Use a little elbow grease with a hand scraper tool to do a dry scrape of the glue.
Use a shop vac to remove the particles from the floor.
Add adhesive remover to the floor and spread it around.
Cover the area with plastic.
Let the glue remover rest for 1-3 hours. Test to see how easily it will scrape off.
Using your hand-scraping tools continue to work to get the glue off the concrete.
Use a mop and soapy water or a sponge to get rid of glue residue.
Repeat the above steps for stubborn areas.