# What is Non-autoregressive Decision Models?

*Artificial Intelligence · Last updated: September 27, 2026*

These are artificial intelligence models that work faster by making all decisions simultaneously rather than sequentially.

## Overview

Non-autoregressive decision models are artificial intelligence systems that process words or moves simultaneously with a holistic approach, instead of calculating them one by one and sequentially. Thanks to this simultaneous processing power, they reach much higher speeds compared to standard models.

***Analogy:** It is like glancing at the entire page at once and grasping its meaning simultaneously, instead of reading the words of a book sequentially.*

## How it works

While generating output, the model plans each step independently of or in parallel with the previous one. Thus, it can make instant decisions by eliminating long sequential computation times.

## Where it is used

It is preferred in robotic control systems, autonomous driving software, and artificial intelligence infrastructures that require high-speed data processing.

## Commonly confused with

It should not be confused with traditional language models that think step-by-step, as they predict the next word sequentially.

## Questions and answers

**Why doesn't every artificial intelligence use this method?**

Although it is fast, it may not provide results as precise as sequential models in some complex text or logic tasks.

## Related terms

- [Deep Learning](https://trescout.com/en/dictionary/deep-learning/)
- [Inference Engine](https://trescout.com/en/dictionary/inference-engine/)
- [Introduction to Autonomous Robots](https://trescout.com/en/dictionary/autonomous-robots-intro/)

This explanation was written in plain language for TreScout with AI and **machine-translated** from the Turkish original · the Turkish version prevails. If something looks wrong or missing, write to [hello@trescout.com](mailto:hello@trescout.com). [Read in Turkish →](https://trescout.com/dictionary/non-autoregressive-decision-models/)

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Source: TreScout Dictionary · https://trescout.com/en/dictionary/non-autoregressive-decision-models/