The burden of evidence lies with the editor who adds or restores material. You may remove any material lacking a reliable source that directly supports it (although an alternate procedure would be to add a citation needed tag). How quickly this should happen depends on the material and the overall state of the article. Editors might object if you remove material without giving them time to provide references