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SUMMA

Scalable Understanding of Multilingual Media

Total Cost €

EC-Contrib. €

Partnership

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Outcomes and
results

SUMMA project word cloud

Explore the words cloud of the SUMMA project. It provides you a very rough idea of what is the project "SUMMA" about.

news tools extraction construction intelligent aggregate newshack cross automated languages sustainable technologies external summarisation visualisations parsing automatically intensives tested dramatically data stream evolution six journalists detection semantic language lingual views distil group create global extensible base platform deep advancing bbc significantly dealing monitoring channels people streams scalable communication stakeholders maintainable automate outputs massive lines identification reusable bases sentiment creation validated natural recognition internet media innovation dw longer multiple viewed entity created deluge story quality content speech translation summa broadcast journalism relation machine cope multilingual internal services

Project "SUMMA" data sheet

The following table provides information about the project.

Coordinator	THE UNIVERSITY OF EDINBURGH Organization address address: OLD COLLEGE, SOUTH BRIDGE city: EDINBURGH postcode: EH8 9YL website: www.ed.ac.uk contact info title: n.a. name: n.a. surname: n.a. function: n.a. email: n.a. telephone: n.a. fax: n.a.
Coordinator Country	United Kingdom [UK]
Project website	http://www.summa-project.eu
Total cost	7˙963˙951 €
EC max contribution	6˙193˙361 € (78%)
Programme	1. H2020-EU.2.1.1. (INDUSTRIAL LEADERSHIP - Leadership in enabling and industrial technologies - Information and Communication Technologies (ICT))
Code Call	H2020-ICT-2015
Funding Scheme	RIA
Starting year	2016
Duration (year-month-day)	from 2016-02-01 to 2019-01-31

Partnership

Take a look of project's partnership.

#	participants	country	role	EC contrib. [€]
1	THE UNIVERSITY OF EDINBURGH THE UNIVERSITY OF EDINBURGH Organization address address: OLD COLLEGE, SOUTH BRIDGE city: EDINBURGH postcode: EH8 9YL website: www.ed.ac.uk contact info title: n.a. name: n.a. surname: n.a. function: n.a. email: n.a. telephone: n.a. fax: n.a.	UK (EDINBURGH)	coordinator	1˙999˙112.00
2	LETA LETA Organization address address: MARIJAS IELA 2 city: RIGA postcode: 1050 website: n.a. contact info title: n.a. name: n.a. surname: n.a. function: n.a. email: n.a. telephone: n.a. fax: n.a.	LV (RIGA)	participant	1˙166˙250.00
3	BRITISH BROADCASTING CORPORATION BRITISH BROADCASTING CORPORATION Organization address address: PORTLAND PLACE BROADCASTING HOUSE city: LONDON postcode: W1A 1AA website: www.bbc.co.uk contact info title: n.a. name: n.a. surname: n.a. function: n.a. email: n.a. telephone: n.a. fax: n.a.	UK (LONDON)	participant	1˙142˙500.00
4	PRIBERAM INFORMATICA SA PRIBERAM INFORMATICA SA Organization address address: ALAMEDA D AFONSO HENRIQUES 41 2 city: LISBOA postcode: 1000-123 website: n.a. contact info title: n.a. name: n.a. surname: n.a. function: n.a. email: n.a. telephone: n.a. fax: n.a.	PT (LISBOA)	participant	799˙140.00
5	DEUTSCHE WELLE DEUTSCHE WELLE Organization address address: KURT SCHUMACHER STRASSE 3 city: BONN postcode: 53113 website: n.a. contact info title: n.a. name: n.a. surname: n.a. function: n.a. email: n.a. telephone: n.a. fax: n.a.	DE (BONN)	participant	535˙000.00
6	UNIVERSITY COLLEGE LONDON UNIVERSITY COLLEGE LONDON Organization address address: GOWER STREET city: LONDON postcode: WC1E 6BT website: n.a. contact info title: n.a. name: n.a. surname: n.a. function: n.a. email: n.a. telephone: n.a. fax: n.a.	UK (LONDON)	participant	390˙802.00
7	THE UNIVERSITY OF SHEFFIELD THE UNIVERSITY OF SHEFFIELD Organization address address: FIRTH COURT WESTERN BANK city: SHEFFIELD postcode: S10 2TN website: www.shef.ac.uk contact info title: n.a. name: n.a. surname: n.a. function: n.a. email: n.a. telephone: n.a. fax: n.a.	UK (SHEFFIELD)	participant	160˙556.00
8	FONDATION DE L'INSTITUT DE RECHERCHE IDIAP FONDATION DE L'INSTITUT DE RECHERCHE IDIAP Organization address address: RUE MARCONI 19 city: MARTIGNY postcode: 1920 website: n.a. contact info title: n.a. name: n.a. surname: n.a. function: n.a. email: n.a. telephone: n.a. fax: n.a.	CH (MARTIGNY)	participant	0.00

