The weights are also useful to build on, as an initialisation for a related task, or to look for semantic vectors without having to do the (often lengthy) train

The weights are also useful to build on, as an initialisation for a related task, or to look for semantic vectors without having to do the (often lengthy) training oneself. I second your call for more publishing of trained models as well as source code and applaud the OP for doing so. Great post.