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Machine translation with
        free software for

        enterprises



Bordeaux, 6th July 2010
Garbiñe Aranbarri




         Machine translation with free software for enterprises   09/07/2010   1/45
Introduction




                                                                      ELEKA
MT and free software
Apertium and Matxin
Apertium
         Modules
         Adaptations
                   Linguistic A.
                             publish
                             sports
                             finance
                   Integrations                             www.eleka.net info@eleka.net
Matxin
         ES-EU
                   Modules
                   ESǂEU
                   Adaptations
         EU-ES
Conclusion




                                       Machine translation with free software for enterprises   09/07/2010   2/45
Translation engines with
                                                                      free software
Introduction



                                       Apertium
MT and free software
Apertium and Matxin
Apertium
         Modules
         Adaptations
                   Linguistic A.       http://sourceforge.net/projects/apertium/files/
                             publish
                             sports
                             finance


                                       Matxin
                   Integrations
Matxin
         ES-EU
                   Modules


                                       http://sourceforge.net/projects/matxin/files/
                   ESǂEU
                   Adaptations
         EU-ES
Conclusion




                                          Machine translation with free software for enterprises   09/07/2010   3/45
Based on the
                                                                                                Apertium and
                                                                                                Matxin
Introduction
MT and free software                                                                            technologies
                                       Machine translation with
Apertium and Matxin
Apertium
         Modules


                                       free software
         Adaptations
                   Linguistic A.
                             publish
                             sports
                             finance
                   Integrations
Matxin
         ES-EU                                           www.opentrad.com
                   Modules
                   ESǂEU
                   Adaptations
         EU-ES
Conclusion




                                       Machine translation with free software for enterprises   09/07/2010   4/45
Introduction
MT and free software
Apertium and Matxin
Apertium
         Modules
         Adaptations
                   Linguistic A.
                             publish
                             sports
                             finance
                   Integrations
Matxin
         ES-EU
                   Modules
                   ESǂEU
                   Adaptations
         EU-ES
Conclusion




                                       Machine translation with free software for enterprises   09/07/2010   5/45
Practical and accessible
Introduction
MT and free software
Apertium and Matxin
Apertium
         Modules
         Adaptations
                   Linguistic A.
                             publish
                             sports
                             finance
                   Integrations
Matxin
         ES-EU
                   Modules
                   ESǂEU
                   Adaptations
         EU-ES
Conclusion




                                       Machine translation with free software for enterprises   09/07/2010   6/45
Quality: revise always!

Introduction
MT and free software
Apertium and Matxin
Apertium
         Modules
         Adaptations
                   Linguistic A.
                             publish
                             sports
                             finance
                   Integrations
Matxin
         ES-EU
                   Modules
                   ESǂEU
                   Adaptations
         EU-ES
Conclusion




                                       Machine translation with free software for enterprises   09/07/2010   7/45
MT: speeds up translation process

                                        Free software
Introduction
MT and free software                           continuous improvements
Apertium and Matxin
Apertium
         Modules
         Adaptations
                                               flexibility for the adaptations
                   Linguistic A.
                             publish
                             sports
                             finance
                   Integrations
Matxin
         ES-EU
                   Modules
                   ESǂEU
                   Adaptations
         EU-ES
Conclusion




                                       Machine translation with free software for enterprises   09/07/2010   8/45
Translation engines with
                                                                      free software
Introduction



                                       Apertium
MT and free software
Apertium and Matxin
Apertium
         Modules
         Adaptations
                   Linguistic A.       http://sourceforge.net/projects/apertium/files/
                             publish
                             sports
                             finance


Matxin
         ES-EU
                   Integrations
                                       Matxin
                   Modules


                                       http://sourceforge.net/projects/matxin/files/
                   ESǂEU
                   Adaptations
         EU-ES
Conclusion




                                          Machine translation with free software for enterprises   09/07/2010   9/45
Apertium in the beginning
Introduction
MT and free software
Apertium and Matxin
Apertium
         Modules
         Adaptations
                   Linguistic A.
                             publish
                             sports
                             finance
                   Integrations
Matxin
         ES-EU
                   Modules
                   ESǂEU
                   Adaptations


                                          Language pairs of the same family
         EU-ES
Conclusion




                                                 Superficial transfer

                                       Machine translation with free software for enterprises   09/07/2010   10/45
Superficial transfer modules of Apertium
                               Source text                 Deformatting



Introduction                                           Morphological analysis
MT and free software
Apertium and Matxin
Apertium
         Modules                                         Lexical disambiguation
         Adaptations
                   Linguistic A.
                             publish
                             sports                           Structural transfer                         Lexical transfer
                             finance
                   Integrations
Matxin
         ES-EU                                          Morphological generation
                   Modules
                   ESǂEU
                   Adaptations
         EU-ES                                            After-generation
Conclusion



                                                             Reformatting                        Translation


                                        Machine translation with free software for enterprises                 09/07/2010   11/45
ES: He recibido un pagaré.
...
Modules
Source text
Deformatting
Morphological analysis
Disambiguation
Transfer
Generation
After-generation
Reformatting
Translation
...




