Could go either way.

I think a surge protector needs the ground to detect the surge.

I own many power strips that are grounded, but have zero surge protection. These are commercial-grade units with built in, real circuit breakers.

I have a bunch of cheap ones with ground too.

I don’t buy surge protectors. They fail in weird ways.