MasakhaNER 2.0: Africa-centric Transfer Learning for Named Entity Recognition. - David Ifeoluwa Adelani; Graham Neubig; Sebastian Ruder; Shruti Rijhwani; Michael Beukman; Chester Palen-Michel; Constantine Lignos; Jesujoba O. Alabi; Shamsuddeen Hassan Muhammad; Peter Nabende; Cheikh M. Bamba Dione; Andiswa Bukula; et al. (EMNLP, 2022)

A Few Thousand Translations Go a Long Way! Leveraging Pre-trained Models for African News Translation. - David Ifeoluwa Adelani; Jesujoba O. Alabi; Angela Fan; Julia Kreutzer; Xiaoyu Shen 001; Machel Reid; Dana Ruiter; Dietrich Klakow; Peter Nabende; Ernie Chang; Tajuddeen Gwadabe; Freshia Sackey; et al. (NAACL-HLT, 2022)

MasakhaPOS: Part-of-Speech Tagging for Typologically Diverse African languages. - Cheikh M. Bamba Dione; David Ifeoluwa Adelani; Peter Nabende; Jesujoba O. Alabi; Thapelo Sindane; Happy Buzaaba; Shamsuddeen Hassan Muhammad; Chris Chinenye Emezue; Perez Ogayo; Aremu Anuoluwapo; Catherine Gitau; Derguene Mbaye; et al. (ACL (1), 2023)

AfriMTE and AfriCOMET: Empowering COMET to Embrace Under-resourced African Languages. - Jiayi Wang; David Ifeoluwa Adelani; Sweta Agrawal; Ricardo Rei; Eleftheria Briakou; Marine Carpuat; Marek Masiak; Xuanli He; Sofia Bourhim; Andiswa Bukula; Muhidin Mohamed; Temitayo Olatoye; et al. (CoRR, 2023)

IsiXhosa Named Entity Recognition Resources. - Roald Eiselen; Andiswa Bukula (ACM Trans. Asian Low Resour. Lang. Inf. Process., 2023)

AfriMTE and AfriCOMET: Enhancing COMET to Embrace Under-resourced African Languages. - Jiayi Wang; David Ifeoluwa Adelani; Sweta Agrawal; Marek Masiak; Ricardo Rei; Eleftheria Briakou; Marine Carpuat; Xuanli He; Sofia Bourhim; Andiswa Bukula; Muhidin Mohamed; Temitayo Olatoye; et al. (NAACL-HLT, 2024)

IrokoBench: A New Benchmark for African Languages in the Age of Large Language Models. - David Ifeoluwa Adelani; Jessica Ojo; Israel Abebe Azime; Jian Yun Zhuang; Jesujoba O. Alabi; Xuanli He; Millicent Ochieng; Sara Hooker; Andiswa Bukula; En-Shiun Annie Lee; Chiamaka Chukwuneke; Happy Buzaaba; et al. (CoRR, 2024)

BRIGHTER: BRIdging the Gap in Human-Annotated Textual Emotion Recognition Datasets for 28 Languages. - Shamsuddeen Hassan Muhammad; Nedjma Ousidhoum; Idris Abdulmumin; Jan Philip Wahle; Terry Ruas; Meriem Beloucif; Christine de Kock; Nirmal Surange; Daniela Teodorescu; Ibrahim Said Ahmad; David Ifeoluwa Adelani; Alham Fikri Aji; et al. (ACL (1), 2025)

INJONGO: A Multicultural Intent Detection and Slot-filling Dataset for 16 African Languages. - Hao Yu; Jesujoba Oluwadara Alabi; Andiswa Bukula; Jian Yun Zhuang; En-Shiun Annie Lee; Tadesse Kebede Guge; Israel Abebe Azime; Happy Buzaaba; Blessing Kudzaishe Sibanda; Godson Koffi Kalipe; Jonathan Mukiibi; Salomon Kabongo Kabenamualu; et al. (ACL (1), 2025)

IrokoBench: A New Benchmark for African Languages in the Age of Large Language Models. - David Ifeoluwa Adelani; Jessica Ojo; Israel Abebe Azime; Jian Yun Zhuang; Jesujoba Oluwadara Alabi; Xuanli He; Millicent Ochieng; Sara Hooker; Andiswa Bukula; En-Shiun Annie Lee; Chiamaka Ijeoma Chukwuneke; Happy Buzaaba; et al. (NAACL (Long Papers), 2025)

AfriHate: A Multilingual Collection of Hate Speech and Abusive Language Datasets for African Languages. - Shamsuddeen Hassan Muhammad; Idris Abdulmumin; Abinew Ali Ayele; David Ifeoluwa Adelani; Ibrahim Said Ahmad; Saminu Mohammad Aliyu; Paul Röttger; Abigail Oppong; Andiswa Bukula; Chiamaka Ijeoma Chukwuneke; Ebrahim Chekol Jibril; Elyas Abdi Ismail; et al. (NAACL (Long Papers), 2025)

INJONGO: A Multicultural Intent Detection and Slot-filling Dataset for 16 African Languages. - Hao Yu; Jesujoba O. Alabi; Andiswa Bukula; Jian Yun Zhuang; En-Shiun Annie Lee; Tadesse Kebede Guge; Israel Abebe Azime; Happy Buzaaba; Blessing K. Sibanda; Godson Koffi Kalipe; Jonathan Mukiibi; Salomon Kabongo Kabenamualu; et al. (CoRR, 2025)