Thats a unique idea.You should consider the following idea to enhance your idea so that it would impact uniquely:  present a discriminative learning method to improve the consistency of translations in phrase-based Statistical Machine Translation (SMT) systems. Our method is inspired by Translation Memory (TM) systems which are widely used by human translators in industrial settings.  constrain the translation of an input sentence using the most similar 'translation example' retrieved from the TM. Differently from previous research which used simple fuzzy match thresholds, these constraints are imposed using discriminative learning to optimise the translation performance.  observe that using this method can benefit the SMT system by not only producing consistent translations, but also improved translation outputs.  report a 0.9 point improvement in terms of BLEU score on English--Chinese technical documents.
['Yanjun Ma', 'Yifan He', 'Andy Way', 'Josef van Genabith']
I am writing a research paper on a idea Consistent Translation using Discriminative Learning - A Translation Memory-inspired Approach
[{"from": "human", "value": "I am writing a research paper on a idea Consistent Translation using Discriminative Learning - A Translation Memory-inspired Approach"}, {"from": "gpt", "value": "Thats a unique idea.You should consider the following idea to enhance your idea so that it would impact uniquely:  present a discriminative learning method to improve the consistency of translations in phrase-based Statistical Machine Translation (SMT) systems. Our method is inspired by Translation Memory (TM) systems which are widely used by human translators in industrial settings.  constrain the translation of an input sentence using the most similar 'translation example' retrieved from the TM. Differently from previous research which used simple fuzzy match thresholds, these constraints are imposed using discriminative learning to optimise the translation performance.  observe that using this method can benefit the SMT system by not only producing consistent translations, but also improved translation outputs.  report a 0.9 point improvement in terms of BLEU score on English--Chinese technical documents."}]