Quality at a Glance: An Audit of Web-Crawled Multilingual Datasets von Kreutzer, Julia, Caswell, Isaac, Wang, Lisa, Wahab, Ahsan, van Esch, Daan, Ulzii-Orshikh, Nasanbayar, Tapo, Allahsera, Subramani, Nishant, Sokolov, Artem, Sikasote, Claytone, Setyawan, Monang, Sarin, Supheakmungkol, Samb, Sokhar, Sagot, Benoît, Rivera, Clara, Rios, Annette, Papadimitriou, Isabel, Osei, Salomey, Suarez, Pedro Ortiz, Orife, Iroro, Ogueji, Kelechi, Rubungo, Andre Niyongabo, Nguyen, Toan Q., Müller, Mathias, Müller, André, Muhammad, Shamsuddeen Hassan, Muhammad, Nanda, Mnyakeni, Ayanda, Mirzakhalov, Jamshidbek, Matangira, Tapiwanashe, Leong, Colin, Lawson, Nze, Kudugunta, Sneha, Jernite, Yacine, Jenny, Mathias, Firat, Orhan, Dossou, Bonaventure F. P., Dlamini, Sakhile, de Silva, Nisansa, Çabuk Ballı, Sakine, Biderman, Stella, Battisti, Alessia, Baruwa, Ahmed, Bapna, Ankur, Baljekar, Pallavi, Azime, Israel Abebe, Awokoya, Ayodele, Ataman, Duygu, Ahia, Orevaoghene, Ahia, Oghenefego, Agrawal, Sweta, Adeyemi, Mofetoluwa

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MasakhaNER: Named Entity Recognition for African Languages von Adelani, David Ifeoluwa, Abbott, Jade, Neubig, Graham, D’souza, Daniel, Kreutzer, Julia, Lignos, Constantine, Palen-Michel, Chester, Buzaaba, Happy, Rijhwani, Shruti, Ruder, Sebastian, Mayhew, Stephen, Azime, Israel Abebe, Muhammad, Shamsuddeen H., Emezue, Chris Chinenye, Nakatumba-Nabende, Joyce, Ogayo, Perez, Anuoluwapo, Aremu, Gitau, Catherine, Mbaye, Derguene, Alabi, Jesujoba, Yimam, Seid Muhie, Gwadabe, Tajuddeen Rabiu, Ezeani, Ignatius, Niyongabo, Rubungo Andre, Mukiibi, Jonathan, Otiende, Verrah, Orife, Iroro, David, Davis, Ngom, Samba, Adewumi, Tosin, Rayson, Paul, Adeyemi, Mofetoluwa, Muriuki, Gerald, Anebi, Emmanuel, Chukwuneke, Chiamaka, Odu, Nkiruka, Wairagala, Eric Peter, Oyerinde, Samuel, Siro, Clemencia, Bateesa, Tobius Saul, Oloyede, Temilola, Wambui, Yvonne, Akinode, Victor, Nabagereka, Deborah, Katusiime, Maurice, Awokoya, Ayodele, MBOUP, Mouhamadane, Gebreyohannes, Dibora, Tilaye, Henok, Nwaike, Kelechi, Wolde, Degaga, Faye, Abdoulaye, Sibanda, Blessing, Ahia, Orevaoghene, Dossou, Bonaventure F. P., Ogueji, Kelechi, DIOP, Thierno Ibrahima, Diallo, Abdoulaye, Akinfaderin, Adewale, Marengereke, Tendai, Osei, Salomey

