Does college education help entrepreneurs, or is dropping out a better path?

College is essential. Atleast In a country like India where it's literally the entry point for almost all jobs

It depends on college

Whatever floats your boat. There can be no standard answer.

Formal full time college education is a waste of time and money. If you consider long distance self study course as college education, that's enough.