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Pregled bibliografske jedinice broj: 507895

Statistical machine translation of Croatian weather forecast: How much data do we need?

Ljubešić, Nikola; Bago, Petra; Boras, Damir
Statistical machine translation of Croatian weather forecast: How much data do we need? // Proceedings of the ITI 2010 32nd International Conference on INFORMATION TECHNOLOGY INTERFACES / Luzar-Stiffler, V. (ur.).
Zagreb: Sveučilišni računski centar Sveučilišta u Zagrebu (Srce), 2010. (predavanje, međunarodna recenzija, cjeloviti rad (in extenso), znanstveni)

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Naslov
Statistical machine translation of Croatian weather forecast: How much data do we need?

Autori
Ljubešić, Nikola ; Bago, Petra ; Boras, Damir

Vrsta, podvrsta i kategorija rada
Radovi u zbornicima skupova, cjeloviti rad (in extenso), znanstveni

Izvornik
Proceedings of the ITI 2010 32nd International Conference on INFORMATION TECHNOLOGY INTERFACES / Luzar-Stiffler, V. - Zagreb : Sveučilišni računski centar Sveučilišta u Zagrebu (Srce), 2010

ISBN
978-1-4244-5732-8

Skup
ITI 2010 32nd International Conference on Information Technology Interfaces

Mjesto i datum
Dubrovnik, Hrvatska; Cavtat, Hrvatska, 21.06.2010. - 24.06.2010

Vrsta sudjelovanja
Predavanje

Vrsta recenzije
Međunarodna recenzija

Ključne riječi
statistical machine translation; weather forecast; automatic evaluation; human evaluation

Sažetak
This research is a first step towards a system for translating Croatian weather forecast into multiple languages. This steps deals with the Croatian-English language pair. The parallel corpus consists of a one-year sample of the weather forecasts for the Adriatic consisting of 7, 893 sentence pairs. Evaluation is performed by best known automatic evaluation measures BLUE, NIST and METEOR, as well as by evaluating manually a sample of 200 translations. In this research we have shown that with a small-sized training set and the state-of-the art Moses system, decoding can be done with 96% accuracy concerning adequacy and fluency. Additional improvement is to be expected by increasing the training set size.

Izvorni jezik
Engleski

Znanstvena područja
Informacijske i komunikacijske znanosti



POVEZANOST RADA

Projekti:
130-1301679-1380 - Hrvatska rječnička baština i hrvatski europski identitet (Boras, Damir, MZOS ) ( CroRIS)

Ustanove:
Filozofski fakultet, Zagreb

Profili:

Avatar Url Petra Bago (autor)

Avatar Url Nikola Ljubešić (autor)

Avatar Url Damir Boras (autor)

Poveznice na cjeloviti tekst rada:

Pristup cjelovitom tekstu rada

Citiraj ovu publikaciju:

Ljubešić, Nikola; Bago, Petra; Boras, Damir
Statistical machine translation of Croatian weather forecast: How much data do we need? // Proceedings of the ITI 2010 32nd International Conference on INFORMATION TECHNOLOGY INTERFACES / Luzar-Stiffler, V. (ur.).
Zagreb: Sveučilišni računski centar Sveučilišta u Zagrebu (Srce), 2010. (predavanje, međunarodna recenzija, cjeloviti rad (in extenso), znanstveni)
Ljubešić, N., Bago, P. & Boras, D. (2010) Statistical machine translation of Croatian weather forecast: How much data do we need?. U: Luzar-Stiffler, V. (ur.)Proceedings of the ITI 2010 32nd International Conference on INFORMATION TECHNOLOGY INTERFACES.
@article{article, author = {Ljube\v{s}i\'{c}, Nikola and Bago, Petra and Boras, Damir}, editor = {Luzar-Stiffler, V.}, year = {2010}, pages = {91}, keywords = {statistical machine translation, weather forecast, automatic evaluation, human evaluation}, isbn = {978-1-4244-5732-8}, title = {Statistical machine translation of Croatian weather forecast: How much data do we need?}, keyword = {statistical machine translation, weather forecast, automatic evaluation, human evaluation}, publisher = {Sveu\v{c}ili\v{s}ni ra\v{c}unski centar Sveu\v{c}ili\v{s}ta u Zagrebu (Srce)}, publisherplace = {Dubrovnik, Hrvatska; Cavtat, Hrvatska} }
@article{article, author = {Ljube\v{s}i\'{c}, Nikola and Bago, Petra and Boras, Damir}, editor = {Luzar-Stiffler, V.}, year = {2010}, pages = {91}, keywords = {statistical machine translation, weather forecast, automatic evaluation, human evaluation}, isbn = {978-1-4244-5732-8}, title = {Statistical machine translation of Croatian weather forecast: How much data do we need?}, keyword = {statistical machine translation, weather forecast, automatic evaluation, human evaluation}, publisher = {Sveu\v{c}ili\v{s}ni ra\v{c}unski centar Sveu\v{c}ili\v{s}ta u Zagrebu (Srce)}, publisherplace = {Dubrovnik, Hrvatska; Cavtat, Hrvatska} }

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