3 Papers on JEV AI: The Tiny Brother of an LLM for Options Only

JEV is a specialized decision AI model: given evidence and a typed set of choices, it returns a probability distribution ... instead of generating an open-ended text answer. Three papers test what happens when that interface becomes a low-cost AI judge, an agent controller, and finally the subject of a semantic stress test. Confidence-based escalation can save expensive model calls, but selecting a valid action is different from generating its arguments; and a type-valid decision can still v