When and Why is Unsupervised Neural Machine Translation Useless?

22 April 2020

Papers citing "When and Why is Unsupervised Neural Machine Translation Useless?"

42 / 42 papers shown

Title
Decoupled Vocabulary Learning Enables Zero-Shot Translation from Unseen Languages Carlos Mullov Ngoc-Quan Pham Alexander Waibel 27 1 0 05 Aug 2024
The Impact of Syntactic and Semantic Proximity on Machine Translation with Back-Translation Nicolas Guerin Shane Steinert-Threlkeld Emmanuel Chemla 30 1 0 26 Mar 2024
Pointer-Generator Networks for Low-Resource Machine Translation: Don't Copy That! Niyati Bafna Philipp Koehn David Yarowsky 32 1 0 16 Mar 2024
An Empirical study of Unsupervised Neural Machine Translation: analyzing NMT output, model's behavior and sentences' contribution Isidora Chara Tourni Derry Wijaya 32 0 0 19 Dec 2023
Relevance-guided Neural Machine Translation Isidora Chara Tourni Derry Wijaya 14 0 0 30 Nov 2023
Translating away Translationese without Parallel Data Rricha Jalota Koel Dutta Chowdhury C. España-Bonet Josef van Genabith 25 6 0 28 Oct 2023
GRI: Graph-based Relative Isomorphism of Word Embedding Spaces Muhammad Asif Ali Yan Hu Jianbin Qin Di Wang 24 4 0 18 Oct 2023
On the Copying Problem of Unsupervised NMT: A Training Schedule with a Language Discriminator Loss Yihong Liu Alexandra Chronopoulou Hinrich Schütze Alexander Fraser 27 2 0 26 May 2023
The unreasonable effectiveness of few-shot learning for machine translation Xavier Garcia Yamini Bansal Colin Cherry George F. Foster M. Krikun Fan Feng Melvin Johnson Orhan Firat 32 102 0 02 Feb 2023
Domain Mismatch Doesn't Always Prevent Cross-Lingual Transfer Learning Daniel Edmiston Phillip Keung Noah A. Smith 24 3 0 30 Nov 2022
A Theory of Unsupervised Translation Motivated by Understanding Animal Communication S. Goldwasser David F. Gruber Adam Tauman Kalai Orr Paradise 18 3 0 20 Nov 2022
IsoVec: Controlling the Relative Isomorphism of Word Embedding Spaces Kelly Marchisio Neha Verma Kevin Duh Philipp Koehn 24 6 0 11 Oct 2022
Multilingual Bidirectional Unsupervised Translation Through Multilingual Finetuning and Back-Translation Bryan Li Mohammad Sadegh Rasooli Ajay Patel Chris Callison-Burch 42 4 0 06 Sep 2022
Exploiting Social Media Content for Self-Supervised Style Transfer Dana Ruiter Thomas Kleinbauer C. España-Bonet Josef van Genabith Dietrich Klakow 28 2 0 18 May 2022
Cost-Effective Training in Low-Resource Neural Machine Translation Sai Koneru Danni Liu J. Niehues 23 1 0 14 Jan 2022
Towards the Next 1000 Languages in Multilingual Machine Translation: Exploring the Synergy Between Supervised and Self-Supervised Learning Aditya Siddhant Ankur Bapna Orhan Firat Yuan Cao M. Chen Isaac Caswell Xavier Garcia ELM LRM 31 29 0 09 Jan 2022
Towards Making the Most of Multilingual Pretraining for Zero-Shot Neural Machine Translation Guanhua Chen Shuming Ma Yun-Nung Chen Dongdong Zhang Jia-Yu Pan Wenping Wang Furu Wei LRM 23 14 0 16 Oct 2021
Using Document Similarity Methods to create Parallel Datasets for Code Translation Mayank Agarwal Kartik Talamadupula Fernando Martinez Stephanie Houde Michael J. Muller John T. Richards Steven I. Ross Justin D. Weisz SyDa 31 8 0 11 Oct 2021
Survey of Low-Resource Machine Translation Barry Haddow Rachel Bawden Antonio Valerio Miceli Barone Jindvrich Helcl Alexandra Birch AIMat 31 147 0 01 Sep 2021
