Word Disambiguration by Active Learning
Intro
Word Disambiguration
Word disambiguration is a fun classification problem in natrual language processing, which enables the machine to distinguish the different meaning of the same word given the corpus of the word.
Active Learning
Active learning is an interesting division in machine learning, which enable the machine to require the data most uncertainty to be labeled, the uncertainty is measured by entropy.
![NLP](/2017/06/08/NLP-Active-Learning-Word-Disambiguration/disa.png)
Experiment Results:
I compire the active learning accuracy with the traditional uncertainty sampling which introduce the
![NLP](/2017/06/08/NLP-Active-Learning-Word-Disambiguration/disb.png)
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