Pāriet uz galveno navigāciju Pāriet uz meklēšanu Pāriet uz galveno saturu

Combining machine translated sentence chunks from multiple MT systems

    • University of Latvia

    Zinātniskās darbības rezultāts: Nodaļa grāmatā/enciklopēdijā/konferences krājumāKonferences zinātniskais rakstsPētniecībakoleģiāli recenzēts

    Kopsavilkums

    This paper presents a hybrid machine translation (HMT) system that pursues syntactic analysis to acquire phrases of source sentences, translates the phrases using multiple online machine translation (MT) system application program interfaces (APIs) and generates output by combining translated chunks to obtain the best possible translation. The aim of this study is to improve translation quality of English – Latvian texts over each of the individual MT APIs. The selection of the best translation hypothesis is done by calculating the perplexity for each hypothesis using an n-gram language model. The result is a phrase-based multi-system machine translation system that allows to improve MT output compared to individual online MT systems. The proposed approach show improvement up to +1.48 points in BLEU and −0.015 in TER scores compared to the baselines and related research.

    OriģinālvalodaAngļu
    Rīkotāja publikācijas nosaukumsComputational Linguistics and Intelligent Text Processing - 17th International Conference, CICLing 2016, Revised Selected Papers
    RedaktoriAlexander Gelbukh
    IzdevējsSpringer Verlag
    Lapas27-37
    Lapu skaits11
    ISBN (Drukātā versija)9783319754864
    DOIs
    Publikācijas statussPublicēts - 2018
    Pasākums17th International Conference on Intelligent Text Processing and Computational Linguistics, CICLing 2016 - Konya, Turcija
    Ilgums: 3 apr. 20169 apr. 2016

    Publikāciju sērijas

    NosaukumsLecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
    Sējums9624 LNCS
    ISSN (Drukātā versija)0302-9743
    ISSN (Elektroniskā versija)1611-3349

    Konference

    Konference17th International Conference on Intelligent Text Processing and Computational Linguistics, CICLing 2016
    Valsts/TeritorijaTurcija
    PilsētaKonya
    Periods3/04/169/04/16

    Nospiedums

    Uzziniet vairāk par pētniecības tēmām “Combining machine translated sentence chunks from multiple MT systems”. Kopā tie veido unikālu nospiedumu.

    Citēt šo