Thats a unique idea.You should consider the following idea to enhance your idea so that it would impact uniquely: Recent research has shown clear improvement in translation quality by exploiting linguistic syntax for either the source or target language. Hover, when using syntax for both languages (“tree-to-tree” translation), there is evidence that syntactic divergence can hamper the extraction of useful rules (Ding and Palmer 2005). Smith and Eisner (2006) introduced quasi-synchronous grammar, a formalism that treats non-isomorphic structure softly using features rather than hard constraints. Although a natural fit for translation modeling, its flexibility has proved challenging for building real-world systems. In this article,  present a tree-to-tree machine translation system inspired by quasi-synchronous grammar. The core of our approach is a new model that combines phrases and dependency syntax, integrating the advantages of phrase-based and syntax-based translation.  report statistically significant improvements over a phrase-based baseline on five of seven test sets across four language pairs.  also p...
['Kevin Gimpel', 'Noah A. Smith']
I am writing a research paper on a idea Phrase Dependency Machine Translation with Quasi-Synchronous Tree-to-Tree Features
[{"from": "human", "value": "I am writing a research paper on a idea Phrase Dependency Machine Translation with Quasi-Synchronous Tree-to-Tree Features"}, {"from": "gpt", "value": "Thats a unique idea.You should consider the following idea to enhance your idea so that it would impact uniquely: Recent research has shown clear improvement in translation quality by exploiting linguistic syntax for either the source or target language. Hover, when using syntax for both languages (\u201ctree-to-tree\u201d translation), there is evidence that syntactic divergence can hamper the extraction of useful rules (Ding and Palmer 2005). Smith and Eisner (2006) introduced quasi-synchronous grammar, a formalism that treats non-isomorphic structure softly using features rather than hard constraints. Although a natural fit for translation modeling, its flexibility has proved challenging for building real-world systems. In this article,  present a tree-to-tree machine translation system inspired by quasi-synchronous grammar. The core of our approach is a new model that combines phrases and dependency syntax, integrating the advantages of phrase-based and syntax-based translation.  report statistically significant improvements over a phrase-based baseline on five of seven test sets across four language pairs.  also p..."}]