Map

Project objective

Media monitoring enables the global news media to be viewed in terms of emerging trends, people in the news, and the evolution of story-lines. The massive growth in the number of broadcast and Internet media channels means that current approaches can no longer cope with the scale of the problem.

The aim of SUMMA is to significantly improve media monitoring by creating a platform to automate the analysis of media streams across many languages, to aggregate and distil the content, to automatically create rich knowledge bases, and to provide visualisations to cope with this deluge of data.

SUMMA has six objectives: (1) Development of a scalable and extensible media monitoring platform; (2) Development of high-quality and richer tools for analysts and journalists; (3) Extensible automated knowledge base construction; (4) Multilingual and cross-lingual capabilities; (5) Sustainable, maintainable platform and services; (6) Dissemination and communication of project results to stakeholders and user group.

Achieving these aims will require advancing the state of the art in a number of technologies: multilingual stream processing including speech recognition, machine translation, and story identification; entity and relation extraction; natural language understanding including deep semantic parsing, summarisation, and sentiment detection; and rich visualisations based on multiple views and dealing with many data streams.

The project will focus on three use cases: (1) External media monitoring - intelligent tools to address the dramatically increased scale of the global news monitoring problem; (2) Internal media monitoring - managing content creation in several languages efficiently by ensuring content created in one language is reusable by all other languages; (3) Data journalism.

The outputs of the project will be field-tested at partners BBC and DW, and the platform will be further validated through innovation intensives such as the BBC NewsHack.

Deliverables

List of deliverables.
Final Data Provision Report	Documents, reports	2019-11-26 09:39:01
Final report on shallow stream processing	Documents, reports	2019-11-26 09:39:01
Release of multilingual relation extraction capabilities	Other	2019-11-26 09:39:01
Final Dissemination and Exploitation Report	Documents, reports	2019-11-26 09:39:01
Final Prototype Report	Documents, reports	2019-11-26 09:39:01
Release of stream processing tools, version 2	Other	2019-11-26 09:39:01
Final report on automatic knowledge base construction	Documents, reports	2019-11-26 09:38:58
Final report on platform and platform documentation	Documents, reports	2019-11-26 09:38:58
Release of story highlight generator and event summarization tools, version 2	Other	2019-11-26 09:38:58
Final Data Management Plan	Open Research Data Pilot	2019-11-26 09:38:58
Final Evaluation Report	Documents, reports	2019-11-26 09:38:58
Internal and External Demonstrator final version	Demonstrators, pilots, prototypes	2019-11-26 09:38:58
Final ethics review and recommendations	Documents, reports	2019-11-26 09:38:58
Final progress report on natural language understanding	Documents, reports	2019-11-26 09:38:58
Release of system capabilities for extending knowledge bases to new relations and forecasting in temporal knowledge basis	Other	2019-11-26 09:38:58
Release of story highlight generator and event summarization tools, version 1	Other	2019-11-26 09:38:58
Initial Data Provision Report	Documents, reports	2019-11-26 09:38:57
Updated Data Management Plan	Documents, reports	2019-11-26 09:38:58
Dissemination and Exploitation Plan and Initial Report	Documents, reports	2019-11-26 09:38:58
Initial Evaluation Report	Documents, reports	2019-11-26 09:38:57
Ethics review and recommendations	Documents, reports	2019-11-26 09:38:57
Use Case Description and Requirements	Documents, reports	2019-11-26 09:38:56
Release of stream processing tools, version 1	Other	2019-11-26 09:38:58
Data Management Plan	Documents, reports	2019-11-26 09:38:58
External Media Monitoring Demonstrator beta-version ptrototype	Demonstrators, pilots, prototypes	2019-11-26 09:38:57
Evaluation Plan	Documents, reports	2019-11-26 09:38:56
Intermediate report on platform	Documents, reports	2019-11-26 09:38:58
Platform architecture and API Modelling tools selection	Documents, reports	2019-11-26 09:38:57
Initial progress report on natural language understanding	Documents, reports	2019-11-26 09:38:56
Initial progress report on shallow stream processing	Documents, reports	2019-11-26 09:38:56
Release of storyline-level, frame-semantic and AMR parsing capabilities	Other	2019-11-26 09:38:57
Release of multilingual named entity recognition, linking and coreference capabilities	Other	2019-11-26 09:38:57
Project fact sheet	Websites, patent fillings, videos etc.	2019-11-26 09:38:58
Updated ethics review and recommendations	Documents, reports	2019-11-26 09:38:58
Initial progress report on automatic knowledge base creation	Documents, reports	2019-11-26 09:38:56
Initial Prototype Report	Documents, reports	2019-11-26 09:38:57
Project web portal	Websites, patent fillings, videos etc.	2019-11-26 09:38:57
Release of initial platform	Other	2019-11-26 09:38:58

