I've read that a slipknot is recommended for partial hanging, should be this one .
A hangman's knot is often displayed in movies etc. but is rather suited for full suspension hanging with a drop as the knot is designed to break one's neck which obviously doesn't work with partial hanging.
What one could also do is to use oil or soap on the rope to make it more slippery and hence, make it close more tightly.