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MasakhaNER: Named entity recognition for African languages von Adelani, David Ifeoluwa, Abbott, Jade, Neubig, Graham, d'Souza, Daniel, Kreutzer, Julia, Lignos, Constantine, Palen-Michel, Chester, Buzaaba, Happy, Rijhwani, Shruti, Ruder, Sebastian, Mayhew, Stephen, Abebe Azime, Israel, Muhammad, Shamsuddeen H, Chinenye Emezue, Chris, Nakatumba-Nabende, Joyce, Ogayo, Perez, Aremu, Anuoluwapo, Gitau, Catherine, Mbaye, Derguene, Alabi, Jesujoba, Yimam, Seid Muhie, Rabiu Gwadabe, Tajuddeen, Ezeani, Ignatius, Niyongabo, Rubungo Andre, Mukiibi, Jonathan, Otiende, Verrah, Orife, Iroro, David, Davis, Ngom, Samba, Adewumi, Tosin, Rayson, Paul, Adeyemi, Mofetoluwa, Muriuki, Gerald, Anebi, Emmanuel, Chukwuneke, Chiamaka, Odu, Nkiruka, Wairagala, Eric Peter, Oyerinde, Samuel, Siro, Clemencia, Saul Bateesa, Tobius, Oloyede, Temilola, Wambui, Yvonne, Akinode, Victor, Nabagereka, Deborah, Katusiime, Maurice, Awokoya, Ayodele, Mboup, Mouhamadane, Gebreyohannes, Dibora, Tilaye, Henok, Nwaike, Kelechi, Wolde, Degaga, Faye, Abdoulaye, Sibanda, Blessing, Ahia, Orevaoghene, Dossou, Bonaventure F P, Ogueji, Kelechi, Thierno, Ibrahima, Diallo, Abdoulaye, Akinfaderin, Adewale, Marengereke, Tendai, Osei, Salomey

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Text Categorization Can Enhance Domain-Agnostic Stopword Extraction von Turki, Houcemeddine, Etori, Naome A, Taieb, Mohamed Ali Hadj, Omotayo, Abdul-Hakeem, Emezue, Chris Chinenye, Aouicha, Mohamed Ben, Awokoya, Ayodele, Lawan, Falalu Ibrahim, Nixdorf, Doreen

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Masakhane-Afrisenti at SemEval-2023 Task 12: Sentiment Analysis using Afro-centric Language Models and Adapters for Low-resource African Languages von Azime, Israel Abebe, Al-Azzawi, Sana Sabah, Tonja, Atnafu Lambebo, Shode, Iyanuoluwa, Alabi, Jesujoba, Awokoya, Ayodele, Oduwole, Mardiyyah, Adewumi, Tosin, Fanijo, Samuel, Awosan, Oyinkansola, Yousuf, Oreen

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Masakhane-Afrisenti at SemEval-2023 Task 12: Sentiment Analysis using Afro-centric Language Models and Adapters for Low-resource African Languages von Azime, Israel Abebe, Al-Azzawi, Sana Sabah, Tonja, Atnafu Lambebo, Shode, Iyanuoluwa, Alabi, Jesujoba, Awokoya, Ayodele, Oduwole, Mardiyyah, Adewumi, Tosin, Fanijo, Samuel, Oyinkansola, Awosan, Yousuf, Oreen

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The Effect of Domain and Diacritics in Yor\`ub\'a-English Neural Machine Translation von Adelani, David I, Ruiter, Dana, Alabi, Jesujoba O, Adebonojo, Damilola, Ayeni, Adesina, Adeyemi, Mofe, Awokoya, Ayodele, España-Bonet, Cristina

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AfriQA: Cross-lingual Open-Retrieval Question Answering for African Languages von Ogundepo, Odunayo, Gwadabe, Tajuddeen R, Rivera, Clara E, Clark, Jonathan H, Ruder, Sebastian, Adelani, David Ifeoluwa, Dossou, Bonaventure F. P, DIOP, Abdou Aziz, Sikasote, Claytone, Hacheme, Gilles, Buzaaba, Happy, Ezeani, Ignatius, Mabuya, Rooweither, Osei, Salomey, Emezue, Chris, Kahira, Albert Njoroge, Muhammad, Shamsuddeen H, Oladipo, Akintunde, Owodunni, Abraham Toluwase, Tonja, Atnafu Lambebo, Shode, Iyanuoluwa, Asai, Akari, Ajayi, Tunde Oluwaseyi, Siro, Clemencia, Arthur, Steven, Adeyemi, Mofetoluwa, Ahia, Orevaoghene, Aremu, Anuoluwapo, Awosan, Oyinkansola, Chukwuneke, Chiamaka, Opoku, Bernard, Ayodele, Awokoya, Otiende, Verrah, Mwase, Christine, Sinkala, Boyd, Rubungo, Andre Niyongabo, Ajisafe, Daniel A, Onwuegbuzia, Emeka Felix, Mbow, Habib, Niyomutabazi, Emile, Mukonde, Eunice, Lawan, Falalu Ibrahim, Ahmad, Ibrahim Said, Alabi, Jesujoba O, Namukombo, Martin, Chinedu, Mbonu, Phiri, Mofya, Putini, Neo, Mngoma, Ndumiso, Amuok, Priscilla A, Iro, Ruqayya Nasir, Adhiambo, Sonia

