Έρευνα και Δημοσιεύσεις

Η Translated διαδραματίζει ενεργό ρόλο στην έρευνα στον τομέα της Τεχνητής Νοημοσύνης, και ειδικότερα της επεξεργασίας της φυσικής γλώσσας. Συνεργαζόμαστε με κορυφαία πανεπιστήμια και ερευνητικά κέντρα από το 2008, συγχρηματοδοτώντας και συντάσσοντας από κοινού επιστημονικές εργασίες. Στους συνεργάτες μας ανήκουν το Fondazione Bruno Kessler, το Πανεπιστήμιο του Εδιμβούργου και το Université du Maine. Παρακάτω μπορείτε να βρείτε μια λίστα με τις τελευταίες συνεισφορές μας στον τομέα της έρευνας, που προέρχονται κυρίως από τα ερευνητικά μας έργα για το Matecat και το ModernMT.

• Η έτοιμη για παραγωγή μηχανή ModernMT κατατάσσεται ανάμεσα στα κορυφαία ερευνητικά συστήματα

  O. Bojar, C. Federmann, M. Fishel, Y. Graham, B. Haddow, M. Huck, P. Koehn, C. Monz, Findings of the 2018 Conference on Machine Translation (WMT18), 1η Νοεμβρίου 2018.

• FBK's Multilingual Machine Translation System for IWSLT 2017

  S. M. Lakew, Q. F. Lotito, M. Turchi, M. Negri, M. Federico, Proceedings of the 14th International Workshop on Spoken Language Translation, 14-15 Δεκεμβρίου 2017.

• Monolingual Embeddings for Low Resourced Neural Machine Translation

  M. A. Di Gangi, M. Federico, Proceedings of the 14th International Workshop on Spoken Language Translation, 14-15 Δεκεμβρίου 2017.

• Improving Zero-Shot Translation for Low-Resourced Languages

  S. M. Lakew, Q. F. Lotito, M. Negri, M. Turchi, M. Federico, Proceedings of the 14th International Workshop on Spoken Language Translation, 14-15 Δεκεμβρίου 2017.

• Multilingual Neural Machine Translation for Low Resource Languages

  S. M. Lakew, M. A. Di Gangi, M. Federico, Proceedings of the 4th Italian Conference on Computational Linguistics (CLIC-IT), 11-13 Δεκεμβρίου 2017.

• Can Monolingual Embeddings Improve Neural Machine Translation?

  M.A. Di Gangi andì M. Federico, Proceedings of the 4th Italian Conference on Computational Linguistics (CLIC-IT), 11-13 Δεκεμβρίου 2017.

• FBK’s Participation to the English-to-German News Translation Task of WMT 2017

  M.A. Di Gangi, N. Bertoldi and M. Federico, Proceedings of the Second Conference on Machine Translation, Σεπτέμβριος 2017, σελ. 271-275.

• Multi-Domain Neural Machine Translation through Unsupervised Adaptation

  M.A. Farajian, M. Turchi, M. Negri and M. Federico, Proceedings of the Second Conference on Machine Translation, Σεπτέμβριος 2017, σ. 127-137.

• Guiding Neural Machine Translation Decoding with External Knowledge

  R. Chatterjee, M. Negri, M. Turchi, M. Federico, L. Specia and F. Blain, Proceedings of the Second Conference on Machine Translation, Σεπτέμβριος 2017, σελ. 157-168.

• Continuous Learning from Human Post-edits for Neural Machine Translation

  M. Turchi, M. Negri, A. Farajian and M. Federico, Proceedings of the 20th Annual Conference of the European Association for Machine Translation, αριθμός 108, Ιούνιος 2017

• Linguistically Motivated Vocabulary Reduction for Neural Machine Translation

  D. Ataman, M. Negri and M. Federico, Proceedings of the 20th Annual Conference of the European Association for Machine Translation, αριθμός 108, Ιούνιος 2017

• "MMT: New Open Source MT for the Translation Industry"

  N. Bertoldi, R. Cattoni, M. Cettolo, A. F., M. Federico, D. Caroselli, L. Mastrostefano, A. Rossi, M. Trombetti, U. Germann, D. Madl, Proceedings of the 20th Annual Conference of the EAMT, 2017.

