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MasakhaNER: Named entity recognition for African languages
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Adelani, David,; 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,; Chinenye Emezue, Chris; Nakatumba-Nabende, Joyce; Ogayo, Perez; Aremu, Anuoluwapo; Gitau, Catherine; Mbaye, Derguene; Alabi, Jesujoba; Yimam, Seid,; Rabiu Gwadabe, Tajuddeen; Ezeani, Ignatius; Niyongabo, Rubungo,; 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,; 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,; Ogueji, Kelechi; Thierno, Ibrahima; DIALLO, Abdoulaye; Akinfaderin, Adewale; Marengereke, Tendai; Osei, Salomey
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In: EISSN: 2307-387X ; Transactions of the Association for Computational Linguistics ; https://hal.inria.fr/hal-03350962 ; Transactions of the Association for Computational Linguistics, The MIT Press, 2021, ⟨10.1162/tacl⟩ (2021)
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Abstract:
International audience ; We take a step towards addressing the underrepresentation of the African continent in NLP research by bringing together different stakeholders to create the first large, publicly available, high-quality dataset for named entity recognition (NER) in ten African languages. We detail the characteristics of these languages to help researchers and practitioners better understand the challenges they pose for NER tasks. We analyze our datasets and conduct an extensive empirical evaluation of stateof-the-art methods across both supervised and transfer learning settings. Finally, we release the data, code, and models to inspire future research on African NLP. 1
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Keyword:
[INFO.INFO-CL]Computer Science [cs]/Computation and Language [cs.CL]
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URL: https://hal.inria.fr/hal-03350962
https://doi.org/10.1162/tacl
https://hal.inria.fr/hal-03350962/document
https://hal.inria.fr/hal-03350962/file/adelani_TACL2021.pdf
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| 22 |
Modified Gravity and Cosmology: An Update by the CANTATA Network
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In: https://hal.archives-ouvertes.fr/hal-03261155 ; 2021 (2021)
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| 23 |
Good Scientific Practice in MEEG Research: Progress and Perspectives
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In: https://hal.archives-ouvertes.fr/hal-03494100 ; 2021 (2021)
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| 24 |
Learning from Leaders-Deaf Theatre Innovations in the Time of COVID-19”
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International Centre for Language and Communicative Development: Corpus and Experimental Study: Children's Acquisition of Wh-questions, 2019 ...
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Charting the impact of bilingualism on social attentional preferences in children with and without autism. ...
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Domain-Specific Multi-Level IR Rewriting for GPU: The Open Earth Compiler for GPU-accelerated Climate Simulation ...
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| 28 |
Modified Gravity and Cosmology: An Update by the CANTATA Network ...
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Associations between Cardiovascular Signal Entropy and Cognitive Performance over Eight Years
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In: Entropy ; Volume 23 ; Issue 10 (2021)
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“Go, Vote, and Tweet It”: Interactivity in Online Protest-Related Discussions About the 2014 Catalan Referendum for Independence
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In: International Journal of Communication; Vol 15 (2021); 23 ; 1932-8036 (2021)
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From fast food to a well-balanced diet: toward a programme focused approach to feedback in higher education
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Uncovering Constraint-Based Behavior in Neural Models via Targeted Fine-Tuning ...
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Age and the visual speech benefit in noise (Beadle et al., 2021) ...
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O5S5: Documenting the experiences of the ASL Communities in the time of COVID-19 ...
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O5S5: Documenting the experiences of the ASL Communities in the time of COVID-19 ...
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O5S5: Documenting the experiences of the ASL Communities in the time of COVID-19 ...
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LUX (Linguistic aspects Under eXamination): Discourse Analysis for Automatic Fake News Classification ...
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Mapping probability word problems to executable representations ...
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Multi-Class Grammatical Error Detection for Correction: A Tale of Two Systems ...
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