Title | ||
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A fixed-point decoding approach for statistical machine translation on mobile terminals |
Abstract | ||
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The demand for statistical machine translation on mobile terminals is increasing rapidly, but translation speed is restricted by the embedded processors without a floating-point unit. This paper proposes an approach to convert floating-point numbers into fixed-point numbers for SMT decoding on mobile terminals in order to reduce the impact of the processors without a floating-point unit on translation speed. The experiments based on PC and mobile terminal show that this approach ensures the quality of translation and the speed of fixed-point arithmetic operations is 135.6% faster than that of floating-point arithmetic operations. Therefore, this approach can efficiently improve translation speed of SMT systems on mobile terminals with weak ability in floating-point arithmetic operations. |
Year | DOI | Venue |
---|---|---|
2010 | 10.1109/IUCS.2010.5666031 | IUCS |
Keywords | DocType | Volume |
embedded processor,statistical machine translation,arithmetic operation,fixed point decoding,fixed point arithmetic,language translation,fixed point number conversion,mobile terminals,mobile terminal,smt,floating point number,code convertors,decoding,fixed-point,floating point arithmetic | Conference | null |
Issue | ISSN | ISBN |
null | null | 978-1-4244-7821-7 |
Citations | PageRank | References |
0 | 0.34 | 11 |
Authors | ||
5 |
Name | Order | Citations | PageRank |
---|---|---|---|
Xiang Li (李翔) | 1 | 0 | 3.04 |
Jin An Xu | 2 | 15 | 24.50 |
Wenbin Jiang | 3 | 355 | 36.55 |
Qun Liu | 4 | 2149 | 203.11 |
Yajuan Lü | 5 | 276 | 20.00 |