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Text Categorization Can Enhance Domain-Agnostic Stopword Extraction von Houcemeddine Turki, Etori, Naome A, Mohamed Ali Hadj Taieb, Abdul-Hakeem Omotayo, Emezue, Chris Chinenye, Mohamed Ben Aouicha, Awokoya, Ayodele, Falalu Ibrahim Lawan, Nixdorf, Doreen

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A Few Thousand Translations Go a Long Way! Leveraging Pre-trained Models for African News Translation von Adelani, David Ifeoluwa, Alabi, Jesujoba Oluwadara, Fan, Angela, Kreutzer, Julia, Shen, Xiaoyu, Reid, Machel, Ruiter, Dana, Klakow, Dietrich, Nabende, Peter, Chang, Ernie, Gwadabe, Tajuddeen, Sackey, Freshia, Dossou, Bonaventure F. P, Emezue, Chris Chinenye, Leong, Colin, Beukman, Michael, Muhammad, Shamsuddeen Hassan, Jarso, Guyo Dub, Yousuf, Oreen, Rubungo, Andre Niyongabo, Hacheme, Gilles, Wairagala, Eric Peter, Nasir, Muhammad Umair, Ajibade, Benjamin Ayoade, Ajayi, Tunde Oluwaseyi, Gitau, Yvonne Wambui, Abbott, Jade, Ahmed, Mohamed, Ochieng, Millicent, Aremu, Anuoluwapo, Ogayo, Perez, Mukiibi, Jonathan, Kabore, Fatoumata Ouoba, Kalipe, Godson Koffi, Mbaye, Derguene, Tapo, Allahsera Auguste, Koagne, Victoire Memdjokam, Munkoh-Buabeng, Edwin, Wagner, Valencia, Abdulmumin, Idris, Awokoya, Ayodele, Buzaaba, Happy, Sibanda, Blessing, Bukula, Andiswa, Manthalu, Sam

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Masakhane-Afrisenti at SemEval-2023 Task 12: Sentiment Analysis using Afro-centric Language Models and Adapters for Low-resource African Languages von Israel Abebe Azime, Sana Sabah Al-Azzawi, Tonja, Atnafu Lambebo, Shode, Iyanuoluwa, Alabi, Jesujoba, Awokoya, Ayodele, Oduwole, Mardiyyah, Adewumi, Tosin, Fanijo, Samuel, Awosan, Oyinkansola, Yousuf, Oreen

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Quality at a Glance: An Audit of Web-Crawled Multilingual Datasets von Kreutzer, Julia, Caswell, Isaac, Wang, Lisa, Wahab, Ahsan, Daan van Esch, Ulzii-Orshikh, Nasanbayar, Tapo, Allahsera, Subramani, Nishant, Sokolov, Artem, Sikasote, Claytone, Setyawan, Monang, Sarin, Supheakmungkol, Samb, Sokhar, Sagot, Benoît, Rivera, Clara, Rios, Annette, Papadimitriou, Isabel, Osei, Salomey, Pedro Ortiz Suarez, Orife, Iroro, Ogueji, Kelechi, Andre Niyongabo Rubungo, Nguyen, Toan Q, Müller, Mathias, Müller, André, Shamsuddeen Hassan Muhammad, Nanda Muhammad, Mnyakeni, Ayanda, Mirzakhalov, Jamshidbek, Matangira, Tapiwanashe, Leong, Colin, Lawson, Nze, Kudugunta, Sneha, Jernite, Yacine, Mathias, Jenny, Firat, Orhan, Bonaventure F P Dossou, Dlamini, Sakhile, Nisansa de Silva, Sakine Çabuk Ballı, Biderman, Stella, Battisti, Alessia, Baruwa, Ahmed, Bapna, Ankur, Baljekar, Pallavi, Israel Abebe Azime, Awokoya, Ayodele, Ataman, Duygu, Ahia, Orevaoghene, Ahia, Oghenefego, Agrawal, Sweta, Adeyemi, Mofetoluwa