                         Machine translation with free software for enterprises   09/07/2010   12/45
Deformatting:

                                                   He recibido un pagaré.
...
Modules
Source text
Deformatting
Morphological analysis
Disambiguation
Transfer
Generation
After-generation
Reformatting
Translation
...




                         Machine translation with free software for enterprises   09/07/2010   13/45
Morphological analysis:
                         He: He/Haber, verb, pres. indic., 1st p. sg.

                         recibido: recibido/recibido, adj, m. sg. / recibir, verb, participle, m. sg.
...
Modules
Source text
Deformatting
                         un: un/uno, det, ind, m. sg.
Morphological analysis
Disambiguation           pagaré: pagaré/pagaré, n, m. sg. / pagar, verb, future indic, 1st p. sg.
Transfer
Generation
After-generation
Reformatting
Translation
...




                              Machine translation with free software for enterprises    09/07/2010   14/45
Lexical disambiguation:
                         He: Haber, verb indic., 1st p. sg.

                         recibido: recibir, verb, participle, m. sg.
...
Modules
Source text
Deformatting
                         un: uno, det., ind, m. sg.
Morphological analysis
Disambiguation           pagaré: pagaré, n, m. sg.
Transfer
Generation
After-generation
Reformatting
Translation
...




                              Machine translation with free software for enterprises   09/07/2010   15/45
Structural and lexical transfer
                         He: (haber) pp1, sg – (avoir) pp1, sg.

                         recibido: (recibir) participle, m, sg – (recevoir) participle,m, sg.
...
Modules
Source text
                         un: (uno) det, ind, m, sg – (un) det, ind, m, sg.
Deformatting
Morphological analysis   pagaré: (pagaré) n, m, sg – billet (m, sg) à ordre
Disambiguation
Transfer
Generation
After-generation
Reformatting
Translation
...




                              Machine translation with free software for enterprises    09/07/2010   16/45
Morphological generation

...
Modules
Source text
                                               ~Je ai reçu un billet à ordre~.~
Deformatting
Morphological analysis
Disambiguation
Transfer
Generation
After-generation
Reformatting
Translation
...




                         Machine translation with free software for enterprises   09/07/2010   17/45
After-generation

...
Modules
Source text
                                               J'ai reçu un billet à ordre.
Deformatting
Morphological analysis
Disambiguation
Transfer
Generation
After-generation
Reformatting
Translation
...




                         Machine translation with free software for enterprises   09/07/2010   18/45
Reformatting

...
Modules
Source text
Deformatting
                                        J'ai reçu un billet à ordre.
Morphological analysis
Disambiguation
Transfer
Generation
After-generation
Reformatting
Translation
...




                         Machine translation with free software for enterprises   09/07/2010   19/45
...
Modules
Source text
Deformatting
Morphological analysis
Disambiguation
Transfer
Generation
After-generation
Reformatting
Translation
...




                                    FR: J'ai reçu un billet à ordre.

                         Machine translation with free software for enterprises   09/07/2010   20/45
Apertium today
                                       Language pairs of
Introduction


                                       different families
MT and free software
Apertium and Matxin
Apertium
         Modules
         Adaptations
                   Linguistic A.
                                              Deep transfer
                             publish
                             sports
                             finance   Statistical training of the
                   Integrations
Matxin
         ES-EU
                   Modules
                                       dictionaries
                   ESǂEU
                   Adaptations
         EU-ES
Conclusion




                                       Machine translation with free software for enterprises   09/07/2010   21/45
Linguistic adaptations

Introduction
MT and free software                   Objectives
Apertium and Matxin
Apertium
         Modules
         Adaptations
                                          Context
                   Linguistic A.
                             publish
                             sports
                             finance
                   Integrations
Matxin
         ES-EU
                                       Ex.: media
                   Modules
                   ESǂEU
                   Adaptations         Understandable
         EU-ES
Conclusion


                                       General


                                         Machine translation with free software for enterprises   09/07/2010   22/45
scie/sierra - sierra (fr-es)
                                       sierra-sierra
Introduction
MT and free software
                                       scie-sierra (LR)
Apertium and Matxin
Apertium
         Modules
         Adaptations
                   Linguistic A.
                             publish
                             sports    MULTIWORDS
                             finance
                   Integrations
Matxin
         ES-EU
                                       scie circulaire – sierra circular
                   Modules
                   ESǂEU
                   Adaptations         scie à archet – sierra de arco
         EU-ES
Conclusion

