Knowledge Maxxing
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Model output

A model output is the result a model produces after processing its input, such as generated text, a predicted label, or a probability score.

Prerequisite: Model input

What matters

The output's format is fixed by how the model was designed and trained; a classifier always outputs a label or score, while a generative model outputs new content.

Example

A sentiment classifier's output might be the single label 'positive', while a chatbot's output for the same input length is a full generated sentence.

Common misconception

An output is not automatically correct just because the model is confident; confidence and correctness can diverge.

Recall question

Why can a model's output be confident yet still wrong?

Keywords and related concepts

model outputpredictiongenerated contentmodel input

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Model input
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