Take a look to the deliverables list in detail: detailed list of SUMMA deliverables.

Publications

List of publications.
year	authors and title	journal	last update
2017	Marco Damonte; Cohen, Shay B.; Giorgio Satta An Incremental Parser for Abstract Meaning Representation published pages: 536-546, ISSN: , DOI: 10.5281/zenodo.827291	Proceedings of the 15th Conference of the European Chapter of the Association for Computational Linguistics: Volume 1, Long Papers	2019-11-26
2017	THORNE, J.; Vlachos, A. An Extensible Framework for Verification of Numerical Claims published pages: , ISSN: , DOI:	Proceedings of the 15th Conference of the European Chapter of the Association for Computational Linguistics (Software Demonstrations)	2019-11-26
2017	Sennrich, Rico; Firat, Orhan; Cho, Kyunghyun; Birch-Mayne, Alexandra; Haddow, Barry; Hitschler, Julian; Junczys-Dowmunt, Marcin; LÃ¤ubli, Samuel; Miceli Barone, Antonio; Mokry, Jozef; Nadejde, Maria Nematus: a Toolkit for Neural Machine Translation published pages: 65-68, ISSN: , DOI:	Proceedings of the EACL 2017 (Software Demonstrations)	2019-11-26
2017	Peteris Paikens; Guntis Barzdins; Afonso Mendes; Daniel Ferreira; Samuel Broscheit; Mariana S. C. Almeida; Sebastiao Miranda; David Nogueira; Pedro Balage; Martins, Andre F. T. SUMMA at TAC Knowledge Base Population Task 2016 published pages: , ISSN: , DOI: 10.5281/zenodo.827317	Proceedings of the Text Analysis Conference (TAC)	2019-11-26
2016	Junczys-Dowmunt, Marcin; Dwojak, Tomasz; Hoang, Hieu Is Neural Machine Translation Ready for Deployment? A Case Study on 30 Translation Directions published pages: , ISSN: , DOI:	Proceedings of the International Workshop on Spoken Language Translation 2016	2019-11-26
2017	Nadejde, Maria; Reddy, Siva; Sennrich, Rico; Dwojak, Tomasz; Junczys-Dowmunt, Marcin; Koehn, Philipp; Birch, Alexandra Predicting Target Language CCG Supertags Improves Neural Machine Translation published pages: , ISSN: , DOI:	Second Conference on Machine Translation (WMT17)	2019-11-26
2016	Dominique Osborne; Shashi Narayan; Cohen, Shay B. Encoding Prior Knowledge with Eigenword Embeddings published pages: 417-430, ISSN: 2307-387X, DOI: 10.5281/zenodo.827299	Transactions of the Association for Computational Linguistics 4	2019-11-26
2017	Liepins, Renars; Germann, Ulrich; Barzdins, Guntis; Birch, Alexandra; Renals, Steve; Weber, Susanne; van der Kreeft, Peggy; Bourlard, Herve; Prieto, Joao; Klejch, Ondrej; Bell, Peter; Lazaridis, Alexandros; Mendes, Alfonso; Riedel, Sebastian; Mariana S. C. Almeida; Balage, Pedro; Cohen, Shay B.; Dwojak, Tomasz; Garner, Philip N.; Giefer, Andreas; Junczys-Dowmunt, Marcin; Imran, Hina; Nogueira, David; Ali, Ahmed; Miranda, Sebastiao; Popescu-Belis, Andrei; Miculicich Werlen, Lesly; Papasarantopoulos, Nikos; Obamuyide, Abiola; Jones, Clive,; Dalvi, Fahim; Vlachos, Andreas; Wang, Yang; Tong, Sibo; Sennrich, Rico; Pappas, Nikolaos; Narayan, Shashi; Damonte, Marco; Durrani, Nadir; Khurana, Sameer; Abdelali, Ahmed; Sajjad, Hassan; Vogel, Stephan; Sheppey, David; Hernon, Chris; Mitchell, Jeff The SUMMA Platform Prototype published pages: 116-119, ISSN: , DOI: 10.5281/zenodo.834347	Proceedings of the EACL 2017 (Software Demonstrations)	2019-11-26
2016	Ahmed Ali, Najim Dehak, Patrick Cardinal, Sameer Khurana, Sree Harsha Yella, James Glass, Peter Bell, Steve Renals Automatic Dialect Detection in Arabic Broadcast Speech published pages: 2934-2938, ISSN: , DOI: 10.21437/Interspeech.2016-1297	Interspeech 2016	2019-11-26
