It is quite unusual for text like data to not have this property. 

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On Aug 13, 2011, at 6:15 PM, Eshwaran Vijaya Kumar <[email protected]> 
wrote:

>> Another thing is also that you need to have good singular value decay in
>> your data, otherwise this methods would be surprisingly far from true
>> vectors (in my experiments).
>> 
> 
> I am not too sure off hand whether this is true for my dataset.

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