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What this doesn't do
Here is a small sample from the infinite list of things Wikipedia Miner can't do.
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Live updates: This toolkit requires you to download and preprocess you own static dump of Wikipedia. Because of that, you will always be a few days behind. For real-time access to Wikipedia, try the Wikipedia API.
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RDF/Semantic Web compliance: The toolkit is for developers and researchers who want closely examine the raw structure of Wikipedia. If you are looking for a pre-built Wikipedia-based ontology, then something like DBpedia or FreeBase will probably be more relevant to you.
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Anything much with templates, info-boxes or revision history:Although these aspects of Wikipedia have been very fruitful for researchers, we simply haven't had a chance to look into them.
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Comprehensive parsing of MediaWiki syntax This toolkit includes code to strip out MediaWiki syntax to obtain plain text or html versions of Wikipedia's content, but this is far from comprehensive. Other (better) parsers are available here.
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Anything with revision history: The toolkit can handle multiple editions of Wikipedia, so you could use it to track changes over time, but we have not done a lot in this area. Check out the JWPL for better support for revision history.
Remember, Wikipedia Miner is entirely open source, and is free to evolve as you see fit.