In short, yes.
In reality, it may be more complicated than that if the return is international since sellers cannot print cross-border Returns labels.
Have you discussed this with your seller yet? Opened a Resolution Centre case? Be sure to do so with eBay as PayPal makes the buyer pay return shipping regardless of who's at fault.