I thought in this day and age "world model" also includes robo arm training data and robot arm benchmarks

Never heard that.

A world model builds itself a model of the world in which it can simulate an outcome.

In best case its not depending on robotic, otherwise it will be quite limiting for what you can use it.

You can imagine what happens when you write your boss a very inappropriate email, you don't need robotic arms for it.