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Natural Language Processing with Java

Natural Language Processing with Java

By : Richard M. Reese , Richard M Reese
4.6 (7)
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Natural Language Processing with Java

Natural Language Processing with Java

4.6 (7)
By: Richard M. Reese , Richard M Reese

Overview of this book

If you are a Java programmer who wants to learn about the fundamental tasks underlying natural language processing, this book is for you. You will be able to identify and use NLP tasks for many common problems, and integrate them in your applications to solve more difficult problems. Readers should be familiar/experienced with Java software development.
Table of Contents (10 chapters)
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9
Index

Pipelines


A pipeline is nothing more than a sequence of operations where the output of one operation is used as the input to another operation. We have seen it used in several examples in previous chapters but they have been relatively short. In particular, we saw how the Stanford StanfordCoreNLP class, with its use of annotators objects, supports the concept of pipelines nicely. We will discuss this approach in the next section.

One of the advantages of a pipeline, if structured properly, is that it allows the easy addition and removal of processing elements. For example, if one step of the pipeline converts token to lowercase, then it can be easy to simply remove this step with the remaining elements of the pipeline left untouched.

However, some pipelines are not always this flexible. One step may require a previous step in order to work properly. In a pipeline, such as the one supported by the StanfordCoreNLP class, the following set of annotators is needed to support POS processing:

props...
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Natural Language Processing with Java
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