Towards Universality in Multilingual Text Rewriting Xavier Garcia Noah Constant Mandy Guo Orhan Firat LRM 28 10 0 30 Jul 2021
Integrating Unsupervised Data Generation into Self-Supervised Neural Machine Translation for Low-Resource Languages Dana Ruiter Dietrich Klakow Josef van Genabith C. España-Bonet 23 9 0 19 Jul 2021
Neural Machine Translation for Low-Resource Languages: A Survey Surangika Ranathunga E. Lee Marjana Prifti Skenduli Ravi Shekhar Mehreen Alam Rishemjit Kaur 32 236 0 29 Jun 2021
Crosslingual Embeddings are Essential in UNMT for Distant Languages: An English to IndoAryan Case Study Tamali Banerjee V. Rudra Murthy P. Bhattacharyya 27 9 0 09 Jun 2021
Crossing the Conversational Chasm: A Primer on Natural Language Processing for Multilingual Task-Oriented Dialogue Systems E. Razumovskaia Goran Glavavs Olga Majewska E. Ponti Anna Korhonen Ivan Vulić 18 32 0 17 Apr 2021
"Wikily" Supervised Neural Translation Tailored to Cross-Lingual Tasks Mohammad Sadegh Rasooli Chris Callison-Burch Derry Wijaya CLIP 21 5 0 16 Apr 2021
Unsupervised Machine Translation On Dravidian Languages Sai Koneru Danni Liu J. Niehues 37 7 0 29 Mar 2021
Low-Resource Machine Translation Training Curriculum Fit for Low-Resource Languages Garry Kuwanto Afra Feyza Akyürek Isidora Chara Tourni Siyang Li Alex Jones Derry Wijaya 19 5 0 24 Mar 2021
Majority Voting with Bidirectional Pre-translation For Bitext Retrieval Alex Jones Derry Wijaya 14 6 0 10 Mar 2021
Self-Learning for Zero Shot Neural Machine Translation Surafel Melaku Lakew Matteo Negri Marco Turchi 13 1 0 10 Mar 2021
Summarising Historical Text in Modern Languages Xutan Peng Yifei Zheng Chenghua Lin Advaith Siddharthan AILaw 14 12 0 26 Jan 2021
Exploring Pair-Wise NMT for Indian Languages Kartheek Akella Sai Himal Allu S. Ragupathi Aman Singhal Zeeshan Khan Vinay P. Namboodiri C. V. Jawahar 27 7 0 10 Dec 2020
Unsupervised Neural Machine Translation for Low-Resource Domains via Meta-Learning Cheonbok Park Yunwon Tae Taehee Kim Soyoung Yang Mohammad Azam Khan Lucy Park Jaegul Choo 96 17 0 18 Oct 2020
Learning to Pronounce Chinese Without a Pronunciation Dictionary Christopher Chu Scot Fang Kevin Knight SSL 14 1 0 09 Oct 2020
Harnessing Multilinguality in Unsupervised Machine Translation for Rare Languages Xavier Garcia Aditya Siddhant Orhan Firat Ankur P. Parikh 22 31 0 23 Sep 2020
Revisiting Low Resource Status of Indian Languages in Machine Translation Jerin Philip Shashank Siripragada Vinay P. Namboodiri C. V. Jawahar 13 26 0 11 Aug 2020
When Does Unsupervised Machine Translation Work? Kelly Marchisio Kevin Duh Philipp Koehn LRM 11 75 0 12 Apr 2020
Unsupervised Domain Clusters in Pretrained Language Models Roee Aharoni Yoav Goldberg 29 243 0 05 Apr 2020
Understanding Linearity of Cross-Lingual Word Embedding Mappings Xutan Peng Mark Stevenson Chenghua Lin Chen Li 20 5 0 02 Apr 2020
Pivot-based Transfer Learning for Neural Machine Translation between Non-English Languages Yunsu Kim P. Petrov Pavel Petrushkov Shahram Khadivi Hermann Ney LRM 50 79 0 20 Sep 2019
Word Translation Without Parallel Data Alexis Conneau Guillaume Lample MarcÁurelio Ranzato Ludovic Denoyer Hervé Jégou 180 1,635 0 11 Oct 2017
Six Challenges for Neural Machine Translation Philipp Koehn Rebecca Knowles AAML AIMat 224 1,208 0 12 Jun 2017
Multi-Way, Multilingual Neural Machine Translation with a Shared Attention Mechanism Orhan Firat Kyunghyun Cho Yoshua Bengio LRM AIMat 217 623 0 06 Jan 2016