Last Tested: Aug 30, 2018
No, it doesn't. While explores, looks, and dashboards may use cache, SQL Runner executes the query directly against the database.
If it looks like SQL Runner is caching, check to make sure that it isn't the database doing that. Some databases such as Redshift may be doing result caching.