Part-of-Speech Tagging

Rule-Based: A dictionary is constructed with possible tags for each word. Rules are either hand-crafted, learned or both. An example rule might say, "If an ambiguous/unknown word X is preceded by a determiner and followed by a noun, tag it as an adjective." Statistical: A text corpus is used to derive useful probabilities. Given a sequence of words, the most probable sequence of tags is selected.