AfroXLMR-large was created by first augmenting the XLM-R-large model with missing scripts (N'Ko and Tifinagh), followed by an MLM adaptation of the expanded XLM-R-large model on 76 languages widely spoken in Africa
including 4 high-resource languages.
Pre-training corpus
A mix of mC4, Wikipedia and OPUS data
Languages
There are 75 languages available :
English (eng)
Amharic (amh)
Arabic (ara)
Somali (som)
Kiswahili (swa)
Portuguese (por)
Afrikaans (afr)
French (fra)
isiZulu (zul)
Malagasy (mlg)
Hausa (hau)
chiShona (sna)
Egyptian Arabic (arz)
Chichewa (nya)
Igbo (ibo)
isiXhosa (xho)
Yorùbá (yor)
Sesotho (sot)
Kinyarwanda (kin)
Tigrinya (tir)
Tsonga (tso)
Oromo (orm)
Rundi (run)
Northern Sotho (nso)
Ewe (ewe)
Lingala (lin)
Twi (twi)
Nigerian Pidgin (pcm)
Ga (gaa)
Lozi (loz)
Luganda (lug)
Gun (guw)
Bemba (bem)
Efik (efi)
Luvale (lue)
Luba-Lulua (lua)
Tonga (toi)
Tshivenḓa (ven)
Tumbuka (tum)
Tetela (tll)
Isoko (iso)
Kaonde (kqn)
Zande (zne)
Umbundu (umb)
Mossi (mos)
Tiv (tiv)
Luba-Katanga (lub)
Fula (fuv)
San Salvador Kongo (kwy)
Baoulé (bci)
Ruund (rnd)
Luo (luo)
Wolaitta (wal)
Swazi (ssw)
Lunda (lun)
Wolof (wol)
Nyaneka (nyk)
Kwanyama (kua)
Kikuyu (kik)
Fon (fon)
Bambara (bam)
Chokwe (cjk)
Dinka (dik)
Dyula (dyu)
Kabyle (kab)
Kamba (kam)
Kabiyè (kbp)
Kanuri (knc)
Kimbundu (kmb)
Kikongo (kon)
Nuer (nus)
Sango (sag)
Tamasheq (taq)
Tamazight (tzm)
N'ko (nqo)
Acknowledgment
BibTeX entry and citation info.
@misc{adelani2023sib200,
title={SIB-200: A Simple, Inclusive, and Big Evaluation Dataset for Topic Classification in 200+ Languages and Dialects},
author={David Ifeoluwa Adelani and Hannah Liu and Xiaoyu Shen and Nikita Vassilyev and Jesujoba O. Alabi and Yanke Mao and Haonan Gao and Annie En-Shiun Lee},
year={2023},
eprint={2309.07445},
archivePrefix={arXiv},
primaryClass={cs.CL}
}
Runs of Davlan afro-xlmr-large-76L_script on huggingface.co
23
Total runs
-1
24-hour runs
-1
3-day runs
6
7-day runs
12
30-day runs
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