Deliverables Other (14) Translation software with initial CPU optimizations Translation software with initial CPU optimizations Final user interface Final user interface Finished extension Finished extension Adaptation to webpage metadata (report + code + systems) Adaptation to webpage metadata report code systems Feature complete + Remote User Testing Feature complete Remote User Testing Training-time domain adaptation (report + code) Training-time domain adaptation (report + code) Faster software including non-autoregressive Faster software including non-autoregressive Multilingual systems and improved speed Multilingual systems and improved speed Word-level Quality Estimation (report + code) Wordlevel Quality Estimation report code Building on Mozilla cluster Building on Mozilla cluster Basic Firefox integration Basic Firefox integration Final software release with full-stack optimization Final software release with fullstack optimization Runtime domain adaptation (report + code + systems) Runtime domain adaptation report code systems Adaptive Quality Estimation (report + code) Adaptive Quality Estimation report code Documents, reports (6) First Dissemination Report First Dissemination Report Weakly supervised Quality Estimation (report) Weakly supervised Quality Estimation (report) Collected webpage texts and metadata (report) Collected webpage texts and metadata (report) Ethics plan updated and reviewed Ethics plan updated and reviewed Improving translation using the online history of sourceside modifications (report) Improving translation using the online history of sourcesidemodifications report Lowering source sentence complexity (report) Lowering source sentence complexity (report) Websites, patent fillings, videos etc. (1) Public project web site Public project web site online Demonstrators, pilots, prototypes (3) User interface with quality estimation User interface with quality estimation User interface for translation User interface for translation Initial interface for outbound translation Initial interface for outbound translation Open Research Data Pilot (1) Data management plan Data management plan Publications Conference proceedings (45) Multi-Hypothesis Machine Translation Evaluation Author(s): Marina Fomicheva, Lucia Specia, Francisco Guzmán Published in: Proceedings of the 58th Annual Meeting of the Association for Computational Linguistics, 2020, Page(s) 1218-1232 Publisher: Association for Computational Linguistics DOI: 10.18653/v1/2020.acl-main.113 Compressing Neural Machine Translation Models with 4-bit Precision Author(s): Alham Fikri Aji, Kenneth Heafield Published in: Proceedings of the Fourth Workshop on Neural Generation and Translation, 2020, Page(s) 35-42 Publisher: Association for Computational Linguistics DOI: 10.18653/v1/2020.ngt-1.4 Not all parameters are born equal: Attention is mostly what you need Author(s): Nikolay Bogoychev Published in: Proceedings of the Fourth BlackboxNLP Workshop on Analyzing and Interpreting Neural Networks for NLP, 2021, Page(s) 363--374 Publisher: Association for Computational Linguistics DOI: 10.18653/v1/2021.blackboxnlp-1.28 Cheat Codes to Quantify Missing Source Information in Neural Machine Translation Author(s): Proyag Pal, Kenneth Heafield Published in: Proceedings of the 2022 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies, 2022 Publisher: Association for Computational Linguistics DOI: 10.18653/v1/2022.naacl-main.177 Backtranslation Feedback Improves User Confidence in MT, Not Quality Author(s): Vilém Zouhar, Michal Novák, Matúš Žilinec, Ondřej Bojar, Mateo Obregón, Robin L. Hill, Frédéric Blain, Marina Fomicheva, Lucia Specia, Lisa Yankovskaya Published in: Proceedings of the 2021 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies, 2021, Page(s) 151–161 Publisher: Association for Computational Linguistics DOI: 