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The phrase "abstract representation" is correct and usable in written English.
It can be used in contexts related to art, philosophy, or computer science, where it refers to a simplified or conceptual depiction of an idea or object.
Example: "In her painting, she created an abstract representation of the city skyline, focusing on colors and shapes rather than realistic details."
Alternatives: "conceptual depiction" or "symbolic representation".
Exact(60)
Its abstract representation of the routes was elegant but flawed.
The conceptual model takes the form of an abstract representation.
"The work is an abstract representation of the river," she said.
The graphic slicing through the credits is an abstract representation of the horrors to come.
On our floor was an abstract representation by Olaf Kühnemann of a forest from his childhood.
A schema is an abstract representation of the distinctive characteristics of an event.
Abstract: Representation learning can improve ASR performance substantially by creating a better feature space.
It was a collection of African masks in Paris, after all, that in 1907 inspired Picasso to explore abstract representation.
Many of the works demonstrate a similar logic, reducing or transforming the description into a completely abstract representation.
This abstract representation should be independent of how the data are stored and manipulated in the computer.
In a cognitive architecture, intelligent behavior is contingent upon the use of an appropriate abstract representation of the task.
More suggestions(15)
abstract voice
abstract observation
abstract advocacy
short representation
abstract representative
abstract presence
summarization representation
abstract submissions
summarized representation
abstract voices
condensed representation
reflected representation
synthesized representation
abstract performances
conceptual representation
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Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.

Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com