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Currently I'm leveraging http://developer.yahoo.com/search/content/V1/termExtraction.html which isn't ideal for performance and quality reasons. Before I embark on spending time on writing a system I wanted to see if there are any other available options that can do the trick.

A: 

A quick web search for: Yahoo "term extraction" alternatives

Turns up: http://fivefilters.org/term-extraction/ as the first result. It looks decent and has pointers to others at the bottom.

Rasmus
Though I'd prefer something in PHP
Akeem
So I unmarked this as the answer because this solution is AGPL and unfortunately I'm not willing to open source my web application (though I am a open source developer).
Akeem
It uses Topia as its base which is not GPL'ed. It is under the ZPL. See http://pypi.python.org/pypi/topia.termextract/
Rasmus