10.18653/v1/2021.naacl-main.14 Costra 1.1: An Inquiry into Geometric Properties of Sentence Spaces Author(s): Bojar, Ondřej; Barančíková, Petra Published in: Proceedings of the 23nd International Conference on Text, Speech and Dialogue - TSD 2020, 2020 Publisher: Springer Speed-optimized, Compact Student Models that Distill Knowledge from a Larger Teacher Model: the UEDIN-CUNI Submission to the WMT 2020 News Translation Task Author(s): Ulrich Germann, Roman Grundkiewicz, Martin Popel, Radina Dobreva, Nikolay Bogoychev, Kenneth Heafield Published in: Proceedings of the Fifth Conference on Machine Translation, 2020, Page(s) 191--196 Publisher: Association for Computational Linguistics Quality In, Quality Out: Learning from Actual Mistakes Author(s): Frederic Blain, Nikolaos Aletras, Lucia Specia Published in: Proceedings of the 22nd Annual Conference of the European Association for Machine Translation, 2020, Page(s) 145--153 Publisher: European Association for Machine Translation Outbound Translation User Interface Ptakopet: A Pilot Study Author(s): Zouhar, Vilém; Bojar, Ondřej Published in: Proceedings of the Twelfth Language Resources and Evaluation Conference, 2020, Page(s) 6967--6975 Publisher: European Language Resources Association DOI: 10.48550/arxiv.1911.10835 Expand and Filter: CUNI and LMU Systems for the WNGT 2020 Duolingo Shared Task Author(s): Jindřich Libovický, Zdeněk Kasner, Jindřich Helcl, Ondřej Dušek Published in: Proceedings of the Fourth Workshop on Neural Generation and Translation, 2020, Page(s) 153-160 Publisher: Association for Computational Linguistics DOI: 10.18653/v1/2020.ngt-1.18 Translation Transformers Rediscover Inherent Data Domains Author(s): Maksym Del, Elizaveta Korotkova, Mark Fishel Published in: Proceedings of the Sixth Conference on Machine Translation, 2021, Page(s) 599–613 Publisher: Association for Computational Linguistics Non-Autoregressive Machine Translation: It's Not as Fast as it Seems Author(s): Jindřich Helcl, Barry Haddow, Alexandra Birch Published in: Proceedings of the 2022 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies, 2022, Page(s) 1780–1790 Publisher: Association for Computational Linguistics DOI: 10.18653/v1/2022.naacl-main.129 Edinburgh at SemEval-2022 Task 1: Jointly Fishing for Word Embeddings and Definitions Author(s): Pinzhen Chen, Zheng Zhao Published in: Proceedings of the 16th International Workshop on Semantic Evaluation (SemEval-2022), 2022, Page(s) 75-81 Publisher: Association for Computational Linguistics DOI: 10.18653/v1/2022.semeval-1.8 The Eval4NLP Shared Task on Explainable Quality Estimation: Overview and Results Author(s): Marina Fomicheva, Piyawat Lertvittayakumjorn, Wei Zhao, Steffen Eger, Yang Gao Published in: Proceedings of the 2nd Workshop on Evaluation and Comparison of NLP Systems, 2021 Publisher: Association for Computational Linguistics DOI: 10.18653/v1/2021.eval4nlp-1.17 Efficiently Reusing Old Models Across Languages via Transfer Learning Author(s): Tom Kocmi, Ondřej Bojar Published in: Proceedings of the 22nd Annual Conference of the European Association for Machine Translation, 2020, Page(s) 19-28 Publisher: European Association for Machine Translation Findings of the WMT 2020 Shared Task on Quality Estimation Author(s): Lucia Specia, Frédéric Blain, Marina Fomicheva, Erick Fonseca, Vishrav Chaudhary, Francisco Guzmán, André F. T. Martins Published in: Proceedings of the Fifth Conference on Machine Translation, 2020, Page(s) 743–764 Publisher: Association for Computational Linguistics CUNI systems for WMT21: Multilingual Low-Resource Translation for Indo-European Languages Shared Task Author(s): Josef Jon, Michal Novák, João Paulo Aires, Dusan Varis, Ondřej Bojar Published in: Proceedings of the Sixth Conference on Machine Translation, 2021, Page(s) 354–361 Publisher: Association for Computational Linguistics Knowledge