World Potential Model: Pretrained World Knowledge as Progress Potentials.

arXiv:2610.09560v1 Announce Type: new Abstract: Long-horizon language agents often receive supervision only from terminal task outcomes, leaving little signal for distinguishing productive intermediate behavior from stagnation or even regression. Rather than l