                                       scie à ruban – sierra de cinta

                                       etc.
                                          Machine translation with free software for enterprises   09/07/2010   23/45
Publishing house
Introduction
MT and free software
Apertium and Matxin
Apertium
         Modules
         Adaptations
                   Linguistic A.
                             publish
                             sports
                             finance
                   Integrations
Matxin
         ES-EU
                   Modules
                   ESǂEU
                   Adaptations
         EU-ES
Conclusion




                                       Machine translation with free software for enterprises   09/07/2010   24/45
Several fields:
                                                es-ca / es-gl
Introduction
MT and free software
Apertium and Matxin
                                         mitocondria-mitòcondria, …
Apertium
         Modules
                                         alejandrino-alexandrí, …
         Adaptations
                   Linguistic A.         califato-califat, …
                             publish
                             sports      blues-blues
                             finance
                   Integrations
                                         Pitágoras-Pitàgores
Matxin
         ES-EU
                   Modules
                                       etc.
                   ESǂEU
                   Adaptations
         EU-ES
Conclusion




                                          Machine translation with free software for enterprises   09/07/2010   25/45
« Trainières » association
Introduction
MT and free software
Apertium and Matxin
Apertium
         Modules
         Adaptations
                   Linguistic A.
                             publish
                             sports
                             finance
                   Integrations
Matxin
         ES-EU
                   Modules
                   ESǂEU
                   Adaptations
         EU-ES
Conclusion




                                       Machine translation with free software for enterprises   09/07/2010   26/45
Specific terminology:
                                         Remo-oar
Introduction
MT and free software                     club de remo-rowing club
Apertium and Matxin
Apertium
         Modules                         Caja Madrid-Caja Madrid
         Adaptations
                   Linguistic A.
                             publish
                             sports
                                       (not “Box Madrid”)
                             finance
                   Integrations
Matxin                                   Zarauzko estropadak-
         ES-EU
                   Modules
                   ESǂEU                      Zarauzko estropadak
                   Adaptations
         EU-ES
Conclusion




                                          Machine translation with free software for enterprises   09/07/2010   27/45
Savings bank
Introduction
MT and free software
Apertium and Matxin
Apertium
         Modules
         Adaptations
                   Linguistic A.
                             publish
                             sports
                             finance
                   Integrations
Matxin
         ES-EU
                   Modules
                   ESǂEU
                   Adaptations
         EU-ES
Conclusion




                                       Machine translation with free software for enterprises   09/07/2010   28/45
Bank terminology (multiwords):

                                       payer en espèces -

Introduction                           pagar en metálico
MT and free software
Apertium and Matxin
Apertium
         Modules
         Adaptations
                   Linguistic A.
                             publish
                                       payer en liquide –
                             sports
                             finance
                   Integrations
                                       pagar en metálico (LR)
Matxin
         ES-EU
                   Modules
                   ESǂEU
                   Adaptations
         EU-ES                         billet à ordre - pagaré
Conclusion




                                       Machine translation with free software for enterprises   09/07/2010   29/45
Integrations
Introduction
MT and free software
Apertium and Matxin
Apertium
         Modules
                                       Needs?
         Adaptations
                   Linguistic A.
                             publish
                             sports
                             finance


                                       What translation
                   Integrations
Matxin
         ES-EU
                   Modules
                   ESǂEU               procedure?
                   Adaptations
         EU-ES
Conclusion




                                       Machine translation with free software for enterprises   09/07/2010   30/45
Implementation

Introduction
MT and free software
                                       Integration of Apertium in
Apertium and Matxin
Apertium
         Modules
                                       the system of the company
         Adaptations
                   Linguistic A.
                             publish
                             sports
                             finance
                   Integrations
                                       Definition of an API
Matxin
         ES-EU
                   Modules
                   ESǂEU


         EU-ES
                   Adaptations
                                       Readaptation of the
Conclusion

                                       codification



                                       Machine translation with free software for enterprises   09/07/2010   31/45
Translation engines with
                                                                      free software
Introduction
MT and free software



                                       Apertium
Apertium and Matxin
Apertium
         Modules
         Adaptations
                   Linguistic A.
                             publish   http://sourceforge.net/projects/apertium/files/
                             sports
                             finance
                   Integrations
Matxin
         ES-EU
                   Modules
                                       Matxin
                   ESǂEU


                                       http://sourceforge.net/projects/matxin/files/
                   Adaptations
         EU-ES
Conclusion




