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Unsupervised chunk extraction using unsupervised CWS system (with NVBE formulation).
Unsupervised chunk extraction using unsupervised CWS system (with NVBE formulation) Supervised polarity identification of extracted chunks (with a binomial test) Supervised sentiment detection of micro-blog messages (with a Maximum Entropy model).
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The plausibility of unsupervised online-learning effects was modelled with n-gram, chunking and simple recurrent network models.
For our task, we do not need to actually perform the whole segmentation procedure (i.e., without outputting/using the final segmented results) but to train and use the algorithms from the proposed unsupervised CWS system, in order to get a list of chunks for the follow-up polarity testing.
We use an unsupervised Chinese word segmentation system and binomial test to extract specific and endogenous lexicon chunks from the training corpus.
After the above unsupervised CWS system is trained, NVBE algorithm is then applied to extract a list of chunks.
Chunk chunk chunk!
The sport grew, unsupervised.
We were totally unsupervised".
Inevitably, much of the park goes unsupervised.
By noon, they were home unsupervised.
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