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The phrase "are unnoticed" is correct and usable in written English.
It can be used to describe something that is not observed or acknowledged by others.
Example: "Many small acts of kindness often go unnoticed in our busy lives."
Alternatives: "remain unseen" or "are overlooked".
Dictionary
are unnoticed
adjective
Not noticed
Exact(5)
But equity futures are unnoticed and unblamed in the crisis.In 20 years the CDS may well be as little remarked as the equity future is now.
You look for companies that are unnoticed or misunderstood by Wall Street.
Although, there are unnoticed cyclical movement between 1981 and 2001 which can be smoothened in further exploration, probably, exponentially.
This reticence to publicise their activities may mean that many of their good works are unnoticed and therefore perceived as not occurring.
Most perforations are unnoticed (61.5%) and are caused by shearing rather than penetration by sharps.
Similar(55)
"It's not going to be unnoticed.
Our main objective is to be unnoticed".
But Fraser's own unhappiness was unnoticed by her colleagues.
The potential benefit of generating electricity using flowing water resource is unnoticed.
In half of the reported cases, the durotomy was unnoticed intraoperatively.
The visual aspects of the musicians' performances were unnoticed except in movies and rock concerts.
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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