Xuanming Cao

Beyond Generation: What a Decision-Native Model Does Well in a Long Task, and What It Needs from Its Harness

Many automated workflows end in a bounded decision among options that the software already knows, yet such decisions are usually obtained from language models by generating text. Decision-native models instead return one of the supplied options together with a probability distribution. We study one of them, Jev, on the...