• Neural vs. Phrase-Based Machine Translation in Multi-Domain Scenario

  M.A. Farajian, M. Turchi, M. Negri, N. Bertoldi and M. Federico, Proceedings of the 15th Conference of the European Chapter of the Association for Computational Linguistics, τόμος 2, 2017.

• Neural versus Phrase-Based MT Quality: an In-Depth Analysis on English-German and English-French

  L. Bentivogli, Α. Bisazza, Μ. Cettolo, Μ. Federico, "Computer Speech and Language", τεύχος 49, Μάιος 2018, 2017.

• The first Automatic Memory Clearning Shared Task

  E. Barbu, C. Parra Escartín, L. Bentivogli, M. Negri, M. Turchi, C. Orasan, M. Federico, Machine Translation, Ιανουάριος 2017.

• Automatic translation memory cleaning

  M. Negri, D. Ataman, M.J. Sabet, M. Turchi and M. Federico, Machine Translation, Φεβρουάριος 2017.

• The IWSLT 2016 Evaluation Campaign

  M. Cettolo, J. Niehues, S. Stüker, L. Bentivogli, M. Federico, Proceedings of the 13th International Workshop on Spoken Language Translation, 8-9 Δεκεμβρίου 2016.

• FBK's Neural Machine Translation Systems for IWSLT 2016

  M. A. Farajian, R. Chatterjee, C. Conforti, S. Jalalvand, V. Balaraman, M. A. Di Gangi, D. Ataman, M. Turchi, M. Negri, M. Federico, Proceedings of the 13th International Workshop on Spoken Language Translation, 8-9 Δεκεμβρίου 2016.

• Neural versus Phrase-Based Machine Translation Quality: a Case Study

  L. Bentivogli, A. Bisazza, M. Cettolo, M. Federico, Proceedings of Conference on Empirical Methods in Natural Language Processing, 1-5 Νοεμβρίου 2016.

• The Reasonable Effectiveness of Data

  A. Ruopp, Proceedings of 12th Conference of the Association for Machine Translation in the Americas, τόμος 2: MT Users' Track, σελ. 123-142.

• MT Adaptation from TMs in ModernMT

  M. Federico, Proceedings of 12th Conference of the Association for Machine Translation in the Americas, Τόμος 2: MT Users' Track, σελ. 19-57.

• Findings of the WMT 2016 Bilingual Document Alignment Shared Task

  C. Buck, P. Koehn, Proceedings of the First Conference on Machine Translation, τόμος 2: Shared Task Papers, 11-12 Αυγούστου 2016, σελ. 554-563.

• An Unsupervised Method for Automatic Translation Memory Cleaning

  M. J. Sabet, M. Negri, Marco Turchi, E. Barbu, Proceedings of the 54th Annual Meeting of the Association for Computational Linguistics, 7-12 Αυγούστου, 2016, σελ. 287-292.

• TMOP: A Tool for Unsupervised Translation Memory Cleaning

  M.J. Sabet, M. Negri, M. Turchi, J.G.C. de Souza, M. Federico, Proceedings of the 54th Annual Meeting of the Association for Computational Linguistics, 7-12 Αυγούστου 2016.

• Sampling Phrase Tables for the Moses Statistical Machine Translation System

  U. Germann, The Prague Bulletin of Mathematical Linguistics, αρ. 104, Οκτώβριος 2015, σελ. 39-50

• MT Quality Estimation for E-Commerce Data

  J. G. C. de Souza, M. Federico, H. Sawaf, Proceedings of MT Summit XV (AMTA 2015), 30 Οκτωβρίου-3 Νοεμβρίου 2015, σελ. 20-29.