2016	Shashi Narayan; Siva Reddy; Cohen, Shay B. Paraphrase Generation from Latent-Variable PCFGs for Semantic Parsing published pages: 153-162, ISSN: , DOI: 10.5281/zenodo.827303	Proceedings of The 9th International Natural Language Generation conference	2019-11-26
2016	Ulrich Germann Bilingual Document Alignment with Latent Semantic Indexing published pages: 692-696, ISSN: , DOI: 10.18653/v1/w16-2368	Proceedings of the First Conference on Machine Translation: Volume 2, Shared Task Papers	2019-11-26
2017	Tong, Sibo; Garner, Philip N.; Bourlard, HervÃ© An Investigation of Deep Neural Networks for Multilingual Speech Recognition Training and Adaptation published pages: , ISSN: , DOI:	Interspeech	2019-11-26
2017	Pu, Xiao; Pappas, Nikolaos; Popescu-Belis, Andrei Sense-Aware Statistical Machine Translation using Adaptive Context-Dependent Clustering published pages: , ISSN: , DOI: 10.5281/zenodo.834305	Proceedings of Second Conference on Machine Translation (WMT17)	2019-11-26
2017	Pappas, Nikolaos; Popescu-Belis, Andrei Explicit Document Modeling through Weighted Multiple-Instance Learning published pages: 591-626, ISSN: 1076-9757, DOI: 10.1613/jair.5240	Journal of AI Research 58	2019-11-26
2017	Shashi Narayan; Claire Gardent; Cohen, Shay B.; Anastasia Shimorina Split and Rephrase published pages: , ISSN: , DOI: 10.5281/zenodo.833478	EMNLP	2019-11-26
2017	Pu, Xiao; Mascarell, Laura; Popescu-Belis, Andrei Consistent Translation of Repeated Nouns using Syntactic and Semantic Cues published pages: , ISSN: , DOI:	Proceedings of the 15th Conference of the European Chapter of the Association for Computational Linguistics (EACL)	2019-11-26
2016	Barzdins, Guntis; Gosko, Didzis RIGA at SemEval-2016 Task 8: Impact of Smatch Extensions and Character-Level Neural Translation on AMR Parsing Accuracy published pages: , ISSN: , DOI:	ACL SemEval 2016	2019-11-26
2017	Gruzitis, Normunds; Gosko, Didzis; Barzdins, Guntis RIGOTRIO at SemEval-2017 Task 9: Combining Machine Learning and Grammar Engineering for AMR Parsing and Generation published pages: , ISSN: , DOI: 10.5281/zenodo.827306	ACL SemEval	2019-11-26
2016	Shashi Narayan; Cohen, Shay B. Optimizing Spectral Learning for Parsing published pages: 1546-1556, ISSN: , DOI: 10.5281/zenodo.827387	Proceedings of the 54th Annual Meeting of the Association for Computational Linguistics	2019-11-26
2016	Lazaridis, Alexandros; Himawan, Ivan; Motlicek, Petr; Mporas, Iosif; Garner, Philip N. Investigating Cross-lingual Multi-level Adaptive Networks: The Importance of the Correlation of Source and Target Languages published pages: , ISSN: , DOI:	IWSLT 2016	2019-11-26
2016	Barzdins, Guntis; Renals, Steve; Gosko, Didzis Character-Level Neural Translation for Multilingual Media Monitoring in the SUMMA Project published pages: , ISSN: , DOI:	LREC	2019-11-26
2017	Peter Bell, Pawel Swietojanski, Steve Renals Multitask Learning of Context-Dependent Targets in Deep Neural Network Acoustic Models published pages: 238-247, ISSN: 2329-9290, DOI: 10.1109/TASLP.2016.2630305	IEEE/ACM Transactions on Audio, Speech, and Language Processing 25/2	2019-11-26
2016	Zita Marinho; Andre Martins; Cohen, Shay B.; Smith, Noah A. Semi-Supervised Learning of Sequence Models with the Method of Moments published pages: 287-296, ISSN: , DOI: 10.5281/zenodo.827295	Proceedings of the 2016 Conference on Empirical Methods in Natural Language Processing	2019-11-26
