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The Low-Resource Double Bind: An Empirical Study of Pruning for Low-Resource Machine Translation


Oct 06, 2021
Orevaoghene Ahia, Julia Kreutzer, Sara Hooker

* Accepted to Findings of EMNLP 2021 

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Evaluating Multiway Multilingual NMT in the Turkic Languages


Sep 13, 2021
Jamshidbek Mirzakhalov, Anoop Babu, Aigiz Kunafin, Ahsan Wahab, Behzod Moydinboyev, Sardana Ivanova, Mokhiyakhon Uzokova, Shaxnoza Pulatova, Duygu Ataman, Julia Kreutzer, Francis Tyers, Orhan Firat, John Licato, Sriram Chellappan

* 9 pages, 3 figures, 7 tables. To be presented at WMT 2021 

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Modelling Latent Translations for Cross-Lingual Transfer


Jul 23, 2021
Edoardo Maria Ponti, Julia Kreutzer, Ivan Vuli─ç, Siva Reddy


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Revisiting the Weaknesses of Reinforcement Learning for Neural Machine Translation


Jun 16, 2021
Samuel Kiegeland, Julia Kreutzer

* North American Chapter of the Association for Computational Linguistics, 2021, 1673-1681 

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Quality at a Glance: An Audit of Web-Crawled Multilingual Datasets


Mar 22, 2021
Isaac Caswell, Julia Kreutzer, Lisa Wang, Ahsan Wahab, Daan van Esch, Nasanbayar Ulzii-Orshikh, Allahsera Tapo, Nishant Subramani, Artem Sokolov, Claytone Sikasote, Monang Setyawan, Supheakmungkol Sarin, Sokhar Samb, Beno├«t Sagot, Clara Rivera, Annette Rios, Isabel Papadimitriou, Salomey Osei, Pedro Javier Ortiz Su├írez, Iroro Orife, Kelechi Ogueji, Rubungo Andre Niyongabo, Toan Q. Nguyen, Mathias M├╝ller, Andr├ę M├╝ller, Shamsuddeen Hassan Muhammad, Nanda Muhammad, Ayanda Mnyakeni, Jamshidbek Mirzakhalov, Tapiwanashe Matangira, Colin Leong, Nze Lawson, Sneha Kudugunta, Yacine Jernite, Mathias Jenny, Orhan Firat, Bonaventure F. P. Dossou, Sakhile Dlamini, Nisansa de Silva, Sakine ├çabuk Ball─▒, Stella Biderman, Alessia Battisti, Ahmed Baruwa, Ankur Bapna, Pallavi Baljekar, Israel Abebe Azime, Ayodele Awokoya, Duygu Ataman, Orevaoghene Ahia, Oghenefego Ahia, Sweta Agrawal, Mofetoluwa Adeyemi

* 10 pages paper; 10 pages appendix; AfricaNLP 2021 

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MasakhaNER: Named Entity Recognition for African Languages


Mar 22, 2021
David Ifeoluwa Adelani, Jade Abbott, Graham Neubig, Daniel D'souza, Julia Kreutzer, Constantine Lignos, Chester Palen-Michel, Happy Buzaaba, Shruti Rijhwani, Sebastian Ruder, Stephen Mayhew, Israel Abebe Azime, Shamsuddeen Muhammad, Chris Chinenye Emezue, Joyce Nakatumba-Nabende, Perez Ogayo, Anuoluwapo Aremu, Catherine Gitau, Derguene Mbaye, Jesujoba Alabi, Seid Muhie Yimam, Tajuddeen Gwadabe, Ignatius Ezeani, Rubungo Andre Niyongabo, Jonathan Mukiibi, Verrah Otiende, Iroro Orife, Davis David, Samba Ngom, Tosin Adewumi, Paul Rayson, Mofetoluwa Adeyemi, Gerald Muriuki, Emmanuel Anebi, Chiamaka Chukwuneke, Nkiruka Odu, Eric Peter Wairagala, Samuel Oyerinde, Clemencia Siro, Tobius Saul Bateesa, Temilola Oloyede, Yvonne Wambui, Victor Akinode, Deborah Nabagereka, Maurice Katusiime, Ayodele Awokoya, Mouhamadane MBOUP, Dibora Gebreyohannes, Henok Tilaye, Kelechi Nwaike, Degaga Wolde, Abdoulaye Faye, Blessing Sibanda, Orevaoghene Ahia, Bonaventure F. P. Dossou, Kelechi Ogueji, Thierno Ibrahima DIOP, Abdoulaye Diallo, Adewale Akinfaderin, Tendai Marengereke, Salomey Osei

* Accepted at the AfricaNLP Workshop @EACL 2021 

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Neural Machine Translation for Extremely Low-Resource African Languages: A Case Study on Bambara


Nov 10, 2020
Allahsera Auguste Tapo, Bakary Coulibaly, S├ębastien Diarra, Christopher Homan, Julia Kreutzer, Sarah Luger, Arthur Nagashima, Marcos Zampieri, Michael Leventhal


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Learning from Human Feedback: Challenges for Real-World Reinforcement Learning in NLP


Nov 06, 2020
Julia Kreutzer, Stefan Riezler, Carolin Lawrence

* To appear in the Challenges of Real-World RL Workshop at NeurIPS 2020 

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KINNEWS and KIRNEWS: Benchmarking Cross-Lingual Text Classification for Kinyarwanda and Kirundi


