---
id: "nr-decision-models-that-return-probabilities-instead-of-prose-are-becomin-d562dd"
slug: "decision-models-that-return-probabilities-instead-of-prose-are-becomin-d562dd"
type: "raw_signal"
title: "Decision models that return probabilities instead of prose are becoming their own model category"
description: "AutoTrust-JEV-27B assigns probabilities to the options in a question."
observed_at: "2026-11-08"
record_date: "2026-11-08"
date_kind: "observed_at"
novelty: "notable"
source_platform: "newruntime.com"
topics: ["models"]
entities: ["AutoTrust AI Lab","AutoTrust-JEV-27B v1.1","Hugging Face","Decision Index","vLLM","Kakao","Kanana-2-v-decide","Kanana-2-v-3b","Kanana Open License","TypeSafe AI"]
related_patterns: ["model-answers-become-task-interfaces","agent-economics-moves-to-completed-work"]
source_url: "https://huggingface.co/autotrust/AutoTrust-JEV-27B-v1.1"
source_urls: ["https://huggingface.co/autotrust/AutoTrust-JEV-27B-v1.1","https://www.kakaocorp.com/page/detail/12193","https://fastino.ai/blog/glide-decision-model-family","https://parallel.ai/blog/decisions-openrouter","https://github.com/rawmodels/jevarena"]
why_it_matters: "AutoTrust-JEV-27B assigns probabilities to the options in a question. Kakao's Kanana-2-v-decide returns probabilities, choices or scores in under 0.04 seconds, and Fastino released five GLiDE decision models from 0.4B to 27B. Parallel's Decisions API is now on OpenRouter. For classification, rating and routing steps, builders can now call a model with bounded outputs instead of parsing free text from a general model."
verification_level: "source-linked"
signal_type: "synthesis"
synthesis_of: [{"slug":"autotrust-jev-27b-v1-1-is-a-27b-eea6f6","title":"AutoTrust-JEV-27B v1.1 is a 27B decision model outputting option probabilities, not free-form text.","url":"https://newruntime.com/posts/autotrust-jev-27b-v1-1-is-a-27b-eea6f6/"},{"slug":"kakao-open-weights-kanana-2-v-decide-multimodal-d8fb70","title":"Kakao open-weights Kanana-2-v-decide multimodal decision model (~3.67B)","url":"https://newruntime.com/posts/kakao-open-weights-kanana-2-v-decide-multimodal-d8fb70/"},{"slug":"fastino-releases-glide-family-of-five-open-weight-922724","title":"Fastino releases GLiDE family of five open-weight decision models from 0.4B to 27B","url":"https://newruntime.com/posts/fastino-releases-glide-family-of-five-open-weight-922724/"},{"slug":"parallel-decisions-is-now-on-openrouter-4c2d67","title":"Parallel Decisions is now on OpenRouter","url":"https://newruntime.com/posts/parallel-decisions-is-now-on-openrouter-4c2d67/"},{"slug":"rawmodels-jev-arena-is-a-self-hosted-workspace-b76794","title":"RawModels’ JEV Arena is a self-hosted workspace for configuring decision-model “fighters”","url":"https://newruntime.com/posts/rawmodels-jev-arena-is-a-self-hosted-workspace-b76794/"}]
schema_version: "newruntime-agent-readable-v0.2"
stable_id: "signal:decision-models-that-return-probabilities-instead-of-prose-are-becomin-d562dd"
retrieval_nugget: "AutoTrust-JEV-27B assigns probabilities to the options in a question. Kakao's Kanana-2-v-decide returns probabilities, choices or scores in under 0.04 seconds, and Fastino released five GLiDE decision models from 0.4B to 27B."
status: "published"
visuals: []
editor: {"role":"editor","name":"Andrey Reshetnikov","profile":"https://newruntime.com/owner-profile.md","profile_json":"https://newruntime.com/owner-profile.json","same_as":["https://www.linkedin.com/in/reshetnikov1/","https://t.me/lapetuse"]}
routes: {"html":"https://newruntime.com/signals/decision-models-that-return-probabilities-instead-of-prose-are-becomin-d562dd/","markdown":"https://newruntime.com/signals/decision-models-that-return-probabilities-instead-of-prose-are-becomin-d562dd.md","json":"https://newruntime.com/signals/decision-models-that-return-probabilities-instead-of-prose-are-becomin-d562dd.json"}
markdown_url: "https://newruntime.com/signals/decision-models-that-return-probabilities-instead-of-prose-are-becomin-d562dd.md"
---

# Decision models that return probabilities instead of prose are becoming their own model category

## Retrieval answer

AutoTrust-JEV-27B assigns probabilities to the options in a question. Kakao's Kanana-2-v-decide returns probabilities, choices or scores in under 0.04 seconds, and Fastino released five GLiDE decision models from 0.4B to 27B.

AutoTrust-JEV-27B assigns probabilities to the options in a question. Kakao's Kanana-2-v-decide returns probabilities, choices or scores in under 0.04 seconds, and Fastino released five GLiDE decision models from 0.4B to 27B. Parallel's Decisions API is now on OpenRouter. For classification, rating and routing steps, builders can now call a model with bounded outputs instead of parsing free text from a general model.

From the Field Notes:

- [AutoTrust-JEV-27B v1.1 is a 27B decision model outputting option probabilities, not free-form text.](https://newruntime.com/posts/autotrust-jev-27b-v1-1-is-a-27b-eea6f6/) (2026-11-08)
- [Kakao open-weights Kanana-2-v-decide multimodal decision model (~3.67B)](https://newruntime.com/posts/kakao-open-weights-kanana-2-v-decide-multimodal-d8fb70/) (2026-11-07)
- [Fastino releases GLiDE family of five open-weight decision models from 0.4B to 27B](https://newruntime.com/posts/fastino-releases-glide-family-of-five-open-weight-922724/) (2026-11-06)
- [Parallel Decisions is now on OpenRouter](https://newruntime.com/posts/parallel-decisions-is-now-on-openrouter-4c2d67/) (2026-11-06)
- [RawModels’ JEV Arena is a self-hosted workspace for configuring decision-model “fighters”](https://newruntime.com/posts/rawmodels-jev-arena-is-a-self-hosted-workspace-b76794/) (2026-11-07)

Editor: [Andrey Reshetnikov](https://newruntime.com/owner-profile.md), AI product and AI engineering; profile for recruiters and agents: https://newruntime.com/owner-profile.json

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