Distillation for Quality Estimation Author(s): Amit Gajbhiye, Marina Fomicheva, Fernando Alva-Manchego, Frédéric Blain, Abiola Obamuyide, Nikolaos Aletras, and Lucia Specia Published in: Findings of the Association for Computational Linguistics: ACL-IJCNLP 2021, 2021, Page(s) 5091-5099 Publisher: Association for Computational Linguistics DOI: 10.18653/v1/2021.findings-acl.452 TranslateLocally: Blazing-fast translation running on the local CPU Author(s): Nikolay Bogoychev, Jelmer Van der Linde, Kenneth Heafield Published in: Proceedings of the 2021 Conference on Empirical Methods in Natural Language Processing: System Demonstrations, 2021, Page(s) 168–174 Publisher: Association for Computational Linguistics DOI: 10.18653/v1/2021.emnlp-demo.20 Continual Quality Estimation with Online Bayesian Meta-Learning Author(s): Abiola Obamuyide, Marina Fomicheva, Lucia Specia Published in: Proceedings of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing (Volume 2: Short Papers), 2021, Page(s) 190–197 Publisher: Association for Computational Linguistics DOI: 10.18653/v1/2021.acl-short.25 Multimodal Quality Estimation for Machine Translation Author(s): Shu Okabe, Frédéric Blain, Lucia Specia Published in: Proceedings of the 58th Annual Meeting of the Association for Computational Linguistics, 2020, Page(s) 1233-1240 Publisher: Association for Computational Linguistics DOI: 10.18653/v1/2020.acl-main.114 deepQuest-py: Large and distilled models for quality estimation Author(s): Fernando Alva-Manchego, Abiola Obamuyide, Amit Gajbhiye, Frédéric Blain, Marina Fomicheva, Lucia Specia Published in: : Proceedings of the 2021 Conference on Empirical Methods in Natural Language Processing: System Demonstrations, 2021, Page(s) 382-389 Publisher: Association for Computational Linguistics DOI: 10.18653/v1/2021.emnlp-demo.42 CUNI System for the WMT19 Robustness Task Author(s): Jindřich Helcl, Jindřich Libovický, Martin Popel Published in: Proceedings of the Fourth Conference on Machine Translation (Volume 2: Shared Task Papers, Day 1), 2019, Page(s) 539-543 Publisher: Association for Computational Linguistics DOI: 10.18653/v1/w19-5364 The University of Edinburgh’s Submissions to the WMT19 News Translation Task Author(s): Rachel Bawden, Nikolay Bogoychev, Ulrich Germann, Roman Grundkiewicz, Faheem Kirefu, Antonio Valerio Miceli Barone, Alexandra Birch Published in: Proceedings of the Fourth Conference on Machine Translation (Volume 2: Shared Task Papers, Day 1), 2019, Page(s) 103-115 Publisher: Association for Computational Linguistics DOI: 10.18653/v1/w19-5304 SAO WMT19 Test Suite: Machine Translation of Audit Reports Author(s): Tereza Vojtěchová, Michal Novák, Miloš Klouček, Ondřej Bojar Published in: Proceedings of the Fourth Conference on Machine Translation (Volume 2: Shared Task Papers, Day 1), 2019, Page(s) 481-493 Publisher: Association for Computational Linguistics DOI: 10.18653/v1/w19-5355 CUNI Submission for Low-Resource Languages in WMT News 2019 Author(s): Tom Kocmi, Ondřej Bojar Published in: Proceedings of the Fourth Conference on Machine Translation (Volume 2: Shared Task Papers, Day 1), 2019, Page(s) 234-240 Publisher: Association for Computational Linguistics DOI: 10.18653/v1/w19-5322 Findings of the WMT 2019 Shared Tasks on Quality Estimation Author(s): Erick Fonseca, Lisa Yankovskaya, André F. T. Martins, Mark Fishel, Christian Federmann Published in: Proceedings of the Fourth Conference on Machine Translation (Volume 3: Shared Task Papers, Day 2), 2019, Page(s) 1-10 Publisher: Association for Computational Linguistics DOI: 10.18653/v1/w19-5401 Quality Estimation and Translation Metrics via Pre-trained Word and Sentence Embeddings Author(s): Elizaveta Yankovskaya, Andre Tättar, Mark Fishel Published in: Proceedings of the Fourth Conference on Machine Translation (Volume 3: Shared Task Papers, Day 2), 