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HMM

This repository contains a number of language models capable of part-of-speech tagging. The idea is to explore the design space around part-of-speech taggers for educational purposes.

To use, go to mainScript, navigate to lines 14-17, and select the language model you would like to use.

Language Models

Hidden Markov Model

A hidden markov model is used to perform part-of-speech tagging.

Hidden Markov Model Derivative

A model which is structurally similiar to the Hidden Markov Model is used.

Simple Product Maximization

A model which solves the same maximization problem as a Hidden Markov Model, but uses a different computational strategy.

Baseline Model

Applies the most frequently observed part-of-speech to any given word,.