Yeah, there were a LOT of grammatical mistakes in the linked article:
"Text summarization it is the technique"
"With the presently explosion"
"there is need to develop"
I'm not trying to be funny here: I'm genuinely skeptical about somebody who's claiming to have some expertise in machine learning as it applies to textual data but didn't apply a grammar checker (MS Word would catch this stuff).