In this chapter, we learned the different text categorizing and tagging methods, and how words can be grouped into different lexical categories or parts of speech to analyze the syntactical structure of a sentence. We also learned the approaches that can be leveraged to build language models which can extract concepts or sense out of a sentence, using sentence entailment.

In subsequent chapters, we are going to learn more about practical approaches in performing real-time text mining tasks.