The difference between validation and test splits is suttle.
this guy gave some insights here: https://twitter.com/gusthema/status/1359550476166045699 2
the summary is that if you don’t have a separate test set, your model will overfit and you won’t be able to verify that. In the end of the thread there’s also a link to this great video: Machine Learning: Validation vs Testing - YouTube 1