2017	Sennrich, Rico How Grammatical is Character-level Neural Machine Translation? Assessing MT Quality with Contrastive Translation Pairs published pages: 376-382, ISSN: , DOI:	Proceedings of the 15th Conference of the European Chapter of the Association for Computational Linguistics: Volume 2, Short Papers 14	2019-11-26
2017	Miculicich Werlen, Lesly Sadiht; Popescu-Belis, Andrei Validation of an Automatic Metric for the Accuracy of Pronoun Translation (APT) published pages: , ISSN: , DOI:	Proceedings of the Third Workshop on Discourse in Machine Translation (DiscoMT)	2019-11-26
2017	Miculicich Werlen, Lesly Sadiht; Popescu-Belis, Andrei Using Coreference Links to Improve Spanish-to-English Machine Translation published pages: , ISSN: , DOI:	Proceedings of the 2nd Workshop on Coreference Resolution Beyond OntoNotes (CORBON 2017)	2019-11-26
2017	Dettmers, Tim; Minervini, Pasquale; Stenetorp, Pontus; Riedel, Sebastian Convolutional 2D Knowledge Graph Embeddings published pages: , ISSN: , DOI: 10.5281/zenodo.833287	arXiv:1707.01476	2019-11-26
2016	Savelie Cornegruta, Andreas Vlachos Timeline extraction using distant supervision and joint inference published pages: 1936-1942, ISSN: , DOI: 10.18653/v1/d16-1200	Proceedings of the 2016 Conference on Empirical Methods in Natural Language Processing	2019-11-26
2016	Pawel Swietojanski, Steve Renals Differentiable Pooling for Unsupervised Acoustic Model Adaptation published pages: 1773-1784, ISSN: 2329-9290, DOI: 10.1109/TASLP.2016.2584700	IEEE/ACM Transactions on Audio, Speech, and Language Processing 24/10	2019-11-26
2016	Luong, Ngoc-Quang; Popescu-Belis, Andrei Improving Pronoun Translation by Modeling Coreference Uncertainty published pages: , ISSN: , DOI:	Proceedings of the First Conference on Machine Translation (WMT16)	2019-11-26
2017	Pappas, Nikolaos; Popescu-Belis, Andrei Multilingual Hierarchical Attention Networks for Document Classification published pages: , ISSN: , DOI: 10.5281/zenodo.834306	8th International Joint Conference on Natural Language Processing (IJCNLP)	2019-11-26
2016	Pappas, Nikolaos; Popescu-Belis, Andrei Human versus Machine Attention in Document Classification: A Dataset with Crowdsourced Annotations published pages: , ISSN: , DOI: 10.5281/zenodo.834299	EMNLP	2019-11-26
2016	Junczys-Dowmunt, Marcin; Dwojak, Tomasz; Sennrich, Rico The AMU-UEDIN Submission to the WMT16 News Translation Task: Attention-based NMT Models as Feature Functions in Phrase-based SMT published pages: 316-322, ISSN: , DOI:	Proceedings of the First Conference on Machine Translation, Volume 2: Shared Task Papers	2019-11-26
2016	Pawel Swietojanski, Jinyu Li, Steve Renals Learning Hidden Unit Contributions for Unsupervised Acoustic Model Adaptation published pages: 1450-1463, ISSN: 2329-9290, DOI: 10.1109/TASLP.2016.2560534	IEEE/ACM Transactions on Audio, Speech, and Language Processing 24/8	2019-11-26
2017	Luong, Ngoc Quang; Popescu-Belis, Andrei; Rios, Annette; Tuggener, Don Machine Translation of Spanish Personal and Possessive Pronouns Using Anaphora Probabilities published pages: 631-636, ISSN: , DOI: 10.5167/uzh-136594	15th Conference of the European Chapter of the Association for Computational Linguistics	2019-11-26
2016	Shashi Narayan; Claire Gardent Unsupervised Sentence Simplification Using Deep Semantics published pages: 111-120, ISSN: , DOI: 10.5281/zenodo.827390	Proceedings of The 9th International Natural Language Generation conference	2019-11-26
2017	Shay Cohen Latent-Variable PCFGs: Background and Applications published pages: , ISSN: , DOI: 10.5281/zenodo.827287	Proceedings of the 15th Meeting on the Mathematics of Language	2019-11-26
