# What is a Large Concept Model (LCM)? — QANATONE

> An LCM is an experimental AI model that works with whole sentences, or ideas, instead of individual words. Meta introduced the first one.

Kaynak: https://www.qanatone.com/en/nedir/lcm-nedir/

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[Explainers](https://www.qanatone.com/en/nedir/)

# What is a Large Concept Model (LCM)?

15 Sep 2026 2 min read Model Type · LCM

An LCM is an experimental AI model that works with whole sentences, or ideas, instead of individual words. Meta introduced the first one.

## What is an LCM?

Today's [large language models](https://www.qanatone.com/en/nedir/buyuk-dil-modelleri-nedir/) (LLMs) generate text one [token](https://www.qanatone.com/en/nedir/token-nedir/) at a time, predicting the next piece of a word at every step. People, when they speak, usually form the idea first and then choose the words. A Large Concept Model tries something closer to that second path: the unit it predicts is a "concept" that represents the meaning of a whole sentence.

Meta's research team introduced the approach in a paper published in December 2024.

## How does it work?

- Text is split into sentences.

- Each sentence is turned into an [embedding](https://www.qanatone.com/en/nedir/embedding-nedir/) vector that carries its meaning. Meta used a system called SONAR, which represents many languages in the same meaning space.

- The model looks at the vectors of earlier sentences and predicts the vector of the next one.

- The predicted vector is turned back into a sentence in the desired language.

Because meaning is represented independently of language, the same model can work at the level of ideas across many languages.

## How is it different from an LLM?

An analogy: an LLM is like someone typing a text one keystroke at a time. An LCM resembles a writer who first lines up the main ideas of a paragraph and then builds the sentences. The theoretical advantage is better coherence over long texts and reasoning that does not depend on a particular language.

LCMs are still at the research stage. Widely used chat assistants continue to run on token based LLMs.

## Why follow it?

The LCM is one of the experiments showing that language models may be able to work at a more abstract level than word prediction. It is not something businesses will use directly in the short term, but it is a useful idea to watch for where AI models may be heading.

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