> . Not sure what you mean by "contextual information",
The quality of clustering is dictated by the quality of the vectors. I
want to create vectors that that treat statements like "I am a stupid
guy" different from "I am a stupid guy because I am careless".  If the
term stupid was a dimension, my method will give less weight to the
second statement  than the first.

Thanks
Neel

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