mammoth-1 27B

mammoth-1 is a model with one job: filling in forms. Hand it a support ticket and a question with a fixed set of answers, and it returns a confidence number per option in one forward pass. No paragraph is written, no tokens stream; think of a data-entry clerk who reads the whole document and stamps a box. It exists because routing, classification and gating need decisions at scale, and generating text to decide something is wasteful. Reach for it when every request needs a judgment and cost per judgment matters. Honest status: weights on HuggingFace (MIT), the #1-of-208 Jev-index claim is vendor-stated; probabilities are verifiable in an afternoon.