                                          Machine translation with free software for enterprises   09/07/2010   32/45
RBMT
                                                         ES                                     EU
Introduction
MT and free software
Apertium and Matxin
Apertium
         Modules
         Adaptations
                   Linguistic A.
                             publish
                             sports
                             finance
                   Integrations
Matxin
         ES-EU
                   Modules
                   ESǂEU               Rule-based
                   Adaptations
         EU-ES
Conclusion                              Deep transfer


                                       Machine translation with free software for enterprises   09/07/2010   33/45
Deep transfer modules of Matxin
                               Source text                Deformatting


Introduction
                                                           Deep analysis
MT and free software
Apertium and Matxin
Apertium
         Modules                                             Structural transfer                         Lexical transfer
         Adaptations
                   Linguistic A.
                             publish
                             sports
                                                         Syntactical generation
                             finance
                   Integrations
Matxin
         ES-EU                                         Morphological generation
                   Modules
                   ESǂEU
                   Adaptations
         EU-ES                                           After-generation
Conclusion



                                                            Reformatting                        Translation


                                       Machine translation with free software for enterprises                 09/07/2010   34/45
Apertium (superficial transfer)                                        Matxin

                                       ST               Deformatting                                 ST        Deformatting



Introduction
                                                Morphological analysis                                        Deep analysis
MT and free software
Apertium and Matxin
Apertium
         Modules                                  Lexical disambiguation                                    ST                LT
         Adaptations
                   Linguistic A.
                             publish
                             sports                   ST                  LT                              Sintactical generation
                             finance
                   Integrations
Matxin
         ES-EU                                    Morphological generation                                Morphological generation
                   Modules
                   ESǂEU
                   Adaptations
         EU-ES                                         After-generation                                       After-generation
Conclusion



                                                         Reformatting                       T             Reformatting                T

                                            Machine translation with free software for enterprises               09/07/2010   35/45
Differences between ES and EU
Introduction
MT and free software
Apertium and Matxin
Apertium
         Modules
         Adaptations                                      ES                                                      EU
                   Linguistic A.
                             publish   inflected                                                  agglutinative
                             sports
                             finance


Matxin
                   Integrations
                                       inflections and prepositions                               words= lexemes + affixes
         ES-EU
                   Modules
                   ESǂEU
                   Adaptations
         EU-ES
Conclusion




                                         Machine translation with free software for enterprises                   09/07/2010   36/45
«para los de la casa = etxekoentzako»
                                                   (« for those of the house »)

Introduction
MT and free software
                                                 para (prep.)                                   etxe- (n)
Apertium and Matxin
Apertium
         Modules                                                                                -koentzako (morpheme
         Adaptations                            los (art./m/pl)                                 = « for those of the »)
                   Linguistic A.
                             publish
                             sports
                             finance
                   Integrations
                                                   de (prep.)
Matxin
         ES-EU
                   Modules
                   ESǂEU                          la (art./f/sg)
                   Adaptations
         EU-ES
Conclusion

                                               casa (SN/f/sg)


                                       Machine translation with free software for enterprises               09/07/2010   37/45
Terminological adaptation
Introduction
MT and free software
Apertium and Matxin
Apertium
         Modules
         Adaptations
                   Linguistic A.
                                       Improve the lexical choice
                             publish


                                            Method based on corpus
                             sports
                             finance
                   Integrations
Matxin
         ES-EU
                   Modules
                   ESǂEU
                   Adaptations
         EU-ES
Conclusion




                                        Machine translation with free software for enterprises   09/07/2010   38/45
Polysemy
Introduction
MT and free software
Apertium and Matxin
Apertium
         Modules                                   ES                                EU_1                  EU_2
         Adaptations
                   Linguistic A.       capital (m/f)                     hiriburu                  kapitala
                             publish                                     (capital city)            (capital)
                             sports
                             finance   formación (f)                     alderdi                   trebakuntza
Matxin
                   Integrations
                                                                         (political party)         (training)
         ES-EU
                   Modules
                   ESǂEU
                   Adaptations
         EU-ES
Conclusion




                                          Machine translation with free software for enterprises          09/07/2010   39/45
Similar signifiers in ES and in EU:

Introduction                            capital => kapital
MT and free software
Apertium and Matxin
Apertium
         Modules
                                        formación => formazio
         Adaptations
                   Linguistic A.
                             publish
                             sports
                             finance
                   Integrations        Multiword
Matxin
         ES-EU
                   Modules
                   ESǂEU
                   Adaptations
         EU-ES
Conclusion




                                       Machine translation with free software for enterprises   09/07/2010   40/45
Multiword
                                       PN: Pilar del Castillo => gazteluko mugarri