• Topic Adaptation for Machine Translation of E-Commerce Content

  P. Mathur, M. Federico, S. Köprü, S. Khadivi, H. Sawaf, Proceedings of MT Summit XV (AMTA 2015), 30 Οκτωβρίου-3 Νοεμβρίου 2015, σελ. 270-281.

• Project Adaptation over Several Days

  F. Blain, A. Hazem, F. Bougares, L. Barrault and H. Schwenk, 2nd Translation in Transition Conference, 29-30 Ιανουαρίου 2015.

• Learning Phrase Representations using RNN Encoder–Decoder for Statistical Machine Translation

  K. Cho, B. van Merriënboer, C. Gulcehre, D. Bahdanau, F. Bougares, H. Schwenk and Y. Bengio, Conference on Empirical Methods in Natural Language Processing (EMNLP 2014), 25-29 Οκτωβρίου 2014, σελ. 1724-1734.

• Online and Multitask learning for Machine Translation Quality Estimation in Real-world scenarios

  J.G.C. de Souza, M. Turchi, M. Negri, A. Anastasopoulos, Italian Computational Linguistics Conference (CLIC-it 2014), 9-10 Δεκεμβρίου 2014.

• Adattamento al Progetto dei Modelli di Traduzione Automatica nella Traduzione Assistita

  M. Cettolo, N. Bertoldi, and M. Federico, Italian Computational Linguistics Conference (CLIC-it 2014), 9-10 Δεκεμβρίου 2014.

• Assessing the Impact of Translation Errors on Machine Translation Quality with Mixed-effects Models

  M. Federico, M. Negri, L. Bentivogli, M. Turchi, Conference on Empirical Methods in Natural Language Processing (EMNLP 2014), 25-29 Οκτωβρίου 2014, σελ. 1643-1653.

• Dynamic Phrase Tables for Statistical Machine Translation in an Interactive Post-editing Scenario

  U. Germann, AMTA 2014 Workshop on Interactive and Adaptive Machine Translation (IAMT 2014), 22 Οκτωβρίου 2014, σελ. 20-3

• Optimized MT Online Learning in Computer Assisted Translation

  P. Mathur and M. Cettolo, AMTA 2014 Workshop on Interactive and Adaptive Machine Translation (IAMT 2014), 22 Οκτωβρίου 2014, σελ. 32-41.

• Towards a Combination of Online and Multitask Learning for MT Quality Estimation: a Preliminary Study

  J.G.C. de Souza, M. Turchi and M. Negri, AMTA 2014 Workshop on Interactive and Adaptive Machine Translation (IAMT 2014), 22 Οκτωβρίου 2014, σελ. 9-19.

• The Repetition Rate of Text as a Predictor of the Effectiveness of Machine Translation Adaptation

  M. Cettolo, N. Bertoldi and M. Federico, 11th biennial conference of the Association for Machine Translation in the Americas (AMTA 2014), 22-26 Οκτωβρίου 2014, σελ. 166-179

• Enhancing Statistical Machine Translation with Bilingual Terminology in a CAT Environment

  M. Arcan, M. Turchi, S. Tonelli, P. Buitelaar, 11th biennial conference of the Association for Machine Translation in the Americas (AMTA 2014), 22-26 Οκτωβρίου 2014, σελ. 54-68.

• Online Multi-User Adaptive Statistical Machine Translation

  P. Mathur, M. Cettolo, M. Federico, and J.G.C. de Souza, 11th biennial conference of the Association for Machine Translation in the Americas (AMTA 2014), 22-26 Οκτωβρίου 2014, σελ. 152-165.

• Machine Translation Quality Estimation Across Domains

  J.G.C. de Souza, M. Turchi and M. Negri, 25th International Conference on Computational Linguistics (COLING 2014), 23-29 Αυγούστου 2014, σελ. 409-420.

• MT-EQuAl: a Toolkit for Human Assessment of Machine Translation Output

  C. Girardi, L. Bentivogli, M.A. Farajian, M. Federico, 25th International Conference on Computational Linguistics (COLING 2014), 23-29 Αυγούστου 2014, σελ. 120-123.

