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NLP: How to do feature normalisation for gender classificiation?

NOTE Before I begin, this F-measure is not related to precision and recall, and its title and definition is taken from this paper. I have a feature known as the F-measure, which is used to measure ...
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Gold Part-Of-Speech tags

I've read this term in many papers in NLP: (Gold POS tags). what does it mean? Thanks.
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POS tagging - text emphasis - reading comprehension

Is there research on POS emphasizing, e.g coloring or font weight, with regards to reading comprehension or speed? Building such a system should be pretty straightforward. I guess running a decent ...
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Word commonly tagged as noun but use as verb

Given a sentence "Someone has to walk the shore and map the island, see what else there is". The "map" word is a verb, but it's commonly used as noun, i.e., in most of dictionaries, the first word ...