                                                                            (pilier du château / pilar of the castle)
Introduction
MT and free software
Apertium and Matxin
                                       Others: ministro de educación, política social y deporte
Apertium
         Modules
         Adaptations                               (ministre d'éducation, politique social et sports /
                   Linguistic A.
                             publish
                             sports                   education, social policy and sports minister)
                             finance
                   Integrations
Matxin                                              recinto cerrado => esparru itxi
         ES-EU
                   Modules
                   ESǂEU
                   Adaptations
                                                                                       (enceinte fermée / enclosure)
         EU-ES
Conclusion
                                                    recinto ferial => azoka barruti

                                                                     (enceinte de l'exposition / exhibition site)
                                       Machine translation with free software for enterprises          09/07/2010   41/45
SMT
                                                   EU                                           ES
Introduction
MT and free software
Apertium and Matxin
Apertium
         Modules
         Adaptations
                   Linguistic A.
                             publish
                             sports
                             finance
                   Integrations
Matxin
         ES-EU
                   Modules
                   ESǂEU
                   Adaptations
         EU-ES                          Moses
Conclusion


                                        Less developed than ES-EU

                                       Machine translation with free software for enterprises   09/07/2010   42/45
Challenges
                                       Matxin: ES<->EU productive
Introduction
MT and free software
Apertium and Matxin
Apertium
         Modules
         Adaptations                   Apertium :
                   Linguistic A.
                             publish
                             sports    Keep on improving
                             finance
                   Integrations
Matxin
         ES-EU
                                       Create new language pairs
                   Modules
                   ESǂEU
                   Adaptations
         EU-ES
Conclusion
                                       Follow the technological

                                           research
                                       Machine translation with free software for enterprises   09/07/2010   43/45
Based on the
                                                                                                Apertium and
                                                                                                Matxin
Introduction
MT and free software                                                                            technologies
                                       Machine translation with
Apertium and Matxin
Apertium
         Modules


                                       free software
         Adaptations
                   Linguistic A.
                             publish
                             sports
                             finance
                   Integrations
Matxin
         ES-EU                                                     www.opentrad.com
                   Modules
                   ESǂEU
                   Adaptations
         EU-ES
Conclusion




                                       Machine translation with free software for enterprises   09/07/2010   44/45
Thank you very much!

garbine@eleka.net | www.eleka.net




     Machine translation with free software for enterprises   09/07/2010   45/45

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Mt translation with free software en