2019, Page(s) 101-105 Publisher: Association for Computational Linguistics DOI: 10.18653/v1/w19-5410 University of Tartu’s Multilingual Multi-domain WMT19 News Translation Shared Task Submission Author(s): Andre Tättar, Elizaveta Korotkova, Mark Fishel Published in: Proceedings of the Fourth Conference on Machine Translation (Volume 2: Shared Task Papers, Day 1), 2019, Page(s) 382-385 Publisher: Association for Computational Linguistics DOI: 10.18653/v1/w19-5342 COSTRA 1.0: A Dataset of Complex Sentence Transformations Author(s): Bojar, Ondřej; Barančíková, Petra Published in: Proceedings of the 12th International Conference on Language Resources and Evaluation ({LREC} 2020), Issue 6, 2020, Page(s) 3535-3541, ISBN 979-10-95546-34-4 Publisher: European Language Resources Association From Research to Production and Back: Ludicrously Fast Neural Machine Translation Author(s): Young Jin Kim, Marcin Junczys-Dowmunt, Hany Hassan, Alham Fikri Aji, Kenneth Heafield, Roman Grundkiewicz, Nikolay Bogoychev Published in: Proceedings of the 3rd Workshop on Neural Generation and Translation, 2019, Page(s) 280-288 Publisher: Association for Computational Linguistics DOI: 10.18653/v1/d19-5632 Exploring Supervised and Unsupervised Rewards in Machine Translation Author(s): Julia Ive, Zixu Wang, Marina Fomicheva, Lucia Specia Published in: Proceedings of the 16th Conference of the European Chapter of the Association for Computational Linguistics: Main Volume, 2021 Publisher: Association for Computational Linguistics DOI: 10.18653/v1/2021.eacl-main.164 An Exploratory Study on Multilingual Quality Estimation Author(s): Shuo Sun, Marina Fomicheva, Frédéric Blain, Vishrav Chaudhary, Ahmed El-Kishky, Adithya Renduchintala, Francisco Guzmán, and Lucia Specia Published in: Proceedings of the 1st Conference of the Asia-Pacific Chapter of the Association for Computational Linguistics and the 10th International Joint Conference on Natural Language Processing, 2020, Page(s) 366-377 Publisher: Association for Computational Linguistics Edinburgh’s Submissions to the 2020 Machine Translation Efficiency Task Author(s): Nikolay Bogoychev, Roman Grundkiewicz, Alham Fikri Aji, Maximiliana Behnke, Kenneth Heafield, Sidharth Kashyap, Emmanouil-Ioannis Farsarakis, Mateusz Chudyk Published in: Proceedings of the Fourth Workshop on Neural Generation and Translation, 2020, Page(s) 218-224 Publisher: Association for Computational Linguistics DOI: 10.18653/v1/2020.ngt-1.26 BERGAMOT-LATTE Submissions for the WMT20 Quality Estimation Shared Task Author(s): Marina Fomicheva, Shuo Sun, Lisa Yankovskaya, Frédéric Blain, Vishrav Chaudhary, Mark Fishel, Francisco Guzmán, Lucia Specia Published in: Proceedings of the Fifth Conference on Machine Translation,, 2020, Page(s) 1010--1017 Publisher: Association for Computational Linguistics Character Mapping and Ad-hoc Adaptation: Edinburgh’s IWSLT 2020 Open Domain Translation System Author(s): Pinzhen Chen, Nikolay Bogoychev, Ulrich Germann Published in: Proceedings of the 17th International Conference on Spoken Language Translation, 2020, Page(s) 122-129 Publisher: Association for Computational Linguistics DOI: 10.18653/v1/2020.iwslt-1.14 Outbound Translation User Interface Ptakopet: A Pilot Study Author(s): Zouhar, Vilém; Bojar, Ondřej Published in: Proceedings of The 12th Language Resources and Evaluation Conference, 2020, Page(s) 6967-6975, ISBN 979-10-95546-34-4 Publisher: European Language Resources Association Direct Exploitation of Attention Weights for Translation Quality Estimation Author(s): Lisa Yankovskaya, Mark Fishel Published in: Proceedings of the Sixth Conference on Machine Translation, 2021 Publisher: Association for Computational Linguistics CUNI Systems for WMT21: Terminology Translation Shared Task Author(s): Josef Jon, Michal Novák, João Paulo Aires, Dusan Varis, Ondřej Bojar Published in: Proceedings