Absolutely. The Dutch tax authority draws a distinction. Events at your own workplace fall under the targeted exemption and don't count towards the free allowance. At an external venue, the costs do count. If you exceed the limit, you pay an 80% final levy. The difference can run into tens of thousands of euros.
Read more about your own venue and the WKR.