  • 1. Machine translation with free software for enterprises Bordeaux, 6th July 2010 Garbiñe Aranbarri Machine translation with free software for enterprises 09/07/2010 1/45
  • 2. Introduction ELEKA MT and free software Apertium and Matxin Apertium Modules Adaptations Linguistic A. publish sports finance Integrations www.eleka.net info@eleka.net Matxin ES-EU Modules ESǂEU Adaptations EU-ES Conclusion Machine translation with free software for enterprises 09/07/2010 2/45
  • 3. Translation engines with free software Introduction Apertium MT and free software Apertium and Matxin Apertium Modules Adaptations Linguistic A. http://sourceforge.net/projects/apertium/files/ publish sports finance Matxin Integrations Matxin ES-EU Modules http://sourceforge.net/projects/matxin/files/ ESǂEU Adaptations EU-ES Conclusion Machine translation with free software for enterprises 09/07/2010 3/45
  • 4. Based on the Apertium and Matxin Introduction MT and free software technologies Machine translation with Apertium and Matxin Apertium Modules free software Adaptations Linguistic A. publish sports finance Integrations Matxin ES-EU www.opentrad.com Modules ESǂEU Adaptations EU-ES Conclusion Machine translation with free software for enterprises 09/07/2010 4/45
  • 5. Introduction MT and free software Apertium and Matxin Apertium Modules Adaptations Linguistic A. publish sports finance Integrations Matxin ES-EU Modules ESǂEU Adaptations EU-ES Conclusion Machine translation with free software for enterprises 09/07/2010 5/45
  • 6. Practical and accessible Introduction MT and free software Apertium and Matxin Apertium Modules Adaptations Linguistic A. publish sports finance Integrations Matxin ES-EU Modules ESǂEU Adaptations EU-ES Conclusion Machine translation with free software for enterprises 09/07/2010 6/45
  • 7. Quality: revise always! Introduction MT and free software Apertium and Matxin Apertium Modules Adaptations Linguistic A. publish sports finance Integrations Matxin ES-EU Modules ESǂEU Adaptations EU-ES Conclusion Machine translation with free software for enterprises 09/07/2010 7/45
  • 8. MT: speeds up translation process Free software Introduction MT and free software continuous improvements Apertium and Matxin Apertium Modules Adaptations flexibility for the adaptations Linguistic A. publish sports finance Integrations Matxin ES-EU Modules ESǂEU Adaptations EU-ES Conclusion Machine translation with free software for enterprises 09/07/2010 8/45
  • 9. Translation engines with free software Introduction Apertium MT and free software Apertium and Matxin Apertium Modules Adaptations Linguistic A. http://sourceforge.net/projects/apertium/files/ publish sports finance Matxin ES-EU Integrations Matxin Modules http://sourceforge.net/projects/matxin/files/ ESǂEU Adaptations EU-ES Conclusion Machine translation with free software for enterprises 09/07/2010 9/45
  • 10. Apertium in the beginning Introduction MT and free software Apertium and Matxin Apertium Modules Adaptations Linguistic A. publish sports finance Integrations Matxin ES-EU Modules ESǂEU Adaptations Language pairs of the same family EU-ES Conclusion Superficial transfer Machine translation with free software for enterprises 09/07/2010 10/45
  • 11. Superficial transfer modules of Apertium Source text Deformatting Introduction Morphological analysis MT and free software Apertium and Matxin Apertium Modules Lexical disambiguation Adaptations Linguistic A. publish sports Structural transfer Lexical transfer finance Integrations Matxin ES-EU Morphological generation Modules ESǂEU Adaptations EU-ES After-generation Conclusion Reformatting Translation Machine translation with free software for enterprises 09/07/2010 11/45
  • 12. ES: He recibido un pagaré. ... Modules Source text Deformatting Morphological analysis Disambiguation Transfer Generation After-generation Reformatting Translation ... Machine translation with free software for enterprises 09/07/2010 12/45
  • 13. Deformatting: He recibido un pagaré. ... Modules Source text Deformatting Morphological analysis Disambiguation Transfer Generation After-generation Reformatting Translation ... Machine translation with free software for enterprises 09/07/2010 13/45
  • 14. Morphological analysis: He: He/Haber, verb, pres. indic., 1st p. sg. recibido: recibido/recibido, adj, m. sg. / recibir, verb, participle, m. sg. ... Modules Source text Deformatting un: un/uno, det, ind, m. sg. Morphological analysis Disambiguation pagaré: pagaré/pagaré, n, m. sg. / pagar, verb, future indic, 1st p. sg. Transfer Generation After-generation Reformatting Translation ... Machine translation with free software for enterprises 09/07/2010 14/45
  • 15. Lexical disambiguation: He: Haber, verb indic., 1st p. sg. recibido: recibir, verb, participle, m. sg. ... Modules Source text Deformatting un: uno, det., ind, m. sg. Morphological analysis Disambiguation pagaré: pagaré, n, m. sg. Transfer Generation After-generation Reformatting Translation ... Machine translation with free software for enterprises 09/07/2010 15/45
  • 16. Structural and lexical transfer He: (haber) pp1, sg – (avoir) pp1, sg. recibido: (recibir) participle, m, sg – (recevoir) participle,m, sg. ... Modules Source text un: (uno) det, ind, m, sg – (un) det, ind, m, sg. Deformatting Morphological analysis pagaré: (pagaré) n, m, sg – billet (m, sg) à ordre Disambiguation Transfer Generation After-generation Reformatting Translation ... Machine translation with free software for enterprises 09/07/2010 16/45
