PhD position in Document-level Machine Translation (OP-20150930-142354)

Idiap Research Institute, Martigny, Switzerland

http://www.idiap.ch/education-and-jobs/


Idiap invites applications for several PhD and post-doctoral positions in document-level machine translation and in multilingual speech recognition. These positions are funded by a new 3-year EU Horizon 2020 project in big data, which will develop solutions for monitoring a massive number of media streams through their automatic analysis and aggregation into a dynamic knowledge base.

This announcement is for a PhD position in document-level MT, within Idiap's Natural Language Processing Group (http://www.idiap.ch/nlp). The successful candidate will be supervised by Dr. Andrei Popescu-Belis and will have the opportunity to collaborate with other members of the NLP Group, who have made significant contributions to document-level MT and information filtering in the recent past.


Description of work

Statistical machine translation systems have shown impressive robustness, adaptability and efficiency. Recently, the community started to consider that document-level knowledge can be used to improve MT at both local and document levels. Numerous open questions remain, regarding the nature of such features and their optimal integration into the training and decoding processes.

The goal of this PhD thesis is to design models for entity-aware machine translation, tailored to the multilingual media streams provided by project partners. These models should improve the translation of entity mentions by hypothesizing story-level coherence and taking advantage of correlations across streams. The models should also accommodate the high input volume characteristic of the project.

The successful candidate will be registered as a PhD student in the EPFL EDEE doctoral program (typically for 4 years), to which he/she will apply with support from Idiap.


Required profile

Candidates should have a strong background in computer science, engineering, or a related discipline. Previous experience with statistical MT is an advantage. Candidates should have strong programming skills (e.g. in Python, Perl, Java or C/C++) as well as good knowledge of English as a working language. Knowledge of several other languages is an advantage. A strong academic record and a clear aptitude for creative research will be priority selection criteria.


Dates

Review of the applications will start on October 31st, 2015, and will continue until the position is filled. The appointment will start on February 1st, 2016 or at a date to be discussed. The position is for a maximum duration of four years.


How to apply

Please fill in and submit your application through the Idiap online recruitment system, by clicking on the position's title at www.idiap.ch/education-and-jobs.


Contact information

Further information about this position can be requested via the Idiap online recruitment system (http://www.idiap.ch/education-and-jobs/) or by contacting Dr. Andrei Popescu-Belis, head of the NLP group.


About the host institution

Idiap is an independent, non-profit research institute recognized and supported by the Swiss Government, and affiliated with the Ecole Polytechnique Fédérale de Lausanne (EPFL) and the University of Geneva. Idiap is located in the town of Martigny in Valais, a scenic region in the south of Switzerland, surrounded by the highest mountains of Europe, and offering exciting recreational activities, including hiking, climbing and skiing, as well as varied cultural activities. It is within close proximity to Geneva and Lausanne. Although Idiap is located in the French part of Switzerland, English is the working language. Free French lessons are provided.

Idiap offers competitive salaries and conditions at all levels in a young, dynamic, and multicultural environment. Idiap is an equal opportunity employer and is actively involved in the "Advancement of Women in Science" European initiative. The Institute maintains a principle of open competition (on the basis of merit) to appoint the best candidate, provides equal opportunity for all candidates, and equally encourage both genders to apply.


Andrei Popescu-Belis
--
Idiap Research Institute  |  tel: (41 27) 721 7729
Centre du Parc, CP 592    |  fax: (41 27) 721 7712
CH-1920 Martigny          |  [email protected]
Switzerland               |  www.idiap.ch/~apbelis
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