Oct 23, 2020
Rubungo Andre Niyongabo, Hong Qu, Julia Kreutzer, Li Huang

* COLING 2020 

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Inference Strategies for Machine Translation with Conditional Masking


Oct 20, 2020
Julia Kreutzer, George Foster, Colin Cherry

* EMNLP 2020, updated Fig 3 

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Participatory Research for Low-resourced Machine Translation: A Case Study in African Languages


Oct 05, 2020
Wilhelmina Nekoto, Vukosi Marivate, Tshinondiwa Matsila, Timi Fasubaa, Tajudeen Kolawole, Taiwo Fagbohungbe, Solomon Oluwole Akinola, Shamsuddee Hassan Muhammad, Salomon Kabongo, Salomey Osei, Sackey Freshia, Rubungo Andre Niyongabo, Ricky Macharm, Perez Ogayo, Orevaoghene Ahia, Musie Meressa, Mofe Adeyemi, Masabata Mokgesi-Selinga, Lawrence Okegbemi, Laura Jane Martinus, Kolawole Tajudeen, Kevin Degila, Kelechi Ogueji, Kathleen Siminyu, Julia Kreutzer, Jason Webster, Jamiil Toure Ali, Jade Abbott, Iroro Orife, Ignatius Ezeani, Idris Abdulkabir Dangana, Herman Kamper, Hady Elsahar, Goodness Duru, Ghollah Kioko, Espoir Murhabazi, Elan van Biljon, Daniel Whitenack, Christopher Onyefuluchi, Chris Emezue, Bonaventure Dossou, Blessing Sibanda, Blessing Itoro Bassey, Ayodele Olabiyi, Arshath Ramkilowan, Alp ├ľktem, Adewale Akinfaderin, Abdallah Bashir

* Findings of EMNLP 2020 

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Correct Me If You Can: Learning from Error Corrections and Markings


Apr 23, 2020
Julia Kreutzer, Nathaniel Berger, Stefan Riezler

* To appear at EAMT 2020 (Research Track) 

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On Optimal Transformer Depth for Low-Resource Language Translation


Apr 14, 2020
Elan van Biljon, Arnu Pretorius, Julia Kreutzer


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On optimal transformer depth for low-resource language translation


Apr 09, 2020
Elan van Biljon, Arnu Pretorius, Julia Kreutzer


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Masakhane -- Machine Translation For Africa


Mar 13, 2020
Iroro Orife, Julia Kreutzer, Blessing Sibanda, Daniel Whitenack, Kathleen Siminyu, Laura Martinus, Jamiil Toure Ali, Jade Abbott, Vukosi Marivate, Salomon Kabongo, Musie Meressa, Espoir Murhabazi, Orevaoghene Ahia, Elan van Biljon, Arshath Ramkilowan, Adewale Akinfaderin, Alp ├ľktem, Wole Akin, Ghollah Kioko, Kevin Degila, Herman Kamper, Bonaventure Dossou, Chris Emezue, Kelechi Ogueji, Abdallah Bashir

* Accepted for the AfricaNLP Workshop, ICLR 2020 

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Joey NMT: A Minimalist NMT Toolkit for Novices


Jul 29, 2019
Julia Kreutzer, Joost Bastings, Stefan Riezler


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Self-Regulated Interactive Sequence-to-Sequence Learning


Jul 11, 2019
Julia Kreutzer, Stefan Riezler

* ACL 2019 

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Learning to Segment Inputs for NMT Favors Character-Level Processing


Nov 05, 2018
Julia Kreutzer, Artem Sokolov

* Technical report for IWSLT 2018 paper 

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Reliability and Learnability of Human Bandit Feedback for Sequence-to-Sequence Reinforcement Learning


Jul 19, 2018
Julia Kreutzer, Joshua Uyheng, Stefan Riezler

* Citation fix, added figure in appendix 

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Explaining and Generalizing Back-Translation through Wake-Sleep


Jun 12, 2018
Ryan Cotterell, Julia Kreutzer


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A Reinforcement Learning Approach to Interactive-Predictive Neural Machine Translation


Jun 05, 2018
Tsz Kin Lam, Julia Kreutzer, Stefan Riezler

* Published at EAMT 2018; Updated algorithm 

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Can Neural Machine Translation be Improved with User Feedback?


Apr 16, 2018
Julia Kreutzer, Shahram Khadivi, Evgeny Matusov, Stefan Riezler

* Accepted at NAACL-HLT 2018 (Industry Track) 

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A Shared Task on Bandit Learning for Machine Translation


Jul 27, 2017
Artem Sokolov, Julia Kreutzer, Kellen Sunderland, Pavel Danchenko, Witold Szymaniak, Hagen F├╝rstenau, Stefan Riezler

* Conference on Machine Translation (WMT) 2017 

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Bandit Structured Prediction for Neural Sequence-to-Sequence Learning


Apr 21, 2017
Julia Kreutzer, Artem Sokolov, Stefan Riezler

* To appear in ACL 2017 

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Stochastic Structured Prediction under Bandit Feedback


Nov 02, 2016
Artem Sokolov, Julia Kreutzer, Christopher Lo, Stefan Riezler

* 30th Conference on Neural Information Processing Systems (NIPS 2016), Barcelona, Spain 

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