liangyou li - esr 8 - dcu
TRANSCRIPT
Combination of TM and SMT Liangyou Li (ESR 8)
ADAPT Centre, School of Computing
Dublin City University [email protected]
TM can produce high
quality and consistent
translations for repetitive
materials.
When no high similar
instances exist, SMT is
more reliable
Why combining TM and SMT?
(Koehn and Senellart, 2010)
Combination During Decoding AMTA 2014
EAMT 2016
Combination Before Decoding ACL 2016
Contributions
Combination During Decoding
Input
TM
SMT
output
Fuzzy matches
Combination During Decoding
Input
TM
SMT
output
Fuzzy matches Find rules
extract features
add features to decoder
Input
TM matches
Combination During Decoding
Results on English-Spanish Data from Hermes
Combination Before Decoding
Input
TM
SMT
output
Fuzzy matches
new input
Combination Before Decoding
Input
TM
SMT
output
Fuzzy matches
new input
Combination Before Decoding
Results on English-Chinese and English-French
Conclusion
BLEU scores VS Productivity Gains
(Parra Escartín and Arcedillo, 2015)
The End! Thank You !