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MENYO-20k: A Multi-domain English - Yorùbá Corpus for Machine Translation von Adelani, David Ifeoluwa, Jesujoba O. Alabi, Damilola Adebonojo, Adesina Ayeni, Mofe Adeyemi, Ayodele Awokoya

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The Effect of Domain and Diacritics in Yorùbá-English Neural Machine Translation von Adelani, David I, Ruiter, Dana, Alabi, Jesujoba O, Adebonojo, Damilola, Ayeni, Adesina, Adeyemi, Mofe, Awokoya, Ayodele, España-Bonet, Cristina

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MasakhaNER: Named Entity Recognition for African Languages von Adelani, David Ifeoluwa, Abbott, Jade, Neubig, Graham, D'souza, Daniel, Kreutzer, Julia, Lignos, Constantine, Palen-Michel, Chester, Buzaaba, Happy, Rijhwani, Shruti, Ruder, Sebastian, Mayhew, Stephen, Azime, Israel Abebe, Muhammad, Shamsuddeen, Emezue, Chris Chinenye, Nakatumba-Nabende, Joyce, Ogayo, Perez, Aremu, Anuoluwapo, Gitau, Catherine, Mbaye, Derguene, Alabi, Jesujoba, Yimam, Seid Muhie, Gwadabe, Tajuddeen, Ezeani, Ignatius, Niyongabo, Rubungo Andre, Mukiibi, Jonathan, Otiende, Verrah, Orife, Iroro, David, Davis, Ngom, Samba, Adewumi, Tosin, Rayson, Paul, Adeyemi, Mofetoluwa, Muriuki, Gerald, Anebi, Emmanuel, Chukwuneke, Chiamaka, Odu, Nkiruka, Wairagala, Eric Peter, Oyerinde, Samuel, Siro, Clemencia, Bateesa, Tobius Saul, Oloyede, Temilola, Wambui, Yvonne, Akinode, Victor, Nabagereka, Deborah, Katusiime, Maurice, Awokoya, Ayodele, MBOUP, Mouhamadane, Gebreyohannes, Dibora, Tilaye, Henok, Nwaike, Kelechi, Wolde, Degaga, Faye, Abdoulaye, Sibanda, Blessing, Ahia, Orevaoghene, Dossou, Bonaventure F. P, Ogueji, Kelechi, DIOP, Thierno Ibrahima, Diallo, Abdoulaye, Akinfaderin, Adewale, Marengereke, Tendai, Osei, Salomey

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AfriQA: Cross-lingual Open-Retrieval Question Answering for African Languages von Ogundepo, Odunayo, Gwadabe, Tajuddeen R, Rivera, Clara E, Clark, Jonathan H, Ruder, Sebastian, Adelani, David Ifeoluwa, Bonaventure F P Dossou, Abdou Aziz DIOP, Sikasote, Claytone, Hacheme, Gilles, Buzaaba, Happy, Ezeani, Ignatius, Mabuya, Rooweither, Osei, Salomey, Emezue, Chris, Albert Njoroge Kahira, Muhammad, Shamsuddeen H, Akintunde Oladipo, Owodunni, Abraham Toluwase, Tonja, Atnafu Lambebo, Shode, Iyanuoluwa, Asai, Akari, Ajayi, Tunde Oluwaseyi, Siro, Clemencia, Arthur, Steven, Adeyemi, Mofetoluwa, Ahia, Orevaoghene, Aremu, Anuoluwapo, Awosan, Oyinkansola, Chukwuneke, Chiamaka, Opoku, Bernard, Awokoya Ayodele, Otiende, Verrah, Mwase, Christine, Sinkala, Boyd, Andre Niyongabo Rubungo, Ajisafe, Daniel A, Emeka Felix Onwuegbuzia, Habib Mbow, Niyomutabazi, Emile, Mukonde, Eunice, Falalu Ibrahim Lawan, Ibrahim Said Ahmad, Alabi, Jesujoba O, Namukombo, Martin, Mbonu Chinedu, Phiri, Mofya, Neo Putini, Mngoma, Ndumiso, Amuok, Priscilla A, Ruqayya Nasir Iro, Adhiambo, Sonia

