@inproceedings{dione-etal-2023-masakhapos,
    title = "{M}asakha{POS}: Part-of-Speech Tagging for Typologically Diverse {A}frican languages",
    author = "Dione, Cheikh M. Bamba  and
      Adelani, David Ifeoluwa  and
      Nabende, Peter  and
      Alabi, Jesujoba  and
      Sindane, Thapelo  and
      Buzaaba, Happy  and
      Muhammad, Shamsuddeen Hassan  and
      Emezue, Chris Chinenye  and
      Ogayo, Perez  and
      Aremu, Anuoluwapo  and
      Gitau, Catherine  and
      Mbaye, Derguene  and
      Mukiibi, Jonathan  and
      Sibanda, Blessing  and
      Dossou, Bonaventure F. P.  and
      Bukula, Andiswa  and
      Mabuya, Rooweither  and
      Tapo, Allahsera Auguste  and
      Munkoh-Buabeng, Edwin  and
      Memdjokam Koagne, Victoire  and
      Ouoba Kabore, Fatoumata  and
      Taylor, Amelia  and
      Kalipe, Godson  and
      Macucwa, Tebogo  and
      Marivate, Vukosi  and
      Gwadabe, Tajuddeen  and
      Elvis, Mboning Tchiaze  and
      Onyenwe, Ikechukwu  and
      Atindogbe, Gratien  and
      Adelani, Tolulope  and
      Akinade, Idris  and
      Samuel, Olanrewaju  and
      Nahimana, Marien  and
      Musabeyezu, Th{\'e}og{\`e}ne  and
      Niyomutabazi, Emile  and
      Chimhenga, Ester  and
      Gotosa, Kudzai  and
      Mizha, Patrick  and
      Agbolo, Apelete  and
      Traore, Seydou  and
      Uchechukwu, Chinedu  and
      Yusuf, Aliyu  and
      Abdullahi, Muhammad  and
      Klakow, Dietrich",
    editor = "Rogers, Anna  and
      Boyd-Graber, Jordan  and
      Okazaki, Naoaki",
    booktitle = "Proceedings of the 61st Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers)",
    month = jul,
    year = "2023",
    address = "Toronto, Canada",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2023.acl-long.609",
    doi = "10.18653/v1/2023.acl-long.609",
    pages = "10883--10900",
    abstract = "In this paper, we present AfricaPOS, the largest part-of-speech (POS) dataset for 20 typologically diverse African languages. We discuss the challenges in annotating POS for these languages using the universal dependencies (UD) guidelines. We conducted extensive POS baseline experiments using both conditional random field and several multilingual pre-trained language models. We applied various cross-lingual transfer models trained with data available in the UD. Evaluating on the AfricaPOS dataset, we show that choosing the best transfer language(s) in both single-source and multi-source setups greatly improves the POS tagging performance of the target languages, in particular when combined with parameter-fine-tuning methods. Crucially, transferring knowledge from a language that matches the language family and morphosyntactic properties seems to be more effective for POS tagging in unseen languages.",
}

In this paper, we present AfricaPOS, the largest part-of-speech (POS) dataset for 20 typologically diverse African languages. We discuss the challenges in annotating POS for these languages using the universal dependencies (UD) guidelines. We conducted extensive POS baseline experiments using both conditional random field and several multilingual pre-trained language models. We applied various cross-lingual transfer models trained with data available in the UD. Evaluating on the AfricaPOS dataset, we show that choosing the best transfer language(s) in both single-source and multi-source setups greatly improves the POS tagging performance of the target languages, in particular when combined with parameter-fine-tuning methods. Crucially, transferring knowledge from a language that matches the language family and morphosyntactic properties seems to be more effective for POS tagging in unseen languages.
Dione, Cheikh M. Bamba Adelani, David Ifeoluwa Nabende, Peter Alabi, Jesujoba Sindane, Thapelo Buzaaba, Happy Muhammad, Shamsuddeen Hassan Emezue, Chris Chinenye Ogayo, Perez Aremu, Anuoluwapo Gitau, Catherine Mbaye, Derguene Mukiibi, Jonathan Sib a, Blessing Dossou, Bonaventure F. P. Bukula, Andiswa Mabuya, Rooweither Tapo, Allahsera Auguste Munkoh-Buabeng, Edwin Memdjokam Koagne, Victoire Ouoba Kabore, Fatoumata Taylor, Amelia Kalipe, Godson Macucwa, Tebogo Marivate, Vukosi Gwadabe, Tajuddeen Elvis, Mboning Tchiaze Onyenwe, Ikechukwu Atindogbe, Gratien Adelani, Tolulope Akinade, Idris Samuel, Olanrewaju Nahimana, Marien Musabeyezu, Th{\'e}og{\`e}ne Niyomutabazi, Emile Chimhenga, Ester Gotosa, Kudzai Mizha, Patrick Agbolo, Apelete Traore, Seydou Uchechukwu, Chinedu Yusuf, Aliyu Abdullahi, Muhammad Klakow, Dietrich
MasakhaPOS: Part-of-Speech Tagging for Typologically Diverse African languages