of the Sixth Conference on Machine Translation, 2021 Publisher: Association for Computational Linguistics Findings of the 2019 Conference on Machine Translation (WMT19) Author(s): Loïc Barrault, Ondřej Bojar, Marta R. Costa-jussà, Christian Federmann, Mark Fishel, Yvette Graham, Barry Haddow, Matthias Huck, Philipp Koehn, Shervin Malmasi, Christof Monz, Mathias Müller, Santanu Pal, Matt Post, Marcos Zampieri Published in: Proceedings of the Fourth Conference on Machine Translation (Volume 2: Shared Task Papers, Day 1), 2019, Page(s) 1-61 Publisher: Association for Computational Linguistics DOI: 10.18653/v1/w19-5301 End-to-End Lexically Constrained Machine Translation for Morphologically Rich Languages Author(s): Josef Jon, João Paulo Aires, Dusan Varis, and Ondřej Bojar Published in: Proceedings of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing (Volume 1: Long Papers), 2021, Page(s) 4019--4033 Publisher: Association for Computational Linguistics DOI: 10.18653/v1/2021.acl-long.311 Findings of the Fourth Workshop on Neural Generation and Translation Author(s): Kenneth Heafield, Hiroaki Hayashi, Yusuke Oda, Ioannis Konstas, Andrew Finch, Graham Neubig, Xian Li, Alexandra Birch Published in: Proceedings of the Fourth Workshop on Neural Generation and Translation, 2020, Page(s) 1-9 Publisher: Association for Computational Linguistics DOI: 10.18653/v1/2020.ngt-1.1 The University of Edinburgh's English-German and English-Hausa Submissions to the WMT21 News Translation Task Author(s): Pinzhen Chen, Jindřich Helcl, Ulrich Germann, Laurie Burchell, Nikolay Bogoychev, Antonio Valerio Miceli Barone, Jonas Waldendorf, Alexandra Birch, Kenneth Heafield Published in: Proceedings of the Sixth Conference on Machine Translation, 2021 Publisher: Association for Computational Linguistics The University of Edinburgh's submission to the German-to-English and English-to-German Tracks in the WMT 2020 News Translation and Zero-shot Translation Robustness Task Author(s): Ulrich Germann Published in: Proceedings of the Fifth Conference on Machine Translation, 2020, Page(s) 197--201 Publisher: Association for Computational Linguistics Low-Rank Softmax Can Have Unargmaxable Classes in Theory but Rarely in Practice Author(s): Andreas Grivas, Nikolay Bogoychev, Adam Lopez Published in: Proceedings of the 60th Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers), 2022 Publisher: Association for Computational Linguistics DOI: 10.18653/v1/2022.acl-long.465 Thesis dissertations (1) Exploring Benefits of Transfer Learning in Neural Machine Translation Author(s): Kocmi, Tom Published in: 2019 Publisher: Charles University, Faculty of Mathematics and Physics Peer reviewed articles (3) Extending Ptakopět for Machine Translation User Interaction Experiments Author(s): Vilém Zouhar; Michal Novák Published in: The Prague Bulletin of Mathematical Linguistics, Issue 00326585, 2020, Page(s) 129--142, ISSN 0032-6585 Publisher: Chalres University DOI: 10.14712/00326585.008 Replacing Linguists with Dummies: A Serious Need for Trivial Baselines in Multi-Task Neural Machine Translation Author(s): Daniel Kondratyuk, Ronald Cardenas, Ondřej Bojar Published in: The Prague Bulletin of Mathematical Linguistics, Issue 113/1, 2019, Page(s) 31-40, ISSN 1804-0462 Publisher: Charles University, Faculty of Mathematics and Physics, Institute of Formal and Applied Linguistics DOI: 10.2478/pralin-2019-0005 Unsupervised Quality Estimation for Neural Machine Translation Author(s): Marina Fomicheva, Shuo Sun, Lisa Yankovskaya, Frédéric Blain, Francisco Guzmán, Mark Fishel, Nikolaos Aletras, Vishrav Chaudhary, Lucia Specia Published in: Transactions of the Association for Computational Linguistics, 2020, ISSN 2307-387X Publisher: Association for Computational Linguistics Searching for OpenAIRE data... 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