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A Few Thousand Translations Go a Long Way! Leveraging Pre-trained Models for African News Translation von Adelani, David Ifeoluwa, Alabi, Jesujoba Oluwadara, Fan, Angela, Kreutzer, Julia, Shen, Xiaoyu, Reid, Machel, Ruiter, Dana, Klakow, Dietrich, Nabende, Peter, Chang, Ernie, Gwadabe, Tajuddeen, Sackey, Freshia, Bonaventure F P Dossou, Emezue, Chris Chinenye, Leong, Colin, Beukman, Michael, Shamsuddeen Hassan Muhammad, Guyo Dub Jarso, Yousuf, Oreen, Andre Niyongabo Rubungo, Hacheme, Gilles, Wairagala, Eric Peter, Nasir, Muhammad Umair, Ajibade, Benjamin Ayoade, Ajayi, Tunde Oluwaseyi, Gitau, Yvonne Wambui, Abbott, Jade, Ahmed, Mohamed, Ochieng, Millicent, Aremu, Anuoluwapo, Perez Ogayo, Mukiibi, Jonathan, Fatoumata Ouoba Kabore, Godson Koffi Kalipe, Mbaye, Derguene, Allahsera Auguste Tapo, Koagne, Victoire Memdjokam, Munkoh-Buabeng, Edwin, Wagner, Valencia, Idris Abdulmumin, Awokoya, Ayodele, Buzaaba, Happy, Sibanda, Blessing, Bukula, Andiswa, Manthalu, Sam

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MasakhaNER: Named Entity Recognition for African Languages von Adelani, David Ifeoluwa, Abbott, Jade, Neubig, Graham, D'souza, Daniel, Kreutzer, Julia, Lignos, Constantine, Palen-Michel, Chester, Buzaaba, Happy, Rijhwani, Shruti, Ruder, Sebastian, Mayhew, Stephen, Israel Abebe Azime, Shamsuddeen Muhammad, Emezue, Chris Chinenye, Joyce Nakatumba-Nabende, Perez Ogayo, Aremu, Anuoluwapo, Gitau, Catherine, Mbaye, Derguene, Alabi, Jesujoba, Yimam, Seid Muhie, Gwadabe, Tajuddeen, Ezeani, Ignatius, Rubungo Andre Niyongabo, Mukiibi, Jonathan, Otiende, Verrah, Orife, Iroro, Davis, David, Ngom, Samba, Adewumi, Tosin, Rayson, Paul, Adeyemi, Mofetoluwa, Muriuki, Gerald, Anebi, Emmanuel, Chukwuneke, Chiamaka, Odu, Nkiruka, Wairagala, Eric Peter, Oyerinde, Samuel, Siro, Clemencia, Tobius Saul Bateesa, Oloyede, Temilola, Wambui, Yvonne, Akinode, Victor, Nabagereka, Deborah, Katusiime, Maurice, Awokoya, Ayodele, MBOUP, Mouhamadane, Gebreyohannes, Dibora, Tilaye, Henok, Nwaike, Kelechi, Degaga Wolde, Abdoulaye Faye, Sibanda, Blessing, Ahia, Orevaoghene, Bonaventure F P Dossou, Ogueji, Kelechi, Thierno Ibrahima DIOP, Diallo, Abdoulaye, Akinfaderin, Adewale, Marengereke, Tendai, Osei, Salomey

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