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I have a bunch of unlabeled text data that I would like to hand label. Are there any tools out there that you can use to produce your own labels? Ideally it would show a sentence at a time and give me the option of choosing a label for each word.

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There are several tools for this you could check the Stanford Simple Annotation Tool, also Brat has online demos. For a comprehensive list you could check this question on Quora

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