Title :
Translation Memory for a Machine Translation System Using the Hadoop Framework
Author :
Tomar, Aparna ; Bodhankar, Jahnavi ; Kurariya, Pavan ; Jain, Paril ; Lele, Alok ; Darbari, Hemant ; Bhavsar, Virendrakumar C.
Author_Institution :
Centre for Dev. of Adv. Comput., Pune, India
Abstract :
Machine Translation System (MTS) that uses the Tree Adjoining Grammar (TAG) is considered. To improve the response time of our online MTS, we propose the use of a translation memory (TM). The integrated architecture of MTS with TM is outlined. Several examples of language dependent TM tools and translation process are given. To further speedup the translation process, we port MTS on a computing cluster that uses the Hadoop framework and carry out distributed execution. The computational experiments demonstrate that substantial speedups could be obtained by using the Hadoop framework.
Keywords :
Internet; grammars; language translation; Hadoop framework; TAG; computing cluster; language dependent TM tools; machine translation system; online MTS; translation memory; translation process; tree adjoining grammar; Computer architecture; Databases; Engines; Generators; Grammar; Parallel processing; Synthesizers; Hadoop framework; Machine Translation (MT); Translation Memory (TM); Tree Adjoining Grammar (TAG); distributed architecture; high performance computing;
Conference_Titel :
Advances in Computing and Communications (ICACC), 2014 Fourth International Conference on
Conference_Location :
Cochin
Print_ISBN :
978-1-4799-4364-7
DOI :
10.1109/ICACC.2014.56