• The Matecat Tool

  M. Federico, N. Bertoldi, M. Cettolo, M. Negri, M. Turchi, M. Trombetti, A. Cattelan, A. Farina, D. Lupinetti, A. Martines, A. Massidda, H. Schwenk, L. Barrault, F. Blain, P. Koehn, C. Buck and U. Germann, 25th International Conference on Computational Linguistics (COLING 2014), 23-29 Αυγούστου 2014, σελ. 129-132.

• Identification of Bilingual Terms from Monolingual Documents for Statistical Machine Translation

  M. Arcan, C. Giuliano, M. Turchi and P. Buitelaar, 4th COLING International Workshop on Computational Terminology (Computerm), 23 Αυγούστου 2014, σελ. 22-31.

• Online Adaptation to Post-Edits for Phrase-Based Statistical Machine Translation

  N. Bertoldi, P. Simianer, M. Cettolo, K. Waeschle, M. Federico, S. Riezler, Machine Translation Journal, τόμος 28, Δεκέμβριος 2014, σελ. 127-150.

• Translation Project Adaptation for MT-Enhanced Computer Assisted Translation

  M. Cettolo, N. Bertoldi, M. Federico, H. Schwenk, L. Barrault and C. Servan, Machine Translation Journal, τόμος 28, Δεκέμβριος 2014, σελ. 309-339.

• Data-driven Annotation of Binary MT Quality Estimation Corpora Based on Human Post-editions

  M. Turchi, M. Negri, M. Federico, Machine Translation, τόμος 28, τεύχος 3-4, Δεκέμβριος 2014, σελ. 281-30.

• FBK-UPV-UEdin participation in the WMT14 Quality Estimation shared-task

  J.G.C. de Souza, J. González-Rubio, C. Buck, M. Turchi and M. Negri, 9th ACL Workshop on Statistical Machine Translation (WMT 2014), 26-27 Ιουνίου 2014, σελ. 322-328.

• Adaptive Quality Estimation for Machine Translation

  M. Turchi, A. Anastasopoulos, J.G.C. de Souza and M. Negri, 52nd Annual Meeting of the Association for Computational Linguistics (ACL 2014), 22-27 Ιουνίου 2014, σελ. 710-720.

• Automatic Annotation of Machine Translation Datasets with Binary Quality Judgements

  M. Turchi και M. Negri, . 9th Language Resources and Evaluation Conference (LREC 2014), Reykjavik, Iceland, 26-31 Μαΐου 2014, σελ. 1788-1792.

• N-gram Counts and Language Models from the Common Crawl

  C. Buck, K. Heafield and B. van Ooyen, 9th Language Resources and Evaluation Conference (LREC 2014), 26-31 Μαΐου 2014, σελ. 3579-3584.

• Online Word Alignment for Online Adaptive Machine Translation

  A. Farajian, N. Bertoldi, M. Federico, EACL2014 Workshop on Humans and Computer-assisted Translation, Απρίλιος 2014.

• Dynamic Models in Moses for Online Adaptation

  N. Bertoldi, Prague Bulletin of Mathematical Linguistics, Απρίλιος 2014.

• Recent Advancements in Human Language Technology in Italy

  Β. Magnini, Μ. Baroni, Μ. Federico και R. Navigli. Intelligenza artificiale 7, 2013, σελ. 91-100.

• XenC: An Open-Source Tool for Data Selection in Natural Language Processing

  A. Rousseau, Prague Bulletin of Mathematical Linguistics, αρ. 100, 2013, σελ. 73-82.

• Project Adaptation for MT Enhanced Computer Assisted Translation

  M. Cettolo, N. Bertoldi and M. Federico, Proceedings of the XIV Machine Translation Summit, 2-6 Σεπτεμβρίου 2013, σελ. 27-34.

