There are those who define free will a bit differently though. It's not a precise term. Another definition is that you[n+1] cannot be computed from any function other than you or something isomorphic with you -- in other words you are not coarse-grainable or predictable using any subset of your state. Someone would have to literally make a copy of you to predict your behavior, possibly down to the atomic or quantum level.
I've heard functions/processes with this property called computationally irreducible:
https://en.wikipedia.org/wiki/Computational_irreducibility
Basically the computational irreducibility definition of free will just means nothing outside of you can predict what you're going to do unless it has an exact copy of you or something functionally equivalent (uploaded mind, etc.).
Another variation on the same idea is the "arrow of time" view put forward by Ilya Prigogine:
http://www.amazon.com/The-End-Certainty-Ilya-Prigogine/dp/06...
This is IMHO very close to if not identical to Wolfram's computational irreducibility, but framed a bit differently.
Obviously humans are somewhat predictable, but somewhat predictable doesn't imply deterministic. My personal opinion is that the second theory (irreducibility/arrow of time) is almost certainly true, and the first is also probably true. So we are probably both irreducible and indeterminate. I'd say the same is likely true of any living thing and possibly other complex natural processes.
That aside, however, I would say that this depends on what you mean by "responsible".
I can't speak for the physics community, but most philosophers are ok with a purely physical being having free will.
> Finally we need to assume that we have complete freedom to choose which of several measurements to perform - this is the third principle, also called the no-conspiracy principle.
https://en.wikipedia.org/wiki/Bell's_theorem#Overview :
> Freedom refers to the physical possibility to determine settings on measurement devices independently of the internal state of the physical system being measured.