Thats a unique idea.You should consider the following idea to enhance your idea so that it would impact uniquely: Several preprocessing techniques using syntactic information and linguistically motivated rules have been proposed to improve the quality of phrase-based machine translation (PBMT) output. On the other hand, there has been little work on similar techniques in the context of other translation formalisms such as syntax-based SMT. ,  examine whether the sort of rule-based syntactic preprocessing approaches that have proved beneficial for PBMT can contribute to syntax-based SMT. Specifically,  tailor a highly successful preprocessing method for EnglishJapanese PBMT to syntax-based SMT, andfind that while the gains achievable are smaller than those for PBMT, significant improvements in accuracy can be realized.
['Yuto Hatakoshi', 'Graham Neubig', 'Sakriani Sakti', 'Tomoki Toda', 'Satoshi Nakamura']
I am writing a research paper on a idea Rule-based Syntactic Preprocessing for Syntax-based Machine Translation
[{"from": "human", "value": "I am writing a research paper on a idea Rule-based Syntactic Preprocessing for Syntax-based Machine Translation"}, {"from": "gpt", "value": "Thats a unique idea.You should consider the following idea to enhance your idea so that it would impact uniquely: Several preprocessing techniques using syntactic information and linguistically motivated rules have been proposed to improve the quality of phrase-based machine translation (PBMT) output. On the other hand, there has been little work on similar techniques in the context of other translation formalisms such as syntax-based SMT. ,  examine whether the sort of rule-based syntactic preprocessing approaches that have proved beneficial for PBMT can contribute to syntax-based SMT. Specifically,  tailor a highly successful preprocessing method for EnglishJapanese PBMT to syntax-based SMT, andfind that while the gains achievable are smaller than those for PBMT, significant improvements in accuracy can be realized."}]