2016	Siva Reddy Gangireddy, Pawel Swietojanski, Peter Bell, Steve Renals Unsupervised Adaptation of Recurrent Neural Network Language Models published pages: 2333-2337, ISSN: , DOI: 10.21437/Interspeech.2016-1342	Interspeech 2016	2019-11-26
2017	Claire Gardent; Anastasia Shimorina; Shashi Narayan; Laura Perez-Beltrachini Creating Training Corpora for Micro-Planners published pages: , ISSN: , DOI: 10.5281/zenodo.827393	Proc ACL	2019-11-26
2018	Ulrich Germann, Renars Liepins, Guntis Barzdins, Didzis Gosko, Sebastiao Miranda, David Nogueira The SUMMA platform: A scalable infrastructure for multi-lingual multi-media monitoring published pages: , ISSN: , DOI:	ACL	2019-11-26
2018	Haddow, Barry and Bogoychev, Nikolay and Emelin, Denis and Germann, Ulrich and Grundkiewicz, Roman and Heafield, Kenneth and Barone, Antonio Valerio Miceli and Sennrich, Rico The University of Edinburghâ€™s Submissions to the WMT18 News Translation Task published pages: , ISSN: , DOI:	Proceedings of the Third Conference on Machine Translation: Shared Task Papers	2019-11-26
2018	A Ali and S Renals Word Error Rate Estimation for Speech Recognition: e-WER published pages: , ISSN: , DOI:	ACL	2019-11-26
2017	Joachim Fainberg, Steve Renals, Peter Bell Factorised Representations for Neural Network Adaptation to Diverse Acoustic Environments published pages: 749-753, ISSN: , DOI: 10.21437/interspeech.2017-1365	Interspeech 2017	2019-11-26
2017	Emiru Tsunoo, Peter Bell, Steve Renals Hierarchical Recurrent Neural Network for Story Segmentation published pages: 2919-2923, ISSN: , DOI: 10.21437/interspeech.2017-392	Interspeech 2017	2019-11-26
2018	Krause, Ben and Kahembwe, Emmanuel and Murray, Iain and Renals, Steve Dynamic Evaluation of Neural Sequence Models published pages: , ISSN: , DOI:	ICML	2019-11-26
2016	Normunds Gruzitis, Guntis Barzdins The Role of CNL and AMR in Scalable Abstractive Summarization for Multilingual Media Monitoring published pages: , ISSN: , DOI:		2019-11-26
2017	AVM Barone, B Haddow, U Germann, and R Sennrich Regularization Techniques for Fine-tuning in Neural Machine Translation published pages: , ISSN: , DOI:	EMNLP	2019-11-26
2018	Ulrich Germann, Alexandra Birch, Peggy van der Kreeft, Guntis Barzdins, Steve Renals SUMMA: Scalable Understanding of Multilingual Media published pages: , ISSN: , DOI:	KDD	2019-11-26
2018	Ulrich Germann, Peggy van der Kreeft, Guntis Barzdins, Alexandra Birch The SUMMA Platform: Scalable Understanding of Multilingual Media published pages: , ISSN: , DOI:	EAMT	2019-11-26
2018	Sibo Tong, Philip N. Garner, HervÃ© Bourlard Cross-lingual adaptation of a CTC-based multilingual acoustic model published pages: 39-46, ISSN: 0167-6393, DOI: 10.1016/j.specom.2018.09.001	Speech Communication 104	2019-11-26
2018	Marco Damonte, Shay B. Cohen Cross-lingual Abstract Meaning Representation Parsing published pages: , ISSN: , DOI:	NAACL	2019-11-26
2018	Liu, Jiangming and Cohen, Shay B and Lapata, Mirella Discourse Representation Structure Parsing published pages: , ISSN: , DOI:	ACL	2019-11-26
2018	OndÅ™ej Klejch, Joachim Fainberg, Peter Bell Learning to Adapt: A Meta-learning Approach for Speaker Adaptation published pages: 867-871, ISSN: , DOI: 10.21437/interspeech.2018-1244	Interspeech 2018	2019-11-26
2018	Hardy, Hardy and Vlachos, Andreas Guided Neural Language Generation for Abstractive Summarization using Abstract Meaning Representation published pages: , ISSN: , DOI:	EMNLP	2019-11-26
