct 2026
model

serengeti

fill-mask model · XLMRobertaForMaskedLM · UBC-NLP

32 languagesHausa(hau)XLMRobertaForMaskedLMfill-mask
HUHugging Face
Restricted27 Oct 2026
model

serengeti

fill-mask model · XLMRobertaForMaskedLM · UBC-NLP

32 languagesIgbo(ibo)XLMRobertaForMaskedLMfill-mask
HUHugging Face
Restricted27 Oct 2026
model

serengeti

fill-mask model · XLMRobertaForMaskedLM · UBC-NLP

32 languagesGikuyu(kik)XLMRobertaForMaskedLMfill-mask
HUHugging Face
Restricted27 Oct 2026
model

serengeti

fill-mask model · XLMRobertaForMaskedLM · UBC-NLP

32 languagesLingala(lin)XLMRobertaForMaskedLMfill-mask
HUHugging Face
Restricted27 Oct 2026
model

serengeti

fill-mask model · XLMRobertaForMaskedLM · UBC-NLP

32 languagesLuganda(lug)XLMRobertaForMaskedLMfill-mask
HUHugging Face
Restricted27 Oct 2026
model

serengeti

fill-mask model · XLMRobertaForMaskedLM · UBC-NLP

32 languagesMalagasy(mlg)XLMRobertaForMaskedLMfill-mask
HUHugging Face
Restricted27 Oct 2026
model

serengeti

fill-mask model · XLMRobertaForMaskedLM · UBC-NLP

32 languagesSouthern Ndebele(nbl)XLMRobertaForMaskedLMfill-mask
HUHugging Face
Restricted27 Oct 2026

Related Models