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News

A new class of model scores options instead of writing text

Microsoft and Nace both shipped small decision-scoring models that rank choices rather than generate prose.

AIWadmin
Last updated: October 11, 2026 11:23 pm
AIWadmin
ByAIWadmin
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A category of model that does not write anything is filling up fast. Instead of producing text, decision models read a situation and score the available options.

Microsoft published Microsoft-Decision-1, a 9-billion-parameter system built on the Qwen3.5 base. It returns a verdict on choices rather than a paragraph of reasoning.

Nace AI answered with Drex 1.5, also open, and also a 9B model. Nace’s framing makes the distinction explicit: the output is a ranking of options, not prose.

The appeal is architectural. A scoring model drops cleanly into a pipeline that already knows what its choices are, which makes it easier to test, cheaper to run and far harder to talk into an off-script answer.

It also sidesteps a known failure mode of chat models. When the task is picking a winner, generating fluent justification can drift away from the actual comparison.

The resemblance to existing work is real. Liquid AI shipped a decision model earlier this month that writes no text at all, and the design space now has several occupants.

What remains open is evaluation. Ranking accuracy on a benchmark is not the same as making a decision correctly when the stakes are high and the option set is incomplete.

TAGGED:AI Researchdecision modelsMicrosoftNace AIopen models
SOURCES:The DecoderMarkTechPostMarkTechPost
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