I would use Dawn dishwashing liquid in warm water.
That said, I dont use the oil except to float filings away. I oil the stone and wipe it off, then sharpen the knife. If the stone loads up, I oil it and wipe it again. Sometimes I wash away the filings with WD-40 and wipe off and go again. Lin