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SUMMA

Scalable Understanding of Multilingual Media

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EC-Contrib. €

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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 UK (EDINBURGH) coordinator 1˙999˙112.00
2    LETA LV (RIGA) participant 1˙166˙250.00
3    BRITISH BROADCASTING CORPORATION UK (LONDON) participant 1˙142˙500.00
4    PRIBERAM INFORMATICA SA PT (LISBOA) participant 799˙140.00
5    DEUTSCHE WELLE DE (BONN) participant 535˙000.00
6    UNIVERSITY COLLEGE LONDON UK (LONDON) participant 390˙802.00
7    THE UNIVERSITY OF SHEFFIELD UK (SHEFFIELD) participant 160˙556.00
8    FONDATION DE L'INSTITUT DE RECHERCHE IDIAP 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

year authors and title journal last update
List of publications.
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; Läubli, 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, Hervé
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 Edinburgh’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, Hervé 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 Ondřej 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, Hervé 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 Edinburgh’s systems submission to the MT task at IWSLT},
published pages: , ISSN: , DOI:
IWSLT 2019-11-26
2016 Ferreira, Daniel, Martins, André, 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 Sebastião Miranda, Artūrs Znotiņš, 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, Jindřich 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.

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