  • 17. Morphological generation ... Modules Source text ~Je ai reçu un billet à ordre~.~ Deformatting Morphological analysis Disambiguation Transfer Generation After-generation Reformatting Translation ... Machine translation with free software for enterprises 09/07/2010 17/45
  • 18. After-generation ... Modules Source text J'ai reçu un billet à ordre. Deformatting Morphological analysis Disambiguation Transfer Generation After-generation Reformatting Translation ... Machine translation with free software for enterprises 09/07/2010 18/45
  • 19. Reformatting ... Modules Source text Deformatting J'ai reçu un billet à ordre. Morphological analysis Disambiguation Transfer Generation After-generation Reformatting Translation ... Machine translation with free software for enterprises 09/07/2010 19/45
  • 20. ... Modules Source text Deformatting Morphological analysis Disambiguation Transfer Generation After-generation Reformatting Translation ... FR: J'ai reçu un billet à ordre. Machine translation with free software for enterprises 09/07/2010 20/45
  • 21. Apertium today Language pairs of Introduction different families MT and free software Apertium and Matxin Apertium Modules Adaptations Linguistic A. Deep transfer publish sports finance Statistical training of the Integrations Matxin ES-EU Modules dictionaries ESǂEU Adaptations EU-ES Conclusion Machine translation with free software for enterprises 09/07/2010 21/45
  • 22. Linguistic adaptations Introduction MT and free software Objectives Apertium and Matxin Apertium Modules Adaptations Context Linguistic A. publish sports finance Integrations Matxin ES-EU Ex.: media Modules ESǂEU Adaptations Understandable EU-ES Conclusion General Machine translation with free software for enterprises 09/07/2010 22/45
  • 23. scie/sierra - sierra (fr-es) sierra-sierra Introduction MT and free software scie-sierra (LR) Apertium and Matxin Apertium Modules Adaptations Linguistic A. publish sports MULTIWORDS finance Integrations Matxin ES-EU scie circulaire – sierra circular Modules ESǂEU Adaptations scie à archet – sierra de arco EU-ES Conclusion scie à ruban – sierra de cinta etc. Machine translation with free software for enterprises 09/07/2010 23/45
  • 24. Publishing house Introduction MT and free software Apertium and Matxin Apertium Modules Adaptations Linguistic A. publish sports finance Integrations Matxin ES-EU Modules ESǂEU Adaptations EU-ES Conclusion Machine translation with free software for enterprises 09/07/2010 24/45
  • 25. Several fields: es-ca / es-gl Introduction MT and free software Apertium and Matxin mitocondria-mitòcondria, … Apertium Modules alejandrino-alexandrí, … Adaptations Linguistic A. califato-califat, … publish sports blues-blues finance Integrations Pitágoras-Pitàgores Matxin ES-EU Modules etc. ESǂEU Adaptations EU-ES Conclusion Machine translation with free software for enterprises 09/07/2010 25/45
  • 26. « Trainières » association Introduction MT and free software Apertium and Matxin Apertium Modules Adaptations Linguistic A. publish sports finance Integrations Matxin ES-EU Modules ESǂEU Adaptations EU-ES Conclusion Machine translation with free software for enterprises 09/07/2010 26/45
  • 27. Specific terminology: Remo-oar Introduction MT and free software club de remo-rowing club Apertium and Matxin Apertium Modules Caja Madrid-Caja Madrid Adaptations Linguistic A. publish sports (not “Box Madrid”) finance Integrations Matxin Zarauzko estropadak- ES-EU Modules ESǂEU Zarauzko estropadak Adaptations EU-ES Conclusion Machine translation with free software for enterprises 09/07/2010 27/45
  • 28. Savings bank Introduction MT and free software Apertium and Matxin Apertium Modules Adaptations Linguistic A. publish sports finance Integrations Matxin ES-EU Modules ESǂEU Adaptations EU-ES Conclusion Machine translation with free software for enterprises 09/07/2010 28/45
  • 29. Bank terminology (multiwords): payer en espèces - Introduction pagar en metálico MT and free software Apertium and Matxin Apertium Modules Adaptations Linguistic A. publish payer en liquide – sports finance Integrations pagar en metálico (LR) Matxin ES-EU Modules ESǂEU Adaptations EU-ES billet à ordre - pagaré Conclusion Machine translation with free software for enterprises 09/07/2010 29/45
  • 30. Integrations Introduction MT and free software Apertium and Matxin Apertium Modules Needs? Adaptations Linguistic A. publish sports finance What translation Integrations Matxin ES-EU Modules ESǂEU procedure? Adaptations EU-ES Conclusion Machine translation with free software for enterprises 09/07/2010 30/45
  • 31. Implementation Introduction MT and free software Integration of Apertium in Apertium and Matxin Apertium Modules the system of the company Adaptations Linguistic A. publish sports finance Integrations Definition of an API Matxin ES-EU Modules ESǂEU EU-ES Adaptations Readaptation of the Conclusion codification Machine translation with free software for enterprises 09/07/2010 31/45