2018	Sibo Tong, Philip N. Garner, HervÃ© Bourlard Fast Language Adaptation Using Phonological Information published pages: 2459-2463, ISSN: , DOI: 10.21437/interspeech.2018-1990	Interspeech 2018	2019-11-26
2018	Rachel Bawden, Rico Sennrich, Alexandra Birch, Barry Haddow Evaluating Discourse Phenomena in Neural Machine Translation published pages: , ISSN: , DOI:	NAACL	2019-11-26
2018	Junczys-Dowmunt, Marcin and Grundkiewicz, Roman and Dwojak, Tomasz and Hoang, Hieu and Heafield, Kenneth and Neckermann, Tom and Seide, Frank and Germann, Ulrich and Aji, Alham Fikri and Bogoychev, Nikolay and others Marian: Fast Neural Machine Translation in C++ published pages: , ISSN: , DOI:	ACL	2019-11-26
2018	G Ramet, PN Garner, M Baeriswyl, A Lazaridis CONTEXT-AWARE ATTENTION MECHANISM FOR SPEECH EMOTION RECOGNITION published pages: , ISSN: , DOI:	IEEE SLT	2019-11-26
2019	Khonglah, Banriskhem K and Madikeri, Srikanth and Rekabsaz, Navid and Pappas, Nikolaos and Motlicek, Petr and Bourlard, Herve STACKED NEURAL NETWORKS WITH PARAMETER SHARING FOR MULTILINGUAL LANGUAGE MODELING published pages: , ISSN: , DOI:	IEEE ICASSP	2019-11-26
2017	Liang Lu, Steve Renals Small-Footprint Highway Deep Neural Networks for Speech Recognition published pages: 1502-1511, ISSN: 2329-9290, DOI: 10.1109/taslp.2017.2698723	IEEE/ACM Transactions on Audio, Speech, and Language Processing 25/7	2019-11-26
2016	Junczys-Dowmunt, Marcin and Birch, Alexandra The University of Edinburghâ€™s systems submission to the MT task at IWSLT}, published pages: , ISSN: , DOI:	IWSLT	2019-11-26
2016	Ferreira, Daniel, Martins, AndrÃ©, and Almeida, Mariana S. C. Jointly Learning to Embed and Predict with Multiple Languages published pages: , ISSN: , DOI:	ACL	2019-11-26
2018	Pappas, Nikolaos and Werlen, Lesly Miculicich and Henderson, James Beyond Weight Tying: Learning Joint Input-Output Embeddings for Neural Machine Translation published pages: , ISSN: , DOI:	WMT	2019-11-26
2018	Miculicich, Lesly; Ram, Dhananjay; Pappas, Nikolaos; Henderson, James Document-Level Neural Machine Translation with Hierarchical Attention Networks published pages: , ISSN: , DOI: 10.5281/zenodo.2276024	EMNLP	2019-11-26
2018	Papasarantopoulos, Nikolaos; Jiang, Helen; Cohen, Shay Canonical Correlation Inference for Mapping Abstract Scenes to Text published pages: , ISSN: , DOI:	AAAI 1	2019-11-26
2018	Jeff Mitchell, Sebastian Riedel Reduce, Reuse, Recycle: New uses for old QA resources published pages: , ISSN: , DOI:		2019-11-26
2018	Takuma Yoneda; Jeff Mitchell; Johannes Welbl; Pontus Stenetorp; Sebastian Riedel UCL Machine Reading Group: Four Factor Framework For Fact Finding, published pages: , ISSN: , DOI: 10.5281/zenodo.2165211	FEVER Workshop	2019-11-26
2018	Ribeiro, Joana; Narayan, Shashi; Cohen, Shay; Carreras, Xavier Local String Transduction as Sequence Labeling published pages: , ISSN: , DOI: 10.5281/zenodo.2400050	Ribeiro , J , Narayan , S , Cohen , S & Carreras , X 2018 , Local String Transduction as Sequence Labeling . in 27th International Conference on Computational Linguistics (COLING 2018) . Santa Fe, New-Mexico, USA , pp. 1360-1371 , 27th International Conference on Computational Linguistics , Sante Fe , United States , 20/08/18 .	2019-11-26
2017	Obamuyide, Abiola and Vlachos, Andreas Contextual Pattern Embeddings for One-shot Relation Extraction published pages: , ISSN: , DOI:	NIPS Workshop on AKBC	2019-11-26
2018	SebastiÃ£o Miranda, ArtÅ«rs ZnotiÅ†Å¡, Shay B. Cohen, Guntis Barzdins Multilingual Clustering of Streaming News published pages: , ISSN: , DOI:	EMNLP	2019-11-26