• Cache-based Online Adaptation for Machine Translation Enhanced Computer Assisted Translation

  N. Bertoldi, M. Cettolo, M. Federico, Proceedings of the XIV Machine Translation Summit, 2-6 Σεπτεμβρίου 2013, σελ. 35-42.

• Generative and Discriminative Methods for Online Adaptation in SMT

  K. Waeschle, P. Simianer, N. Bertoldi, S. Riezler, M. Federico, Proceedings of the XIV Machine Translation Summit, 2-6 Σεπτεμβρίου 2013, σελ. 11-18.

• Issues in Incremental Adaptation of Statistical MT from Human Post-edits

  M. Cettolo, N. Bertoldi, M. Federico, C. Servan, L. Barrault and H. Schwenk, Proceedings of MT Summit XIV Workshop on Post-editing Technology and Practice, 2 Σεπτεμβρίου 2013, σελ. 111-118.

• A modular Open-Source Continuous Space Language Modeling Toolkit

  H. Schwenk, Modeling Toolkit, Interspeech, 25-29 Αυγούστου 2013.

• Findings of the 2013 Workshop on Statistical Machine Translation

  O. Bojar, C. Buck, C. Callison-Burch, C. Federmann, B. Haddow, P. Koehn, C. Monz, M. Post, R. Soricut and L. Specia, Proceedings of the 8th Workshop on SMT, 8-9 Αυγούστου 2013, σελ. 1-44.

• FBK-UEdin Participation to the WMT13 Quality Estimation Shared Task

  J.G.C. de Souza, C. Buck, M. Turchi and M. Negri, Proceedings of the 8th Workshop on SMT, 8-9 Αυγούστου 2013, σελ. 352-358.

• Online Learning Approaches in Computer Assisted Translation

  P. Mathur, M. Cettolo and M. Federico, Proceedings of the 8th Workshop on SMT, 8-9 Αυγούστου 2013, σελ. 301-308.

• Coping with the Subjectivity of Human Judgements in MT Quality Estimation

  M. Turchi, M. Negri and M. Federico, Proceedings of the 8th Workshop on SMT, 8-9 Αυγούστου 2013, σελ. 240-251.

• Exploiting Qualitative Information from Automatic Word Alignment for Cross-lingual NLP Tasks

  J.G.C. de Souza, M. Esplà-Gomis, M. Turchi and M. Negri, Proceedings of ACL 2013, 4-9 Αυγούστου 2013

• A Multi-Domain Translation Model Framework for Statistical Machine Translation

  R. Sennrich, H. Schwenk and W. Aransa, Proceedings of ACL, 4-9 Αυγούστου 2013, σελ. 832-840.

• Incremental Adaptation Using Translation Information and Post-Editing Analysis

  F. Blain, H. Schwenk and J. Senellart, IWSLT’12, 6-7 Δεκεμβρίου 2012

• Continuous Space Translation Models for Phrase-Based Statistical Machine Translation

  H. Schwenk, Proceedings of Coling, 10-14 Δεκεμβρίου 2012

• Measuring User Productivity in MT Enhanced Computer Assisted Translation

  M. Federico, A. Cattelan, M. Trombetti, Proceedings of the tenth biennial conference of the Association for Machine Translation in the Americas (AMTA2012), 28 Οκτωβρίου - 1 Νοεμβρίου 2012.

• Evaluating the Learning Curve of Domain Adaptive Statistical Machine Translation Systems

  N. Bertoldi, M. Cettolo, M. Federico, C. Buck, Proceedings of the Seventh Workshop on Statistical Machine Translation (WMT), 7-8 Ιουνίου 2012.

• Black box features for the WMT 2012 quality estimation shared task

  C. Buck, Proceedings of the Seventh Workshop on Statistical Machine Translation (WMT), 7-8 Ιουνίου 2012.

• Matecat: Machine Translation Enhanced Computer Assisted Translation

  Project Presentation, Proceedings of the European Conference on Machine Translation (EAMT), 28-30 Μαΐου 2012.