  • 32. Translation engines with free software Introduction MT and free software Apertium Apertium and Matxin Apertium Modules Adaptations Linguistic A. publish http://sourceforge.net/projects/apertium/files/ sports finance Integrations Matxin ES-EU Modules Matxin ESǂEU http://sourceforge.net/projects/matxin/files/ Adaptations EU-ES Conclusion Machine translation with free software for enterprises 09/07/2010 32/45
  • 33. RBMT ES EU Introduction MT and free software Apertium and Matxin Apertium Modules Adaptations Linguistic A. publish sports finance Integrations Matxin ES-EU Modules ESǂEU Rule-based Adaptations EU-ES Conclusion Deep transfer Machine translation with free software for enterprises 09/07/2010 33/45
  • 34. Deep transfer modules of Matxin Source text Deformatting Introduction Deep analysis MT and free software Apertium and Matxin Apertium Modules Structural transfer Lexical transfer Adaptations Linguistic A. publish sports Syntactical generation finance Integrations Matxin ES-EU Morphological generation Modules ESǂEU Adaptations EU-ES After-generation Conclusion Reformatting Translation Machine translation with free software for enterprises 09/07/2010 34/45
  • 35. Apertium (superficial transfer) Matxin ST Deformatting ST Deformatting Introduction Morphological analysis Deep analysis MT and free software Apertium and Matxin Apertium Modules Lexical disambiguation ST LT Adaptations Linguistic A. publish sports ST LT Sintactical generation finance Integrations Matxin ES-EU Morphological generation Morphological generation Modules ESǂEU Adaptations EU-ES After-generation After-generation Conclusion Reformatting T Reformatting T Machine translation with free software for enterprises 09/07/2010 35/45
  • 36. Differences between ES and EU Introduction MT and free software Apertium and Matxin Apertium Modules Adaptations ES EU Linguistic A. publish inflected agglutinative sports finance Matxin Integrations inflections and prepositions words= lexemes + affixes ES-EU Modules ESǂEU Adaptations EU-ES Conclusion Machine translation with free software for enterprises 09/07/2010 36/45
  • 37. «para los de la casa = etxekoentzako» (« for those of the house ») Introduction MT and free software para (prep.) etxe- (n) Apertium and Matxin Apertium Modules -koentzako (morpheme Adaptations los (art./m/pl) = « for those of the ») Linguistic A. publish sports finance Integrations de (prep.) Matxin ES-EU Modules ESǂEU la (art./f/sg) Adaptations EU-ES Conclusion casa (SN/f/sg) Machine translation with free software for enterprises 09/07/2010 37/45
  • 38. Terminological adaptation Introduction MT and free software Apertium and Matxin Apertium Modules Adaptations Linguistic A. Improve the lexical choice publish Method based on corpus sports finance Integrations Matxin ES-EU Modules ESǂEU Adaptations EU-ES Conclusion Machine translation with free software for enterprises 09/07/2010 38/45
  • 39. Polysemy Introduction MT and free software Apertium and Matxin Apertium Modules ES EU_1 EU_2 Adaptations Linguistic A. capital (m/f) hiriburu kapitala publish (capital city) (capital) sports finance formación (f) alderdi trebakuntza Matxin Integrations (political party) (training) ES-EU Modules ESǂEU Adaptations EU-ES Conclusion Machine translation with free software for enterprises 09/07/2010 39/45
  • 40. Similar signifiers in ES and in EU: Introduction capital => kapital MT and free software Apertium and Matxin Apertium Modules formación => formazio Adaptations Linguistic A. publish sports finance Integrations Multiword Matxin ES-EU Modules ESǂEU Adaptations EU-ES Conclusion Machine translation with free software for enterprises 09/07/2010 40/45
  • 41. Multiword PN: Pilar del Castillo => gazteluko mugarri (pilier du château / pilar of the castle) Introduction MT and free software Apertium and Matxin Others: ministro de educación, política social y deporte Apertium Modules Adaptations (ministre d'éducation, politique social et sports / Linguistic A. publish sports education, social policy and sports minister) finance Integrations Matxin recinto cerrado => esparru itxi ES-EU Modules ESǂEU Adaptations (enceinte fermée / enclosure) EU-ES Conclusion recinto ferial => azoka barruti (enceinte de l'exposition / exhibition site) Machine translation with free software for enterprises 09/07/2010 41/45
  • 42. SMT EU ES Introduction MT and free software Apertium and Matxin Apertium Modules Adaptations Linguistic A. publish sports finance Integrations Matxin ES-EU Modules ESǂEU Adaptations EU-ES Moses Conclusion Less developed than ES-EU Machine translation with free software for enterprises 09/07/2010 42/45
  • 43. Challenges Matxin: ES<->EU productive Introduction MT and free software Apertium and Matxin Apertium Modules Adaptations Apertium : Linguistic A. publish sports Keep on improving finance Integrations Matxin ES-EU Create new language pairs Modules ESǂEU Adaptations EU-ES Conclusion Follow the technological research Machine translation with free software for enterprises 09/07/2010 43/45
  • 44. Based on the Apertium and Matxin Introduction MT and free software technologies Machine translation with Apertium and Matxin Apertium Modules free software Adaptations Linguistic A. publish sports finance Integrations Matxin ES-EU www.opentrad.com Modules ESǂEU Adaptations EU-ES Conclusion Machine translation with free software for enterprises 09/07/2010 44/45
  • 45. Thank you very much! garbine@eleka.net | www.eleka.net Machine translation with free software for enterprises 09/07/2010 45/45