Should I keep common stop-words when preprocessing for word embedding?
In general stop-words can be omitted since they do not contain any useful information about the content of your sentence or document.
The intuition behind that is that stop-words are the most common words in a language and occur in every document independent of the context. Therefore they contain no valuable information which could hint to the content of the document.