Thats a unique idea.You should consider the following idea to enhance your idea so that it would impact uniquely: In this work,  propose to jointly perform Chinese word segmentation (CWS) and punctuation prediction (PU) in a unified framework using deep recurrent neural network (DRNN).  further perform a comparative study among the joint frameworks, the isolated prediction and the pipeline methods that link the two tasks sequentially, on a social media corpus. Our experimental results show that joint models improve performance of CWS and affect PU marginally.  also study the effects of CWS and PU on Chinese-to-English machine translation (MT) quality by evaluating on a parallel social media corpus. It is shown that joint models are superior to the isolated prediction and the pipeline approaches.
['Kui Wu', 'Xuancong Wang', 'Nina Zhou', 'Aiti Aw', 'Haizhou Li']
I am writing a research paper on a idea Joint Chinese word segmentation and punctuation prediction using deep recurrent neural network for social media data
[{"from": "human", "value": "I am writing a research paper on a idea Joint Chinese word segmentation and punctuation prediction using deep recurrent neural network for social media data"}, {"from": "gpt", "value": "Thats a unique idea.You should consider the following idea to enhance your idea so that it would impact uniquely: In this work,  propose to jointly perform Chinese word segmentation (CWS) and punctuation prediction (PU) in a unified framework using deep recurrent neural network (DRNN).  further perform a comparative study among the joint frameworks, the isolated prediction and the pipeline methods that link the two tasks sequentially, on a social media corpus. Our experimental results show that joint models improve performance of CWS and affect PU marginally.  also study the effects of CWS and PU on Chinese-to-English machine translation (MT) quality by evaluating on a parallel social media corpus. It is shown that joint models are superior to the isolated prediction and the pipeline approaches."}]