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Large multilingual models have significantly advanced natural language processing (NLP) research.
Unsupervised cross-lingual representation learning at scale
Alexis Conneau et al. 2019 · 1911
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Kinnews and kirnews: Benchmarking cross-lingual text classification for kinyarwanda and kirundi
Rubungo Andre Niyongabo et al. 2020 · 2010
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Data augmentation for low resource languages
A. Ragni, K.M. Knill, S.P. Rath, and M.J.F. Gales. 2014 · 2014
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Cross-lingual sentiment classification with bilingual document representation learning
Xinjie Zhou, Xiaojun Wan, and Jianguo Xiao. 2016 · 2016
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Neural machine translation for low-resource languages without parallel corpora
Alina Karakanta, Jon Dehdari, and Josef van Genabith. 2018 · 2018
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Cross-lingual sentiment transfer with limited resources
Mohammad Sadegh Rasooli et al. 2018 · 2018
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On the cross-lingual transferability of monolingual representations
Mikel Artetxe, Sebastian Ruder, and Dani Yogatama. 2019 · 2019
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Bert: Pre-training of deep bidirectional transformers for language understanding
Jacob Devlin, Ming Wei Chang, Kenton Lee, and Kristina Toutanova. 2018 · 2019
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Arbert & marbert: Deep bidirectional transformers for arabic
Muhammad Abdul-Mageed, AbdelRahim Elmadany, and El Moatez Billah Nagoudi. 2020 · 2020
Cited alongside, same era.
Cross-lingual unsupervised sentiment classification with multi-view transfer learning
Hongliang Fei and Ping Li. 2020 · 2020
Cited alongside, same era.
Low resource neural machine translation: A benchmark for five african languages
Surafel M. Lakew, Matteo Negri, and Marco Turchi. 2020 · 2020
Cited alongside, same era.
Low-resource languages: A review of past work and future challenges
Alexandre Magueresse, Vincent Carles, and Evan Heetderks. 2020 · 2020
Cited alongside, same era.
Task-specific pre-training and cross lingual transfer for code-switched data
Cross-lingual transfer of monolingual models
Evangelia Gogoulou, Ariel Ekgren, Tim Isbister, and Magnus Sahlgren. 2021 · 2022
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Cross-multilingual, cross-lingual and monolingual transfer learning for arabic dialect sentiment classification
Naaima Boudad, Rdouan Faizi, and Rachid Oulad Haj Thami. 2023 · 2023
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Afrisenti: A twitter sentiment analysis benchmark for african languages
Shamsuddeen Hassan Muhammad, Idris Abdulmumin, Abinew Ali Ayele, Nedjma Ousidhoum, David Ifeoluwa Adelani, Seid Muhie Yimam, Ibrahim Said Ahmad, Meriem Beloucif, Saif M. Mohammad, Sebastian Ruder, Oumaima Hourrane, Pavel Brazdil, Alípio Jorge, Felermino Dário Mário António Ali, Davis David, Salomey Osei, Bello Shehu Bello, Falalu Ibrahim, Tajuddeen Gwadabe, Samuel Rutunda, Tadesse Belay, Wendimu Baye Messelle, Hailu Beshada Balcha, Sisay Adugna Chala, Hagos Tesfahun Gebremichael, Bernard Opoku, and Steven Arthur. 2023 · 2023
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BantuBERTa: Using language family grouping in multilingual language modeling for bantu languages
Jesse Parvess. 2023 · 2023
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Akshat Gupta, Sai Krishna Rallabandi, and Alan Black. 2021 · 2021
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Low-resource language modelling of south african languages
Stuart Mesham, Luc Hayward, Jared Shapiro, and Jan Buys. 2021 · 2021
Cited alongside, same era.
Small data? no problem! exploring the viability of pretrained multilingual language models for low-resource languages
Kelechi Ogueji, Yuxin Zhu, Jimmy Lin, and David R Cheriton. 2021 · 2021
Cited alongside, same era.
An exploration of vocabulary size and transfer effects in multilingual language models for african languages
Akintunde Oladipo, Odunayo Ogundepo, Kelechi Ogueji, Jimmy Lin, and David R Cheriton
Cited in the paper.
Jesse Parvess, Vukosi Marivate, and Verrah Akinyi. 2024 · 2024
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Unibridge: A unified approach to cross-lingual transfer learning for low-resource languages
Trinh Pham, Khoi M Le, Luu Anh Tuan, and Ho Chi. 2024 · 2024
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Universal cross-lingual text classification
Riya Savant et al. 2024 · 2024
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