2018	Shashi Narayan, Shay B. Cohen, Mirella Lapata Ranking Sentences for Extractive Summarization with Reinforcement Learning published pages: , ISSN: , DOI:	NAACL-HLT	2019-11-26
2019	Pappas, Nikolaos and Henderson, James GILE: A Generalized Input-Label Embedding for Text Classification published pages: , ISSN: 2307-387X, DOI:	TACL	2019-11-26
2017	Rico Sennrich, Alexandra Birch, Anna Currey, Ulrich Germann, Barry Haddow, Kenneth Heafield, Antonio Valerio Miceli Barone, Philip Williams The University of Edinburgh\'s Neural MT Systems for WMT17 published pages: 389-399, ISSN: , DOI: 10.18653/v1/W17-4739	Proceedings of the Second Conference on Machine Translation	2019-11-26
2018	Thorne, James; Vlachos, Andreas; Christodoulopoulos, Christos; Mittal, Arpit FEVER: a large-scale dataset for Fact Extraction and VERification published pages: , ISSN: , DOI:	arXiv.org e-Print Archive 9	2019-11-26
2018	Werlen, Lesly Miculicich; Pappas, Nikolaos; Ram, Dhananjay; Popescu-Belis, Andrei Self-Attentive Residual Decoder for Neural Machine Translation published pages: , ISSN: , DOI: 10.5281/zenodo.2276145	NAACL-HLT	2019-11-26
2018	Obamuyide, Abiola and Vlachos, Andreas Zero-shot Relation Classification as Textual Entailment published pages: , ISSN: , DOI:	ACL FEVER Workshop	2019-11-26
2018	Ivan Sanchez, Jeff Mitchell, Sebastian Riedel Behavior Analysis of NLI Models: Uncovering the Influence of Three Factors on Robustness published pages: 1975-1985, ISSN: , DOI: 10.18653/v1/N18-1179	Proceedings of the 2018 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies, Volume 1 (Long Papers)	2019-11-26
2018	Pu, Xiao; Pappas, Nikolaos; Henderson, James; Popescu-Belis, Andrei Integrating Weakly Supervised Word Sense Disambiguation into Neural Machine Translation published pages: , ISSN: 2307-387X, DOI: 10.5281/zenodo.2275709	Transactions of the Association for Computational Linguistics 6	2019-11-26
2017	James Thorne, Mingjie Chen, Giorgos Myrianthous, Jiashu Pu, Xiaoxuan Wang, Andreas Vlachos Fake news stance detection using stacked ensemble of classifiers published pages: 80-83, ISSN: , DOI: 10.18653/v1/w17-4214	Proceedings of the 2017 EMNLP Workshop: Natural Language Processing meets Journalism	2019-11-26
2017	Paikens, Peteris and Barzdins, Guntis and Mendes, Afonso and Ferreira, Daniel C and Broscheit, Samuel and Almeida, Mariana SC and Miranda, Sebasti{~a}o and Nogueira, David and Balage, Pedro and Martins, Andre FT SUMMA at TAC Knowledge Base Population Task 2016 published pages: , ISSN: , DOI:	TAC	2019-11-26
2017	James Thorne, Andreas Vlachos An Extensible Framework for Verification of Numerical Claims published pages: 37-40, ISSN: , DOI: 10.18653/v1/e17-3010	Proceedings of the Software Demonstrations of the 15th Conference of the European Chapter of the Association for Computational Linguistics	2019-11-26
2017	Antonio Valerio Miceli Barone, JindÅ™ich Helcl, Rico Sennrich, Barry Haddow, Alexandra Birch Deep architectures for Neural Machine Translation published pages: 99-107, ISSN: , DOI: 10.18653/v1/W17-4710	Proceedings of the Second Conference on Machine Translation	2019-11-26
2018	Jeff Mitchell, Pontus Stenetorp, Pasquale Minervini, Sebastian Riedel Extrapolation in NLP published pages: 28-33, ISSN: , DOI: 10.18653/v1/W18-1005	Proceedings of the Workshop on Generalization in the Age of Deep Learning	2019-11-26

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The information about "SUMMA" are provided by the European Opendata Portal: CORDIS opendata.